KR20240067203A - Method and apparatus for providing side service for mice events - Google Patents

Abstract

Embodiments present a method of providing ancillary services for MICE events. According to embodiments, a method of providing ancillary services for a MICE event using a neural network model includes registering a plurality of ancillary service products by a MICE server; The plurality of ancillary service products include accommodation services, rental services, or flight services, and are provided by the MICE server for the MICE event in response to a creation request signal from a first terminal connected by a first account at the partner level. An operation to create an event management object; Modifying the event management object by the MICE server in response to a modification request signal from the first terminal; An operation of loading, by the MICE server, one or more incidental service products among the plurality of incidental service products and applying them to the event management object; The loaded one or more ancillary service products include one or more rental service products and a first group of accommodation service products, and are selected by the MICE server based on accommodation preference information received from a second terminal connected by the participant. An operation of recommending one of the accommodation service products of the first group; Recommending, by the MICE server, one of the one or more rental service products using a neural network model based on rental preference information received from the second terminal; An operation of reserving ancillary service products by the MICE server in response to a reservation request signal from the second terminal; and an operation of performing reservation management for the reserved ancillary service product by the MCIE server.

Description

Method and apparatus for providing incidental services for MICE events {METHOD AND APPARATUS FOR PROVIDING SIDE SERVICE FOR MICE EVENTS}

Embodiments of the present invention relate to technology for providing ancillary services necessary for a MICE event, and for providing organization of a MICE event, ancillary service reservation, payment, and supporting materials.

In the past, when holding an event or exhibition, there was the inconvenience of having to separately process accommodation services, flight services, rental services, and participation applications. Additionally, there was the inconvenience of having to submit separate application documents in electronic or non-electronic form to make or cancel a reservation.

A method of providing ancillary services for a MICE event according to an embodiment may provide a function to integrate and automate information exchange and processing between organizers, operators, and participants online. The method of providing ancillary services for MICE events can improve the convenience of organizers, operators, and participants by making reservations for various services in an integrated and automatic manner instead of making reservations in a separate manner.

According to embodiments, a method of providing ancillary services for a MICE event using a neural network model includes registering a plurality of ancillary service products by a MICE server; The plurality of ancillary service products include accommodation services, rental services, or flight services, and are provided by the MICE server for the MICE event in response to a creation request signal from a first terminal connected by a first account at the partner level. An operation to create an event management object; Modifying the event management object by the MICE server in response to a modification request signal from the first terminal; An operation of loading, by the MICE server, one or more incidental service products among the plurality of incidental service products and applying them to the event management object; The loaded one or more ancillary service products include one or more rental service products and a first group of accommodation service products, and are selected by the MICE server based on accommodation preference information received from a second terminal connected by the participant. An operation of recommending one of the accommodation service products of the first group; Recommending, by the MICE server, one of the one or more rental service products using a neural network model based on rental preference information received from the second terminal; An operation of reserving ancillary service products by the MICE server in response to a reservation request signal from the second terminal; and an operation of performing reservation management for the reserved ancillary service product by the MCIE server.

The operation of creating the event management object includes: receiving basic information, main page information, and sub-page information of the MICE event; Creating the event management object reflecting the basic information of the MICE event, the main page information, and the sub-page information; and allocating an event domain to the event management object.

The operation of recommending one of the accommodation service products of the first group includes: selecting whether to update the first matching rate of the participant for each of the accommodation service products of the first group; If renewal is selected, determining a preference weight of the participant based on a second group of accommodation service products; updating the first matching rate based on the preference weight to determine a second matching rate; and an operation of recommending one of the accommodation service products of the first group based on the second matching rate.

The operation of determining the preference weight of the participant may include comparing the evaluation of the participant with the evaluation of general users for the second group of accommodation service products; and determining the participant's preference weight based on keyword information selected by the participant and the comparison result.

The operation of determining the preference weight of the participant based on the keyword information selected by the participant and the comparison result includes: loading an evaluation item corresponding to the participant; Receiving the accommodation preference information including a first score for each accommodation service product of the second group evaluated based on the evaluation item from the second terminal; Loading a second score reflecting general users' evaluations of each accommodation service product of the second group evaluated based on the evaluation items; Searching for the keyword information in reviews of each accommodation service product of the second group; and determining a preference weight of the participant based on the first score, the second score, and the search result.

The recommending operation may include filtering evaluation items based on the preference weight; updating the first matching rate based on the standard value of the filtered evaluation item and the preference weight to determine the second matching rate; and an operation of recommending one of the accommodation service products of the first group based on the second matching rate.

The neural network model model includes an input layer, one or more hidden layers, and an output layer, and each learning data consisting of learning rental preference information and the correct answer rental service product is input to the input layer of the neural network model model to obtain the one An output vector is output by passing through the above hidden layers and output layers, the output vector is input to a loss function layer connected to the output layer, and the loss function layer compares the output vector with the correct answer vector for each training data. A loss value is output using a loss function, and parameters of the neural network model model can be learned in a direction that reduces the loss value.

The accompanying drawings, which are included as part of the detailed description to aid understanding of the embodiments, provide various embodiments and together with the detailed description describe technical features of the various embodiments.
1 is a diagram showing the configuration of an electronic device according to an embodiment.
Figure 2 is a diagram showing the configuration of a program according to one embodiment.
Figure 3 is a diagram showing the overall configuration of a system that provides incidental services for a MICE event according to an embodiment.
Figure 4 is a flow chart illustrating the operation of a method for providing ancillary services for a MICE event according to an embodiment.
Figure 5 is an example flowchart of a method of providing ancillary services for a MICE event according to an embodiment.
Figure 6 is an example flowchart of an operation for recommending an accommodation service product according to an embodiment.
Figure 7 is a diagram illustrating the configuration of a MICE server according to an embodiment.
Figure 8 is an example of a connection screen for event management of a first account in a method of providing ancillary services for a MICE event according to an embodiment.
Figure 9 is an example of a connection screen for menu management of a first account in a method of providing ancillary services for a MICE event according to an embodiment.
Figure 10 is an example of a connection screen for a participant's event domain in a method of providing ancillary services for a MICE event according to an embodiment.

The following embodiments combine elements and features of the embodiments in a predetermined form. Each component or feature may be considered optional unless explicitly stated otherwise. Each component or feature may be implemented in a form that is not combined with other components or features. Additionally, various embodiments may be configured by combining some components and/or features. The order of operations described in various embodiments may change. Some features or features of one embodiment may be included in other embodiments or may be replaced with corresponding features or features of other embodiments.

In the description of the drawings, procedures or steps that may obscure the gist of the various embodiments are not described, and procedures or steps that can be understood at the level of a person with ordinary knowledge in the relevant technical field are not described. did.

Throughout the specification, when a part is said to “comprise or include” a certain element, this means that it does not exclude other elements but may further include other elements, unless specifically stated to the contrary. do. In addition, terms such as "... unit", "... unit", and "module" used in the specification refer to a unit that processes at least one function or operation, which refers to hardware, software, or a combination of hardware and software. It can be implemented as: Additionally, the terms “a or an,” “one,” “the,” and similar related terms are used herein in the context of describing various embodiments (particularly in the context of the claims below). Unless otherwise indicated or clearly contradicted by context, it may be used in both singular and plural terms.

Hereinafter, embodiments according to various embodiments will be described in detail with reference to the attached drawings. The detailed description set forth below in conjunction with the accompanying drawings is intended to illustrate exemplary embodiments of various embodiments and is not intended to represent the only embodiment.

In addition, specific terms used in various embodiments are provided to aid understanding of the various embodiments, and the use of such specific terms may be changed to other forms without departing from the technical spirit of the various embodiments. .

1 is a diagram showing the configuration of an electronic device according to an embodiment.

1 is a block diagram of an electronic device 101 in a network environment 100, according to various embodiments. Referring to FIG. 1, in the network environment 100, the electronic device 101 communicates with the electronic device 102 through a first network 198 (e.g., a short-range wireless communication network) or a second network 199. It is possible to communicate with at least one of the electronic device 104 or the server 108 through (e.g., a long-distance wireless communication network). According to one embodiment, the electronic device 101 may communicate with the electronic device 104 through the server 108. According to one embodiment, the electronic device 101 includes a processor 120, a memory 130, an input module 150, an audio output module 155, a display module 160, an audio module 170, and a sensor module ( 176), interface 177, connection terminal 178, haptic module 179, camera module 180, power management module 188, battery 189, communication module 190, subscriber identification module 196 , or may include an antenna module 197. In some embodiments, at least one of these components (eg, the connection terminal 178) may be omitted or one or more other components may be added to the electronic device 101. In some embodiments, some of these components (e.g., sensor module 176, camera module 180, or antenna module 197) are integrated into one component (e.g., display module 160). It can be. The electronic device 101 may also be referred to as a client, terminal, or peer.

The processor 120, for example, executes software (e.g., program 140) to operate at least one other component (e.g., hardware or software component) of the electronic device 101 connected to the processor 120. It can be controlled and various data processing or calculations can be performed. According to one embodiment, as at least part of data processing or computation, the processor 120 stores commands or data received from another component (e.g., sensor module 176 or communication module 190) in volatile memory 132. The commands or data stored in the volatile memory 132 can be processed, and the resulting data can be stored in the non-volatile memory 134. According to one embodiment, the processor 120 includes a main processor 121 (e.g., a central processing unit or an application processor) or an auxiliary processor 123 that can operate independently or together (e.g., a graphics processing unit, a neural network processing unit ( It may include a neural processing unit (NPU), an image signal processor, a sensor hub processor, or a communication processor). For example, if the electronic device 101 includes a main processor 121 and a secondary processor 123, the secondary processor 123 may be set to use lower power than the main processor 121 or be specialized for a designated function. You can. The auxiliary processor 123 may be implemented separately from the main processor 121 or as part of it.

The auxiliary processor 123 may, for example, act on behalf of the main processor 121 while the main processor 121 is in an inactive (e.g., sleep) state, or while the main processor 121 is in an active (e.g., application execution) state. ), together with the main processor 121, at least one of the components of the electronic device 101 (e.g., the display module 160, the sensor module 176, or the communication module 190) At least some of the functions or states related to can be controlled. According to one embodiment, co-processor 123 (e.g., image signal processor or communication processor) may be implemented as part of another functionally related component (e.g., camera module 180 or communication module 190). there is. According to one embodiment, the auxiliary processor 123 (eg, neural network processing unit) may include a hardware structure specialized for processing artificial intelligence models. Artificial intelligence models can be created through machine learning. For example, such learning may be performed in the electronic device 101 itself on which the artificial intelligence model is performed, or may be performed through a separate server (e.g., server 108). Learning algorithms may include, for example, supervised learning, unsupervised learning, semi-supervised learning, or reinforcement learning, but It is not limited. An artificial intelligence model may include multiple artificial neural network layers. Artificial neural networks include deep neural network (DNN), convolutional neural network (CNN), recurrent neural network (RNN), restricted boltzmann machine (RBM), belief deep network (DBN), bidirectional recurrent deep neural network (BRDNN), It may be one of deep Q-networks or a combination of two or more of the above, but is not limited to the examples described above. In addition to hardware structures, artificial intelligence models may additionally or alternatively include software structures.

The memory 130 may store various data used by at least one component (eg, the processor 120 or the sensor module 176) of the electronic device 101. Data may include, for example, input data or output data for software (e.g., program 140) and instructions related thereto. Memory 130 may include volatile memory 132 or non-volatile memory 134.

The program 140 may be stored as software in the memory 130 and may include, for example, an operating system 142, middleware 144, or application 146.

The input module 150 may receive commands or data to be used in a component of the electronic device 101 (e.g., the processor 120) from outside the electronic device 101 (e.g., a user). The input module 150 may include, for example, a microphone, mouse, keyboard, keys (eg, buttons), or digital pen (eg, stylus pen).

The sound output module 155 may output sound signals to the outside of the electronic device 101. The sound output module 155 may include, for example, a speaker or a receiver. Speakers can be used for general purposes such as multimedia playback or recording playback. The receiver can be used to receive incoming calls. According to one embodiment, the receiver may be implemented separately from the speaker or as part of it.

The display module 160 can visually provide information to the outside of the electronic device 101 (eg, a user). The display module 160 may include, for example, a display, a hologram device, or a projector, and a control circuit for controlling the device. According to one embodiment, the display module 160 may include a touch sensor configured to detect a touch, or a pressure sensor configured to measure the intensity of force generated by the touch.

The audio module 170 can convert sound into an electrical signal or, conversely, convert an electrical signal into sound. According to one embodiment, the audio module 170 acquires sound through the input module 150, the sound output module 155, or an external electronic device (e.g., directly or wirelessly connected to the electronic device 101). Sound may be output through the electronic device 102 (e.g., speaker or headphone).

The sensor module 176 detects the operating state (e.g., power or temperature) of the electronic device 101 or the external environmental state (e.g., user state) and generates an electrical signal or data value corresponding to the detected state. can do. According to one embodiment, the sensor module 176 includes, for example, a gesture sensor, a gyro sensor, an air pressure sensor, a magnetic sensor, an acceleration sensor, a grip sensor, a proximity sensor, a color sensor, an IR (infrared) sensor, a biometric sensor, It may include a temperature sensor, humidity sensor, or light sensor.

The interface 177 may support one or more designated protocols that can be used to connect the electronic device 101 directly or wirelessly with an external electronic device (eg, the electronic device 102). According to one embodiment, the interface 177 may include, for example, a high definition multimedia interface (HDMI), a universal serial bus (USB) interface, an SD card interface, or an audio interface.

The connection terminal 178 may include a connector through which the electronic device 101 can be physically connected to an external electronic device (eg, the electronic device 102). According to one embodiment, the connection terminal 178 may include, for example, an HDMI connector, a USB connector, an SD card connector, or an audio connector (eg, a headphone connector).

The haptic module 179 can convert electrical signals into mechanical stimulation (e.g., vibration or movement) or electrical stimulation that the user can perceive through tactile or kinesthetic senses. According to one embodiment, the haptic module 179 may include, for example, a motor, a piezoelectric element, or an electrical stimulation device.

The camera module 180 can capture still images and moving images. According to one embodiment, the camera module 180 may include one or more lenses, image sensors, image signal processors, or flashes.

The power management module 188 can manage power supplied to the electronic device 101. According to one embodiment, the power management module 188 may be implemented as at least a part of, for example, a power management integrated circuit (PMIC).

The battery 189 may supply power to at least one component of the electronic device 101. According to one embodiment, the battery 189 may include, for example, a non-rechargeable primary battery, a rechargeable secondary battery, or a fuel cell.

Communication module 190 is configured to provide a direct (e.g., wired) communication channel or wireless communication channel between electronic device 101 and an external electronic device (e.g., electronic device 102, electronic device 104, or server 108). It can support establishment and communication through established communication channels. Communication module 190 operates independently of processor 120 (e.g., an application processor) and may include one or more communication processors that support direct (e.g., wired) communication or wireless communication. According to one embodiment, the communication module 190 is a wireless communication module 192 (e.g., a cellular communication module, a short-range wireless communication module, or a global navigation satellite system (GNSS) communication module) or a wired communication module 194 (e.g., : LAN (local area network) communication module, or power line communication module) may be included. Among these communication modules, the corresponding communication module is a first network 198 (e.g., a short-range communication network such as Bluetooth, wireless fidelity (WiFi) direct, or infrared data association (IrDA)) or a second network 199 (e.g., legacy It may communicate with an external electronic device 104 through a telecommunication network such as a cellular network, a 5G network, a next-generation communication network, the Internet, or a computer network (e.g., LAN or WAN). These various types of communication modules may be integrated into one component (e.g., a single chip) or may be implemented as a plurality of separate components (e.g., multiple chips). The wireless communication module 192 uses subscriber information (e.g., International Mobile Subscriber Identifier (IMSI)) stored in the subscriber identification module 196 within a communication network such as the first network 198 or the second network 199. The electronic device 101 can be confirmed or authenticated.

The wireless communication module 192 may support 5G networks after 4G networks and next-generation communication technologies, for example, NR access technology (new radio access technology). NR access technology provides high-speed transmission of high-capacity data (enhanced mobile broadband (eMBB)), minimization of terminal power and access to multiple terminals (massive machine type communications (mMTC)), or ultra-reliable and low-latency (URLLC). -latency communications)) can be supported. The wireless communication module 192 may support high frequency bands (eg, mmWave bands), for example, to achieve high data rates. The wireless communication module 192 uses various technologies to secure performance in high frequency bands, for example, beamforming, massive array multiple-input and multiple-output (MIMO), and full-dimensional multiplexing. It can support technologies such as input/output (FD-MIMO: full dimensional MIMO), array antenna, analog beam-forming, or large scale antenna. The wireless communication module 192 may support various requirements specified in the electronic device 101, an external electronic device (e.g., electronic device 104), or a network system (e.g., second network 199). According to one embodiment, the wireless communication module 192 supports Peak data rate (e.g., 20 Gbps or more) for realizing eMBB, loss coverage (e.g., 164 dB or less) for realizing mmTC, or U-plane latency (e.g., 164 dB or less) for realizing URLLC. Example: Downlink (DL) and uplink (UL) each of 0.5 ms or less, or round trip 1 ms or less) can be supported.

The antenna module 197 may transmit or receive signals or power to or from the outside (eg, an external electronic device). According to one embodiment, the antenna module 197 may include an antenna including a radiator made of a conductor or a conductive pattern formed on a substrate (eg, PCB). According to one embodiment, the antenna module 197 may include a plurality of antennas (eg, an array antenna). In this case, at least one antenna suitable for a communication method used in a communication network such as the first network 198 or the second network 199 is connected to the plurality of antennas by, for example, the communication module 190. can be selected. Signals or power may be transmitted or received between the communication module 190 and an external electronic device through the at least one selected antenna. According to some embodiments, in addition to the radiator, other components (eg, radio frequency integrated circuit (RFIC)) may be additionally formed as part of the antenna module 197.

According to various embodiments, the antenna module 197 may form a mmWave antenna module. According to one embodiment, a mmWave antenna module includes a printed circuit board, an RFIC disposed on or adjacent to a first side (e.g., bottom side) of the printed circuit board and capable of supporting a designated high-frequency band (e.g., mmWave band); And a plurality of antennas (e.g., array antennas) disposed on or adjacent to the second side (e.g., top or side) of the printed circuit board and capable of transmitting or receiving signals in the designated high frequency band. can do.

At least some of the components are connected to each other through a communication method between peripheral devices (e.g., bus, general purpose input and output (GPIO), serial peripheral interface (SPI), or mobile industry processor interface (MIPI)) and signal ( (e.g. commands or data) can be exchanged with each other.

According to one embodiment, commands or data may be transmitted or received between the electronic device 101 and the external electronic device 104 through the server 108 connected to the second network 199. Each of the external electronic devices 102 or 104 may be of the same or different type as the electronic device 101. According to one embodiment, all or part of the operations performed in the electronic device 101 may be executed in one or more of the external electronic devices 102, 104, or 108. For example, when the electronic device 101 must perform a certain function or service automatically or in response to a request from a user or another device, the electronic device 101 may perform the function or service instead of executing the function or service on its own. Alternatively, or additionally, one or more external electronic devices may be requested to perform at least part of the function or service. One or more external electronic devices that have received the request may execute at least part of the requested function or service, or an additional function or service related to the request, and transmit the result of the execution to the electronic device 101. The electronic device 101 may process the result as is or additionally and provide it as at least part of a response to the request. For this purpose, for example, cloud computing, distributed computing, mobile edge computing (MEC), or client-server computing technology can be used. The electronic device 101 may provide an ultra-low latency service using, for example, distributed computing or mobile edge computing. In another embodiment, the external electronic device 104 may include an Internet of Things (IoT) device. Server 108 may be an intelligent server using machine learning and/or neural networks. According to one embodiment, the external electronic device 104 or server 108 may be included in the second network 199. The electronic device 101 may be applied to intelligent services (e.g., smart home, smart city, smart car, or healthcare) based on 5G communication technology and IoT-related technology.

The server 108 is connected to the electronic device 101 and can provide services to the connected electronic device 101. In addition, the server 108 may perform a membership registration process, store and manage various information of users who have registered as members, and provide various purchase and payment functions related to the service. Additionally, the server 108 may share execution data of service applications running on each of the plurality of electronic devices 101 in real time so that services can be shared between users. This server 108 may have the same hardware configuration as a typical web server or WAP server. However, in terms of software, it may be implemented through any language such as C, C++, Java, Visual Basic, and Visual C, and may include program modules that perform various functions. In addition, the server 108 is generally connected to an unspecified number of clients and/or other servers through an open computer network such as the Internet, and receives work performance requests from clients or other servers and derives and provides work results in response. It refers to a computer system and the computer software (server program) installed for it. In addition, in addition to the server program described above, the server 108 includes a series of application programs running on the server 108 and, in some cases, various databases (DBs) built internally or externally, hereinafter " It should be understood as a broad concept including “DB”). Accordingly, the server 108 classifies membership registration information and various information and data about games, stores them in a DB, and manages this DB, which may be implemented inside or outside the server 108. In addition, the server 108 uses a variety of server programs provided depending on the operating system such as DOS, Windows, Linux, UNIX, and Macintosh on general server hardware. Representative examples include Website, IIS (Internet Information Server) used in a Windows environment, and CERN, NCSA, and APPACH used in a Unix environment. Additionally, the server 108 may be linked with an authentication system and payment system for user authentication of the service or payment for purchases related to the service.

The first network 198 and the second network 199 are a connection structure that allows information exchange between each node, such as terminals and servers, or a network connecting the server 108 and the electronic devices 101 and 104. It means (Network). The first network 198 and the second network 199 are the Internet, LAN (Local Area Network), Wireless LAN (Wireless Local Area Network), WAN (Wide Area Network), PAN (Personal Area Network), and 3G. , 4G, LTE, 5G, Wi-Fi, etc., but are not limited to these. The first network 198 and the second network 199 may be closed, such as a LAN or WAN, but are preferably open, such as the Internet. The Internet uses the TCP/IP protocol and several services existing at its upper layer, namely HTTP (HyperText Transfer Protocol), Telnet, FTP (File Transfer Protocol), DNS (Domain Name System), SMTP (Simple Mail Transfer Protocol), and SNMP ( It refers to a worldwide open computer first network (198) and second network (199) structure that provides Simple Network Management Protocol (NFS), Network File Service (NFS), and Network Information Service (NIS).

A database can have a general data structure implemented in the storage space (hard disk or memory) of a computer system using a database management program (DBMS). A database may have a data storage format that allows for free search (extraction), deletion, editing, addition, etc. of data. Databases are relational database management systems (RDBMS) such as Oracle, Infomix, Sybase, and DB2, or object-oriented database management such as Gemston, Orion, and O2. It can be implemented according to the purpose of an embodiment of the present disclosure using a system (OODBMS) and an XML native database such as Excelon, Tamino, and Sekaiju, and has its own function. To achieve this, you can have appropriate fields or elements.

Figure 2 is a diagram showing the configuration of a program according to one embodiment.

Figure 2 is a block diagram 200 illustrating program 140 according to various embodiments. According to one embodiment, the program 140 includes an operating system 142, middleware 144, or an application 146 executable on the operating system 142 for controlling one or more resources of the electronic device 101. It can be included. Operating system 142 may include, for example, AndroidTM, iOSTM, WindowsTM, SymbianTM, TizenTM, or BadaTM. At least some of the programs 140 are preloaded into the electronic device 101, for example, at the time of manufacture, or are stored in an external electronic device (e.g., the electronic device 102 or 104, or a server) when used by a user. It can be downloaded or updated from 108)). All or part of the program 140 may include a neural network.

The operating system 142 may control management (eg, allocation or retrieval) of one or more system resources (eg, process, memory, or power) of the electronic device 101 . Operating system 142 may additionally or alternatively operate on other hardware devices of electronic device 101, such as input module 150, audio output module 155, display module 160, and audio module 170. , sensor module 176, interface 177, haptic module 179, camera module 180, power management module 188, battery 189, communication module 190, subscriber identification module 196, or It may include one or more driver programs for driving the antenna module 197.

The middleware 144 may provide various functions to the application 146 so that functions or information provided from one or more resources of the electronic device 101 can be used by the application 146. The middleware 144 includes, for example, an application manager 201, a window manager 203, a multimedia manager 205, a resource manager 207, a power manager 209, a database manager 211, and a package manager 213. ), connectivity manager (215), notification manager (217), location manager (219), graphics manager (221), security manager (223), call manager (225), or voice recognition manager (227). You can.

The application manager 201 may, for example, manage the life cycle of the application 146. The window manager 203 may, for example, manage one or more GUI resources used on the screen. For example, the multimedia manager 205 identifies one or more formats required for playing media files, and encodes or decodes the corresponding media file using a codec suitable for the selected format. It can be done. The resource manager 207 may, for example, manage the source code of the application 146 or the memory space of the memory 130. The power manager 209 manages, for example, the capacity, temperature, or power of the battery 189, and may use this information to determine or provide related information necessary for the operation of the electronic device 101. . According to one embodiment, the power manager 209 may interface with a basic input/output system (BIOS) (not shown) of the electronic device 101.

Database manager 211 may create, search, or change a database to be used by application 146, for example. The package manager 213 may, for example, manage the installation or update of applications distributed in the form of package files. The connectivity manager 215 may manage, for example, a wireless connection or direct connection between the electronic device 101 and an external electronic device. For example, the notification manager 217 may provide a function for notifying the user of the occurrence of a designated event (eg, an incoming call, message, or alarm). The location manager 219 may, for example, manage location information of the electronic device 101. The graphics manager 221 may, for example, manage one or more graphic effects to be provided to the user or a user interface related thereto.

Security manager 223 may provide, for example, system security or user authentication. The telephony manager 225 may manage, for example, a voice call function or a video call function provided by the electronic device 101. For example, the voice recognition manager 227 transmits the user's voice data to the server 108 and provides a command corresponding to a function to be performed in the electronic device 101 based at least in part on the voice data, Alternatively, text data converted based at least in part on the voice data may be received from the server 108. According to one embodiment, the middleware 244 may dynamically delete some existing components or add new components. According to one embodiment, at least a portion of the middleware 144 may be included as part of the operating system 142 or may be implemented as separate software different from the operating system 142.

The application 146 includes, for example, home 251, dialer 253, SMS/MMS (255), instant message (IM) 257, browser 259, camera 261, and alarm 263. , Contacts (265), Voice Recognition (267), Email (269), Calendar (271), Media Player (273), Album (275), Watch (277), Health (279) (such as exercise amount or blood sugar) It may include applications that measure biometric information) or environmental information 281 (e.g., measure atmospheric pressure, humidity, or temperature information). According to one embodiment, the application 146 may further include an information exchange application (not shown) that can support information exchange between the electronic device 101 and an external electronic device. The information exchange application may include, for example, a notification relay application configured to deliver designated information (e.g., calls, messages, or alarms) to an external electronic device, or a device management application configured to manage the external electronic device. there is. The notification relay application, for example, transmits notification information corresponding to a specified event (e.g., mail reception) generated in another application (e.g., email application 269) of the electronic device 101 to an external electronic device. You can. Additionally or alternatively, the notification relay application may receive notification information from an external electronic device and provide it to the user of the electronic device 101.

The device management application, for example, controls the power (e.g., turn-on or turn-off) of an external electronic device or some component thereof (e.g., a display module or camera module of the external electronic device) that communicates with the electronic device 101. ) or functions (such as brightness, resolution, or focus). A device management application may additionally or alternatively support installation, deletion, or update of applications running on external electronic devices.

Throughout this specification, neural network, neural network, and network function may be used with the same meaning. A neural network may consist of a set of interconnected computational units, which may generally be referred to as “nodes.” These “nodes” may also be referred to as “neurons.” A neural network is composed of at least two or more nodes. Nodes (or neurons) that make up neural networks may be interconnected by one or more “links.”

Within a neural network, two or more nodes connected through a link can relatively form a relationship as an input node and an output node. The concepts of input node and output node are relative, and any node in an output node relationship with one node may be in an input node relationship with another node, and vice versa. As described above, input node to output node relationships can be created around links. One or more output nodes can be connected to one input node through a link, and vice versa.

In a relationship between an input node and an output node connected through one link, the value of the output node may be determined based on data input to the input node. Here, nodes connecting the input node and the output node may have weights. Weights may be variable and may be varied by a user or algorithm in order for the neural network to perform a desired function. For example, when one or more input nodes are connected to one output node by respective links, the output node is set to the values input to the input nodes connected to the output node and the links corresponding to each input node. The output node value can be determined based on the weight.

As described above, in a neural network, two or more nodes are interconnected through one or more links to form an input node and output node relationship within the neural network. The characteristics of the neural network may be determined according to the number of nodes and links in the neural network, the correlation between the nodes and links, and the value of the weight assigned to each link. For example, if there are two neural networks with the same number of nodes and links and different weight values between the links, the two neural networks may be recognized as different from each other.

Figure 3 is a diagram showing the overall configuration of a system that provides incidental services for a MICE event according to an embodiment.

According to one embodiment, the system may provide ancillary services for the MICE event to entities related to the MICE event. Here, MICE (Meetings, Incentives Travel, Conventions, Exhibitions/Events) encompasses international conferences, corporate meetings, tourism, conventions, exhibitions and fairs, and many other events. The system may be referred to as a Mice Real Time System (MRTS).

Entities involved in a MICE event may include operators, organizers, participants, and service providers. The operator refers to the entity that creates and modifies event management objects and performs reservation management. For example, operators may include travel agencies. The operator can be delegated by the organizer to set up all matters for the MICE event through the system. Operators may be granted a partner level.

Host may refer to the entity that hosts the event. For example, in the case of a conference or expo, the organizer may be the association of the conference or the company hosting the expo. As another example, in the case of an event held for employees at a specific company, a member of the department hosting the event may become the host.

Participant refers to a subject who uses ancillary services. For example, in the case of a fair, buyers or sellers participating in the fair can be participants. For example, in the case of an event held by a specific company, employees participating in the event may become participants.

An event management object may refer to an object created to manage a MICE event through a MICE server. An event management object corresponds to one event and may be an object created to manage the MICE event including basic information of the MICE event, event domain, and event products.

Event products may refer to products that include incidental services and price information for MICE events. Ancillary services for MICE events may include accommodation services, rental services, or air services, tour services and other information services. However, this is only an example, and all types of services required for a MICE event may be included in the incidental services for the MICE event. Rental services may include services that rent a vehicle.

An ID may be given to access the server. IDs can be given master level, partner level, and host level depending on authority. The master level can view or edit all user events. The master level can view, copy, and modify all users' products. The master level can view event reservation details for all users. The master level allows you to add and edit admin accounts and change passwords. At the partner level, you can only view or edit events created by yourself or designated as a collaborator. At the partner level, you can only view, copy, and modify some products that you have created or are permitted to view. Partner level can only view reservation details for events created by the user or designated as a collaborator. The host level can only use some menus, such as reservation management and application management.

Referring to FIG. 3, the system includes a first terminal connected by the first account of the operator 310, a second terminal connected by the participant 320, and a third terminal connected by the second account of the host 321. It may include a terminal, a MICE server 300, an accommodation service server of an accommodation service provider 330, an aviation service server of an airline service provider 340, and a rental service server and network of a rental service provider 350.

Hereinafter, the first account may mean an account of the operator 310 or an account granted a partner level. The second account may refer to the account of the host 321 or an account granted a host level.

The system can be linked to a program or web page that implements a method of providing additional services for MICE events. The program or web page may be executed through the first terminal of the operator 310 and the second terminal of the host 321. Programs or web pages can be operated and managed by the MICE server 300. Hereinafter, the description will be based on a program, but the following content may be applied in the same or similar manner even when implemented as a web page.

The host 321 can host and open an event. The MICE server 300 may grant a host level to the organizer 321. The host 321 may request the operator 310 to open and set up an event on the system. The host 321 can query the event management object corresponding to the event opened by the operator 310 through a program installed on the third terminal. The host 321 can check the opened event and use some menus such as reservation management and application management on the program.

The operator 310 may open an event on the system at the request of the organizer 321. The host (321) negotiates and concludes a contract with the accommodation service provider (330), flight service provider (340), or rental service provider (350), and provides information and authority to access the service on the system to the MICE server (300). ) can be provided. The host 321 can access the system through the first terminal and perform event addition and change, product management, event product management, and reservation management.

When an event is added at the request of the operator 310, the MICE server 300 can create a corresponding event management object. The MICE server 300 may create an event domain that can be accessed from the outside in response to the event management object. The MICE server 300 can provide a function to create and edit a homepage that is displayed to participants on the system using a pre-stored template without separate programming.

The participant 320 may access a website corresponding to the event management object through the event domain through the second terminal. The website may include information necessary for participant 320 to make a reservation. The website may contain information about accommodation services, flight services, or rental services. Participants 320 can make reservations and payments for various products through the second terminal.

The accommodation service provider 330 may negotiate and enter into a contract with the operator 310 and provide the MICE server 300 with permission and information to access the accommodation service server. Reservation and payment information processed through the website may be transmitted to the accommodation service server through the MICE server 300. The accommodation service server may reflect the reservation and payment information of the MICE server 300 in real time or non-real time. The accommodation service provider 330 may allocate a certain amount of rooms in advance to a plurality of companies including the MICE server 300. The accommodation service provider 330 may receive reservation information from multiple companies in real time or non-real time and reallocate rooms.

The aviation service provider 330 may negotiate and enter into a contract with the operator 310 and provide the MICE server 300 with permission and information to access the aviation service server. Reservation and payment information processed through the website may be transmitted to the aviation service server through the MICE server 300. The aviation service server may reflect the reservation and payment information of the MICE server 300 in real time or non-real time.

The rental service provider 330 may negotiate and enter into a contract with the operator 310 and provide the MICE server 300 with permission and information to access the rental service server. Reservation and payment information made through the website may be transmitted to the rental service server through the MICE server 300. The rental service server may reflect the reservation and payment information of the MICE server 300 in real time or non-real time.

According to one embodiment, the system can provide ancillary services for MICE events using a neural network model.

The MICE server 300 can register a plurality of incidental service products. The plurality of ancillary service products may include accommodation services, rental services, or flight services. The first terminal 200 connected by the first account may transmit a signal for editing and configuring the contents of the incidental service product to the MICE server 300. The first terminal 200 may transmit a signal for setting the type and options of ancillary service products to the MICE server 300. The first terminal 200 may transmit a signal to the MICE server 300 to copy an existing product, modify the contents of the product, or create a new product. The first terminal 200 can set a package product. If a registered ancillary service product is already in use, when modifying the product in the first terminal 200, the contents of the product in use may also be changed in batches by the MICE server 300. A signal reflecting the operation of the first terminal 200 is transmitted to the MICE server 300, and the MICE server 300 can perform an operation corresponding to the signal.

When ancillary service products are registered, the registered ancillary service products may be stored in the memory of the MICE server 300 or an external database. A plurality of incidental service products may be assigned identifiers for management, and may be sorted and loaded according to various criteria upon external request.

The MICE server 300 may create an event management object for the MICE event in response to a creation request signal from the first terminal 200 connected by the first account at the partner level. The first account at the partner level can perform event management on the system through the program.

The first terminal 200 connected by the first account can create basic information, main page information, and sub-page information of the MICE event and transmit them to the MICE server 300. The MICE server 300 can receive basic information, main page information, and sub-page information of the MICE event. The MICE server 300 may create an event management object that reflects the basic information, main page information, and sub-page information of the MICE event.

For example, the number of reservations available per participant and the background type including an image or video may be included in one of basic information, main page information, and sub page information. For example, images may include JPG, PNG, or JPEG formats and may be limited to 60 MB or less. For example, a video may contain MP4 format, may not contain AVI or WMV, and may be limited to 60MB or less. For example, the recommended size for background height might be set from 190px to 250px.

The MICE server 300 may assign an event domain to an event management object. The first terminal 200 connected by the first account may create an event domain name and transmit it to the MICE server 300. For example, the event domain name may follow the format of the domain name of a general web page. For example, an event domain name may include lowercase English letters and numbers, but may not include spaces, uppercase English letters, Korean characters, or special symbols.

The created event management object may include information such as event status, event ID, subdomain, site status, and exposure status. Event ID refers to the unique identification number of the event in the system, subdomain refers to the unique URL address of the event as the event domain, site status refers to waiting, approved, or rejected status, and whether or not it is exposed is disclosed to the outside of the system. It can indicate whether it is possible or not.

The MICE server 300 may modify the event management object in response to a modification request signal from the first terminal. The first terminal 200 connected by the first account at the partner level may transmit a signal for modifying the event management object to the MICE server 300 through a program. A program may include various menus. The MICE server 300 can edit the basic information of the event in the basic information/template menu. This may include information such as membership type including membership/non-membership, multilingual support, and event site exposure, excluding URL information. The reservation input menu may provide the ability to set items to be filled in by participants, for example, whether each item is required/not exposed/added and file upload, etc. The collaborator menu may provide the ability to invite collaborators by partner-level account. The main pop-up menu can determine whether to create the homepage main pop-up. The event memo menu can provide a function to note event issues.

The MICE server 300 may manage the menu of the event management object in response to a signal from the first terminal in the program. A program may include various menus. Menu management may include menus for adding reservation malls, adding pages, and adding external links. Adding a reservation mall can provide the ability to create a menu with a reservation function. When adding a reservation mall, information such as reservation mall name, reservation mall type, status, payment type, and number of reservations can be set. Adding a page can provide the ability to create a page menu in the form of a post. Adding an external link can provide the ability to create an external URL outlink menu. Adding an external link may include a menu name that is the name of the menu, a menu link that describes the landing page address, and a menu that determines whether the page lands in a new window.

The MICE server 300 may load one or more incidental service products from among a plurality of incidental service products and apply the incident to the event management object. The first terminal 200 may load one or more ancillary service products among a plurality of ancillary service products through a program and transmit a signal applied to the event management object to the MICE server 300. The MICE server 300 may load registered products corresponding to the signal from memory. The MICE server 300 may apply the loaded registered product to the event management object. An event management object may include multiple registered products. The one or more loaded ancillary service products may include one or more rental service products and a first group of accommodation service products.

The MICE server 300 may recommend one of the accommodation service products of the first group based on accommodation preference information received from the second terminal connected by the second account at the host level. Here, the first group may refer to a group of accommodation service products that the participant can currently select. The second group may refer to a group of accommodation service products selected to determine the preference weight for each evaluation item. Here, the accommodation preference information may mean the participant's evaluation of each accommodation service product of the second group evaluated based on the evaluation items. Preference weight may refer to a weight indicating the degree to which a user considers one evaluation item important among a plurality of evaluation items.

For example, evaluation items include the distance between the event venue and the room, number of transfers, walking distance, travel time, size of the room, age of the room (newly built or after remodeling), room amenity score, surrounding environment score, and price score. It can be included.

The MICE server 300 may store log data of the second account in a database. Log data may include information about ancillary service products selected by the second account. The first matching rate may be stored in a database, or the first matching rate for each incidental service product of the second account may be determined based on log data. Here, the first matching rate refers to the matching rate before update, and in the first case, the first matching rate may be set to the same value for all ancillary service products, for example, 100.

You can select whether to update the first matching rate of the second account for each accommodation service product of the first group. When not updating is selected, the MICE server 300 may recommend the accommodation service product corresponding to the highest matching rate based on the first matching rate for each accommodation service product belonging to the first group.

If renewal is selected, the MICE server 300 may determine the preference weight of the second account based on the accommodation service products of the second group. General users' evaluations of the second group's accommodation service products can be compared with the evaluations of the second account. The preference weight of the second account may be determined based on keyword information selected by the second account and the comparison result.

The MICE server 300 may load evaluation items corresponding to the second account. The MICE server 300 may receive a first score for each accommodation service product of the second group evaluated based on the evaluation items from the second terminal. The MICE server 300 may load a second score that reflects general users' evaluations of each of the second group's accommodation service products evaluated based on the evaluation items. The first score may reflect the participant's evaluation and the second score may reflect the evaluation of general users. The MICE server 300 may search keyword information from reviews for each accommodation service product of the second group. The MICE server 300 may determine the preference weight of the second account based on the first score, the second score, and the search result. Keyword information may include one or more positive keywords and one or more negative keywords.

For example, the MICE server 300 can calculate the preference weight using Equation 1.

In equation 1, is the preference weight of the ith evaluation item, d is the total number of accommodation service products, is the first score, which is the evaluation of the second account for the ith evaluation item for the cth accommodation service product, is the second score that is the general users' evaluation of the i-th evaluation item for the c-th accommodation service product, q represents the weight of the keyword part, for example, is 10, and f is the positive value corresponding to the i-th evaluation item. represents the total number of keywords, g represents the total number of negative keywords corresponding to the ith evaluation item, is a predetermined keyword score for the positive keyword corresponding to the ith evaluation item for the cth accommodation service product, is a predetermined keyword score for the negative keyword corresponding to the ith evaluation item for the cth accommodation service product, and e is the total number of evaluation items. K is the sum of the total number of positive keywords corresponding to the i-th evaluation item and the total number of negative keywords corresponding to the i-th evaluation item.

For example, positive keywords corresponding to the i-th evaluation item include 'Wi-Fi works well', 'parking lot provided', 'sauna provided', and 'breakfast provided', and negative keywords corresponding to the i-th evaluation item include, These may include ‘weak Wi-Fi signal’, ‘small parking lot’, ‘sauna inconvenience’, and ‘breakfast not tasty’.

for example, can be defined as returning 0.6 for 'good Wi-Fi', 0.9 for 'parking lot provided', 0.8 for 'sauna provided', and 0.8 for 'breakfast provided' for each positive keyword. for example, can be defined as returning 0.7 for 'weak Wi-Fi signal', 0.7 for 'small parking lot', 0.6 for 'sauna inconvenience', and 0.8 for 'no taste of breakfast' for each negative keyword. 0.5 in the equation represents the score of a keyword that is neither positive nor negative, and can be adjusted to produce more accurate results through accumulated data.

In this way, by determining the preference weight for each evaluation item, it is possible to distinguish between evaluation items that participants consider important and evaluation items that they do not consider important. By setting the weight of evaluation items that are considered important to be high and the weight of evaluation items that are not considered to be important to be low, the user's preference for a product can be determined more precisely.

The MICE server 300 may determine the second matching rate by updating the first matching rate based on the preference weight. The MICE server 300 may filter evaluation items based on preference weights. As another example, if the preference weight is less than the second threshold, the MICE server 300 may exclude the evaluation item corresponding to the preference weight. For example, if the interval between P1 and p2 is less than the first threshold, the MICE server 300 may view the reliability of the preference difference between p1 and p2 as meaningless and exclude the corresponding factor, for example, p1 or p2. As another example, if the interval between P1 and p2 is less than the first threshold, the MICE server 300 may determine the importance of p1 and p2 to be halved and use a weighted average of p1 and p2 to determine p3 of the new evaluation item. Here, the new evaluation item may mean an evaluation item adjusted so that the influence of the evaluation items corresponding to p1 and p2 is set between 0.5 and 1. For example, p3 = 0.7*p1+0.7*p2. In other words, if the difference between p1 and p2 is not large, a new evaluation item adjusted to reflect only about 70% of the influence of p1 and 70% of the influence of p2 on the participant's evaluation of the product can be created.

In this way, by filtering the evaluation items, the proportion of the evaluation items in the overall evaluation of the product can be more precisely adjusted.

The MICE server 300 may determine the second matching rate by updating the first matching rate based on the standard values and preference weights of the filtered evaluation items. The standard value may mean, for each evaluation item, a standardization of the actual value based on the range of the actual value of the evaluation item. For example, the MICE server 300 may determine the second matching rate using Equation 2.

In Equation 2 above, m1,j represents the previous matching rate for the second account for the jth accommodation service product, and m2,j represents the updated matching rate for the second account for the jth accommodation service product. represents, bj,i represents the standard value of the i-th evaluation item for the j-th accommodation company, for example, if the evaluation item is travel time, it may be 60mim, and n represents the number of accommodation service products that are matching candidates. , for example, may be 10, and Ai represents the standard value of the ith evaluation item of all accommodation service products that are matching candidates, is the preference weight of the ith evaluation item. e is the total number of evaluation items.

[Graph 1]

Referring to graph 1, Depending on the value of The value applied is determined from a value between 0.5 and 1.5. If the value applied to is less than 1, the matching rate is updated in the negative direction, If the value applied to is greater than 1, the matching rate is updated in a positive direction.

In this way, the participant's tastes that change over time can be taken into consideration by reflecting the data on the participant's evaluation of the product each time in the matching rate.

The MICE server 300 may recommend one of the accommodation service products of the first group based on the second matching rate determined through the above process.

The MICE server 300 may recommend one of one or more rental service products using a neural network model based on rental preference information received from the second terminal. Rental preference information may refer to information representing a participant's evaluation of a plurality of evaluation items related to rental.

Here, the neural network model model may include an input layer, one or more hidden layers, and an output layer. For example, each learning data consisting of learning rental preference information and the correct answer rental service product is input to the input layer of the neural network model model, passes through one or more hidden layers and output layers to output an output vector, and the output vector is output It is input to the loss function layer connected to the layer, and the loss function layer outputs the loss value using a loss function that compares the output vector with the correct answer vector for each learning data, and the parameters of the neural network model model have small loss values. It can be learned in a losing direction.

The MICE server 300 may reserve ancillary service products in response to a reservation request signal from the second terminal. The participant's second terminal may access a web page corresponding to the event management object through the public event domain. A reservation request signal may be transmitted to the MICE server 300 according to the prompt for the web page of the second terminal.

The MICE server 300 may perform reservation management for reserved ancillary service products. For example, a third terminal connected by the second account of the host 321 granted a host level can perform reservation management through a program. The program can display the reservation cancellation menu, confirmation number input menu, payment cancellation menu, request menu, and administrator comment menu. For example, the reservation cancellation menu may provide a function to forcibly cancel the reservation applied for by the participant 320. The confirmation number input menu may provide a function for issuing a confirmation number. The payment cancellation menu can provide an immediate payment cancellation function through real-time linkage with the PG company if there is a payment amount. At this time, a cancellation fee modification function may also be provided. The request menu may provide the ability to select ‘None’, ‘Before confirmation’, or ‘Confirmation completed’. The administrator's remarks menu can provide the function of recording issues for each reservation.

Additionally, the MICE server 300 may provide payment services and supporting document provision services.

For example, the MICE server 300 may provide a function to automatically provide supporting materials such as accommodation confirmation or receipt. For example, in the case where two laboratories each use support funds, when the personnel of laboratory A and the personnel of laboratory B pay for one accommodation, the name of the business traveler in the supporting documents is used in the name of each laboratory. The functions provided can be provided.

For example, the MICE server 300 may provide a function to print vouchers or receipts directly from the system in case of reservations for airlines, accommodations, rental cars, technical tours, etc. For example, the MICE server 300 may provide a function for splitting the payment amount. For example, if you receive support up to a certain limit from a specific laboratory, you can provide a function to pay the certain amount with the laboratory card and pay the rest in installments with your personal card.

Figure 4 is a flow chart illustrating the operation of a method for providing ancillary services for a MICE event according to an embodiment.

According to one embodiment, the MICE server 300 may register a plurality of incidental service products. Here, the plurality of ancillary service products may include accommodation services, rental services, or flight services.

According to one embodiment, the MICE server 300 may create an event management object for the MICE event in response to a creation request signal from the first terminal connected by the first account at the partner level.

According to one embodiment, the MICE server 300 may modify the event management object in response to a modification request signal from the first terminal.

According to one embodiment, the MICE server 300 may load one or more incidental service products among a plurality of incidental service products and apply them to the event management object. Here, the one or more loaded ancillary service products may include one or more rental service products and a first group of accommodation service products.

According to one embodiment, the MICE server 300 may recommend one of the accommodation service products of the first group based on accommodation preference information received from the second terminal connected by the second account at the host level.

According to one embodiment, the MICE server 300 may recommend one of one or more rental service products using a neural network model based on rental preference information received from the second terminal.

According to one embodiment, the MICE server 300 may reserve ancillary service products in response to a reservation request signal from the second terminal.

According to one embodiment, reservation management for reserved ancillary service products may be performed by the MCIE server.

Figure 5 is an example flowchart of a method of providing ancillary services for a MICE event according to an embodiment.

According to one embodiment, a system that provides ancillary services for a MICE event includes a first terminal connected by the first account of the operator 310, a second terminal connected by the participant 320, and the MICE server 300. , may include an accommodation service server of the accommodation service provider 330.

In operation 501, the accommodation service provider 330 may provide access information of the accommodation service server to the MICE server 300. The accommodation service provider 330 may negotiate and enter into a contract with the operator 310 and provide the MICE server 300 with permission and information to access the accommodation service server. Access information may include network connection information, access rights to the accommodation service server, etc.

In operation 503, the MICE server 300 may grant a partner level to the first account connected to the first terminal of the operator 310. At the partner level, you can view, copy, and modify only certain products that you have created or are permitted to view.

In operation 507, the MICE server 300 may manage registered products. The MICE server 300 may register a plurality of ancillary service products upon request from a master-level account or a partner-level account. The first terminal 200 connected by account 1 can transmit a signal for editing and configuring the contents of ancillary service products to the MICE server 300. The first terminal 200 may transmit a signal for setting the type and options of ancillary service products to the MICE server 300. The first terminal 200 may transmit a signal to the MICE server 300 to copy an existing product, modify the contents of the product, or create a new product.

In operation 509, the first terminal of the operator 310 may manage the event product. The MICE server 300 may load the selected ancillary service product to create a product management object in response to a signal from the first terminal. When ancillary service products are registered, the registered ancillary service products may be stored in the memory of the MICE server 300 or an external database. A plurality of incidental service products may be assigned identifiers for management, and may be sorted and loaded according to various criteria upon external request.

In operation 511, the first terminal of the operator 310 may transmit a creation request signal for the event management object to the MICE server 300. In operation 513, the MICE server 300 may create an event management object in response to the creation request signal. The MICE server 300 may assign an event domain to an event management object.

In operation 515, the first terminal of the operator 310 may transmit a modification request signal for the event management object to the MICE server 300. At operation 517, MICE server 300 may modify the event management object.

At operation 519, the MICE server 300 may display an event list including a plurality of event management objects. In operation 521, the second terminal of participant 320 may access the event domain corresponding to the event management object.

In operation 523, the MICE server 300 may recommend an accommodation service product to the participant 320. The MICE server 300 may recommend one of the accommodation service products of the first group based on accommodation preference information received from the second terminal connected by the second account at the host level. Here, the first group may refer to a group of accommodation service products that the participant can currently select.

In operation 525, the MICE server 300 may recommend a rental service product to the participant 320. The MICE server 300 may recommend one of one or more rental service products using a neural network model based on rental preference information received from the second terminal.

In operation 527, the participant 320 may transmit information about reservation and payment for an accommodation service product or a rental service product to the server through the second terminal.

In operation 529, the operator 310 may transmit information necessary for reservation management to the MICE server 300 through the first terminal.

In operation 531, the MICE server 300 may transmit reservation information to the accommodation service server of the accommodation service provider 330. Reservation and payment information processed through the website may be transmitted to the accommodation service server through the MICE server 300. The accommodation service server may reflect the reservation and payment information of the MICE server 300 in real time or non-real time.

In operation 533, the MICE server 300 may transmit supporting data to the participant's 320 second terminal. For example, the MICE server 300 may provide a function to automatically provide supporting materials such as accommodation confirmation or receipt.

Figure 6 is an example flowchart of an operation for recommending an accommodation service product according to an embodiment.

The MICE server 300 may store log data or the first matching rate of the second account in a database. Log data may include information about ancillary service products selected by the second account. The MICE server 300 may determine the first matching rate based on log data.

In operation 601, the MICE server 300 may load the first matching rate of the second account for each accommodation service product of the first group from the database.

At operation 603, MICE server 300 may determine whether to update the first matching rate.

If not updating is selected, in operation 605, the MICE server 300 selects the accommodation service product corresponding to the highest matching rate based on the first matching rate for each accommodation service product belonging to the first group. I can recommend it.

If update is selected, in operation 607, the MICE server 300 may compare the participant's evaluation of the second group of accommodation service products with the general user's evaluation. In equation 1, shows the results of comparison between the participant's evaluation and the general user's evaluation of the second group's accommodation service products.

In operation 609, MICE server 300 may reflect keyword information. The keyword information may include one or more positive keywords and one or more negative keywords selected by the second account.

In operation 611, the MICE server 300 may determine the preference weight of the second account based on the comparison result and keyword information.

In operation 613, MICE server 300 may compare the difference between the preference weights to a first threshold. The MICE server 300 may sort evaluation items based on preference weights and calculate the difference in preference weights between adjacent evaluation items. The MICE server 300 may compare the absolute value of the difference between the preference weight of the nth evaluation item and the preference weight of the n+1th evaluation item with the first threshold.

If the difference between the preference weights is less than the first threshold, in operation 615, the MICE server 300 may exclude the n+1 evaluation item.

If the difference between the preference weights is greater than the first threshold, the MICE server 300 may not exclude the n+1 evaluation item.

In operation 617, the MICE server 300 may update the first matching rate to determine the second matching rate.

In operation 619, the MICE server 300 may recommend an accommodation service product based on the second matching rate.

Figure 7 is a diagram illustrating the configuration of a MICE server according to an embodiment.

According to one embodiment, the MICE server may include a processor, transceiver, and memory.

The processor may register multiple ancillary service products. The memory can store a plurality of registered incidental service products. Here, the plurality of ancillary service products may include accommodation services, rental services, or flight services.

The transceiver may receive a creation request signal from the first terminal connected by the first account at the partner level.

The processor may create an event management object for the MICE event in response to a creation request signal from the first terminal connected by the first account at the partner level.

The transceiver may receive a modification request signal from the first terminal.

The processor may modify the event management object in response to a modification request signal from the first terminal.

The processor may load one or more ancillary service products among a plurality of ancillary service products and apply it to the event management object. Here, the one or more loaded ancillary service products may include one or more rental service products and a first group of accommodation service products.

The transceiver may receive lodging preference information and rental preference information from a second terminal connected by the participant.

The processor may recommend one of the first group of accommodation service products based on the received accommodation preference information. Recommended information may be transmitted to the second terminal through a transceiver.

The processor may recommend one of one or more rental service products using a neural network model based on rental preference information received from the second terminal.

The processor may reserve ancillary service products in response to a reservation request signal from the second terminal.

The processor may perform reservation management for reserved ancillary service products.

Figure 8 is an example of a connection screen for event management of a first account in a method of providing ancillary services for a MICE event according to an embodiment.

The operator 310 may open an event on the system at the request of the organizer 321. The operator 310 may perform event management through a program of the first terminal. The event management menu may include an event addition menu. The event addition menu may include basic information about new events. Basic information may include event name, event domain, event period, reservation reception period, logo image, and number of reservations available.

The event management menu may include a main page template menu. The main page template menu may include a title, subtitle, entry button name, background type, and background video.

The event management menu may include a subpage template menu. The subpage template menu can include a title, subtitle, background height, background type, background image, and background video.

Figure 9 is an example of a connection screen for menu management of a first account in a method of providing ancillary services for a MICE event according to an embodiment.

The first terminal connected by the first account of the operator 310 can access the menu management page through the program. The menu management page can display a list containing multiple menus. The list can include order changes, menu names, and menu link items. The menu management page may include edit, page edit, and delete menus for each menu. For example, the edit menu can provide the ability to edit the menu name, menu link, and whether or not it opens in a new window when clicked.

Figure 10 is an example of a connection screen for an event domain in a method of providing ancillary services for a MICE event according to an embodiment.

Participants 320 can access the web page through the event domain corresponding to the event management object. The web page may include information such as menu name and reservation mall name. The menu name may include menus such as greetings, flight reservations, hotel reservations, rental reservations, local tours, travel information, and reservation inquiries. The reservation mall name may include a menu or link to reserve the reservation product belonging to each reservation menu. Reservation information may be transmitted to a server providing the service in real time or non-real time.

The embodiments described above may be implemented with hardware components, software components, and/or a combination of hardware components and software components. For example, the devices, methods, and components described in the embodiments may include, for example, a processor, a controller, an arithmetic logic unit (ALU), a digital signal processor, a microcomputer, and a field programmable gate (FPGA). It may be implemented using one or more general-purpose or special-purpose computers, such as an array, programmable logic unit (PLU), microprocessor, or any other device capable of executing and responding to instructions. A processing device may execute an operating system (OS) and one or more software applications that run on the operating system. Additionally, a processing device may access, store, manipulate, process, and generate data in response to the execution of software. For ease of understanding, a single processing device may be described as being used; however, those skilled in the art will understand that a processing device includes multiple processing elements and/or multiple types of processing elements. It can be seen that it may include. For example, a processing device may include a plurality of processors or one processor and one controller. Additionally, other processing configurations, such as parallel processors, are possible.

Software may include a computer program, code, instructions, or a combination of one or more of these, which may configure a processing unit to operate as desired, or may be processed independently or collectively. You can command the device. Software and/or data may be used on any type of machine, component, physical device, virtual equipment, computer storage medium or device to be interpreted by or to provide instructions or data to a processing device. , or may be permanently or temporarily embodied in a transmitted signal wave. Software may be distributed over networked computer systems and stored or executed in a distributed manner. Software and data may be stored on one or more computer-readable recording media.

The method according to the embodiment may be implemented in the form of program instructions that can be executed through various computer means and recorded on a computer-readable medium. The computer-readable medium may include program instructions, data files, data structures, etc., singly or in combination. Program instructions recorded on the medium may be specially designed and configured for the embodiment or may be known and available to those skilled in the art of computer software. Examples of computer-readable recording media include magnetic media such as hard disks, floppy disks, and magnetic tapes, optical media such as CD-ROMs and DVDs, and magnetic media such as floptical disks. -Includes optical media (magneto-optical media) and hardware devices specifically configured to store and execute program instructions, such as ROM, RAM, flash memory, etc. Examples of program instructions include machine language code, such as that produced by a compiler, as well as high-level language code that can be executed by a computer using an interpreter, etc. The hardware devices described above may be configured to operate as one or more software modules to perform the operations of the embodiments, and vice versa.

Although the embodiments have been described with limited drawings as described above, those skilled in the art can apply various technical modifications and variations based on the above. For example, the described techniques are performed in a different order than the described method, and/or components of the described system, structure, device, circuit, etc. are combined or combined in a different form than the described method, or other components are used. Alternatively, appropriate results may be achieved even if substituted or substituted by an equivalent.

Therefore, other implementations, other embodiments, and equivalents of the claims also fall within the scope of the claims described below.

Claims (3)

In a method of providing ancillary services for MICE events using a neural network model,
An operation of registering a plurality of incidental service products by the MICE server;
The plurality of ancillary service products include accommodation services, rental services, or air services,
Generating, by the MICE server, an event management object for the MICE event in response to a creation request signal from a first terminal connected by a first account at the partner level;
Modifying the event management object by the MICE server in response to a modification request signal from the first terminal;
An operation of loading, by the MICE server, one or more incidental service products among the plurality of incidental service products and applying them to the event management object;
The loaded one or more ancillary service products include one or more rental service products and a first group of accommodation service products,
Recommending, by the MICE server, one of the accommodation service products of the first group based on accommodation preference information received from a second terminal connected by the participant;
Recommending, by the MICE server, one of the one or more rental service products using a neural network model based on rental preference information received from the second terminal;
An operation of reserving ancillary service products by the MICE server in response to a reservation request signal from the second terminal; and
An operation of performing reservation management for the reserved ancillary service product by the MCIE server.
Including,
The operation of recommending one of the accommodation service products of the first group is:
An operation of selecting whether to update the first matching rate of the participant for each accommodation service product of the first group;
If renewal is selected, determining the participant's preference weight for each evaluation item based on a second group of accommodation service products;
updating the first matching rate based on the preference weight to determine a second matching rate; and
An operation of recommending one of the accommodation service products of the first group based on the second matching rate
Including,
The operation of determining the participant's preference weight is,
Comparing the evaluation of the participant with the evaluation of general users for the second group of accommodation service products; and
An operation of determining the participant's preference weight for each evaluation item based on the keyword information selected by the participant and the comparison result.
Including,
A method of providing ancillary services for a MICE event, wherein the MICE server provides the function of dividing the payment amount and paying with different payment methods. According to paragraph 1,
The operation of creating the event management object is:
Receiving basic information, main page information, and sub page information of the MICE event;
Creating the event management object reflecting the basic information of the MICE event, the main page information, and the sub-page information; and
An operation of assigning an event domain to the event management object
Method of providing incidental services for MICE events, including. According to paragraph 1,
The operation of determining the preference weight of the participant based on the keyword information selected by the participant and the comparison result,
Loading evaluation items corresponding to the participant;
Receiving the accommodation preference information including a first score for each accommodation service product of the second group evaluated based on the evaluation item from the second terminal;
Loading a second score reflecting general users' evaluations of each accommodation service product of the second group evaluated based on the evaluation items;
Searching for the keyword information in reviews of each accommodation service product of the second group; and
An operation of determining a preference weight of the participant based on the first score, the second score, and the search result.
Method of providing incidental services for MICE events, including.

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