KR20140132022A - Method for providing of recommendation using time table, apparatus and system for the same - Google Patents

Abstract

The present invention relates to a method for providing recommendation information, and an apparatus and a system for the same and, more specifically, to a method for providing recommendation information using a time table, and an apparatus and a system for the same which, when situation recognition information different from situation recognition information during recommendation information generation occurs in a user terminal, decides whether to correct the time table, by judging whether the different situation recognition information is temporarily occurred situation recognition information or not, while providing recommendation information for the user terminal on the basis of the previously generated time table. A service apparatus according to an embodiment of the present invention includes: a service communication part for transmitting and receiving information to/from one or more user terminals; a service storage part which stores a time table, which is a list as to more than one recommendation information which can be provided according to situation recognition information previously stored in correspondence to time information per user terminal; and a service control part which transmits recommendation information corresponding to the current time information to the user terminal through the service communication part, on the basis of the time table stored in the service storage part, then checks whether the recommendation information is current situation recognition information of the user terminal, judges whether to correct the time table in case the situation recognition information previously stored in the time table is different from the current situation recognition information of the user terminal, and, if it is necessary to correct the time table, corrects the time table and controls the corrected time table to be stored in the service storage part.

Description

BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to a recommendation information providing method and apparatus,

The present invention relates to a recommendation information providing method, an apparatus and a system therefor, and more particularly, to a recommendation information providing method, a recommendation information providing method, Determining whether or not the other context information is temporarily generated when the user information is generated in the user terminal, and determining whether to modify the time table; Recommendation information providing method, apparatus and system therefor.

The basic concept of ubiquitous computing, which is actively studied recently, means that it can access and control various resources through the Internet anytime and anywhere. The space that enables ubiquitous computing can be defined as a smart space, and the recent smart space is rapidly expanding due to the development of the ubiquitous network. As this smart space expands, there is a growing need for context awareness technology that can grasp the intent of the user in the smart space and provide appropriate services to the user.

Context recognition technology is a technology that collects logical and physical context information related to a user scattered around the user and recognizes the context of the user based on the collected context information.

Such a situation recognition technology is actively used in a content providing system field that can recognize a user's situation and provide suitable contents according to a user's situation.

However, the contents providing system using the current situation recognition technology simply recognizes the current user's situation and provides the contents suitable for the perceived user's situation, and it is required to recognize the situation of the user every time to provide the contents .

Korean Patent Publication No. 2009-0001173, published on January 8, 2009 (Name: Statistical-based reasoning system and method for providing intelligent service suitable for user situation)

SUMMARY OF THE INVENTION The present invention has been proposed in order to solve the above-mentioned problems of the prior art, and it is an object of the present invention to provide a method and apparatus for providing a recommendation using a time table capable of providing recommendation information suitable for a user, An information providing method, and an apparatus and a system therefor.

In particular, when presenting recommendation information to a user terminal based on a pre-generated time table, when context information and context information other than the context information at the time of recommendation information generation are generated at the user terminal, And determines whether or not the time table is to be corrected by determining whether or not the time information is generated based on the presence information generated by the user, And an apparatus and a system for the same.

According to an aspect of the present invention, there is provided a service apparatus including a service communication unit for transmitting and receiving information to and from one or more user terminals; A service storage unit for storing a time table, which is a list of one or more recommendable information that can be provided according to the context information previously stored corresponding to time information for each user terminal; And recommendation information corresponding to the current time information is transmitted to the user terminal through the service communication unit based on the time table stored in the service storage unit, and then the current situation information of the user terminal is confirmed, If it is determined that the time table is to be modified when it is determined that the information needs to be modified when the current state information of the user terminal is different from the user information, a modification is made to the time table and then the modified time table is stored in the service storage And a control unit.

In this case, after providing the recommendation information to the user terminal, the service control unit may receive one or more context information from the user terminal through the service communication unit and generate the current context information of the user terminal based on the received context information .

At this time, the service control unit confirms the current situation information of the user terminal before providing the recommendation information to the user terminal, and if the situation information previously stored in the time table is different from the current situation information, New recommendation information may be generated based on the new recommendation information, and new recommendation information may be transmitted to the user terminal through the service communication unit.

In addition, the service control unit collects one or more pieces of context information from the user terminal through the service communication unit on a predetermined time basis, generates context aware information based on the collected context information, and then selects recommendation information corresponding to context aware information , The time information can be generated by storing the situation information and the recommendation information corresponding to the time information at the time when the situation information is collected.

In addition, the service control unit may store the user-based data including any one of the user profile information, the user log information, and the user social networking information corresponding to the user terminal and the big data including the popular content information generated by the unspecified users The recommendation information corresponding to the situation recognition information can be selected based on one.

If the current situation awareness information is the repetition situation information, the service control unit determines that it is necessary to modify the time table, selects new recommendation information corresponding to the current situation recognition information, and transmits the selected new recommendation information to the service communication unit And the time table can be modified so that the current situation information and the new recommendation information are stored in correspondence with the current time information.

According to an aspect of the present invention, there is provided a user terminal comprising: a communication unit for transmitting and receiving information to and from a service device; An output unit for outputting information; A storage unit for storing a time table which is a list of one or more pieces of recommendation information that can be provided according to context information in response to time information; And when the time table is received from the service apparatus through the communication unit, the recommendation information corresponding to the current time information is requested to and received from the service apparatus based on the time table, and is controlled to be output through the output unit. A control unit for requesting and receiving new recommendation information from the communication unit through the communication unit when the current situation awareness information generated based on the situation information is different from the situation awareness information previously stored in the time table, As shown in FIG.

At this time, the controller may include terminal location information, surrounding environment detection information on the terminal environment, video information, audio information, motion detection information on motion, network access information, user schedule information, service application execution information currently being executed, And information on at least one of transmitted and received message information.

According to another aspect of the present invention, there is provided a recommendation information providing method, comprising: transmitting recommendation information corresponding to current time information based on a time table stored in a user terminal ; The service device verifying the current status information of the user terminal; And modifying the time table when the situation information differs from the current situation awareness information in accordance with the recommendation information.

In this case, before the step of transmitting the recommendation information, the service device may receive one or more context information from the user terminal; Analyzing the collected situation information of the service device and generating context awareness information for the user's situation; Selecting recommendation information corresponding to the context information on which the service apparatus is generated; And generating a time table by storing the situation information and the recommendation information in response to the time information on the time when the service apparatus receives the situation information.

At this time, the step of selecting the recommendation information may include selecting the recommendation information based on the user-based data including any one of the user profile information, the user log information, and the user social networking information corresponding to the user terminal and the popular content information The recommendation information corresponding to the context recognition information can be selected based on any one of the large data including the context information.

At this time, the step of confirming the current situation awareness information includes: receiving at least one situation information from the user terminal by the service apparatus; And analyzing the collected situation information of the service device and generating current situation awareness information on the current status of the user.

In this case, the step of modifying the time table may include comparing the current situation information with the previously stored situation information in response to the recommendation information; Determining whether the service apparatus corrects the time table if the stored context aware information is different from the current context aware information; Selecting new recommendation information corresponding to current situational awareness information if it is determined that the time table needs to be revised; And modifying the time table so that the current situation information and the new recommendation information are stored in correspondence with the time information by the service device.

In this case, the step of determining whether or not the time table is modified may determine whether the service device is present information on the current situation or not.

In addition, the present invention can provide a computer readable recording medium on which a program for executing a recommendation information providing method using a time table is recorded in an embodiment of the present invention as described above.

According to the recommendation information providing method, apparatus and system for providing recommendation information using the time table of the present invention, a user can automatically execute a service that is repeatedly used through a user terminal for a specific situation such as work or work, So that the convenience of the user is improved.

In addition, if provision of the recommendation information to the user terminal is based on the created time table, if context information other than the context information when the recommendation information is generated is generated in the user terminal, It is possible to determine whether or not to modify the time table by judging whether or not the information is the context aware information or the non context context information and to provide the recommendation information more suitable for the user's situation more actively.

1 schematically shows a recommendation information providing system according to an embodiment of the present invention.
FIG. 2 is a block diagram illustrating a platform structure of a user terminal according to an embodiment of the present invention shown in FIG. 1. Referring to FIG.
3 is a block diagram illustrating a main configuration of a user terminal according to an embodiment of the present invention shown in FIG.
4 is a block diagram illustrating a main configuration of a service apparatus according to an embodiment of the present invention shown in FIG.
5 is a block diagram illustrating the user-based data stored in the service storage unit of the service apparatus according to an embodiment of the present invention.
6 is a flowchart illustrating a recommendation information providing method using a time table according to an embodiment of the present invention.
7 is a flowchart illustrating a method of generating a time table according to an embodiment of the present invention.

DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS Hereinafter, preferred embodiments of the present invention will be described in detail with reference to the accompanying drawings. However, the detailed description of known functions and configurations incorporated herein will be omitted when it may unnecessarily obscure the subject matter of the present invention. This is to omit the unnecessary description so as to convey the key of the present invention more clearly without fading. While the invention is susceptible to various modifications and alternative forms, specific embodiments thereof are shown by way of example in the drawings and will herein be described in detail. However, it should be understood that the invention is not limited to the specific embodiments thereof, It is to be understood that the invention is intended to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the invention.

In addition, when referring to an element as being "connected" or "connected" to another element, it means that it can be connected or connected logically or physically. In other words, it is to be understood that although an element may be directly connected or connected to another element, there may be other elements in between, or indirectly connected or connected.

Also, the terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. The singular expressions include plural expressions unless the context clearly dictates otherwise. It is also to be understood that the terms such as " comprising "or" having ", as used herein, are intended to specify the presence of stated features, integers, It should be understood that the foregoing does not preclude the presence or addition of other features, numbers, steps, operations, elements, parts, or combinations thereof.

Hereinafter, a recommendation information providing method using a time table according to an embodiment of the present invention, an apparatus and a system therefor will be described in detail with reference to the drawings, and the same or corresponding components are denoted by the same reference numerals And redundant explanations are omitted.

First, a recommendation information providing system using a time table according to an embodiment of the present invention will be schematically described.

1 schematically shows a recommendation information providing system according to an embodiment of the present invention.

Referring to FIG. 1, a recommendation information providing system 100 according to an embodiment of the present invention may include one or more user terminals 10, a service apparatus 20, and a communication network 30.

First, the user terminal 10 refers to a user apparatus capable of transmitting and receiving various data via the communication network 30 according to a user's operation. Also, the user terminal 10 can perform voice or data communication through the communication network 30, and can exchange various information with the service device 20. [ The user terminal 10 of the present invention may include a browser for transmitting / receiving information, a memory for storing programs and protocols, and a microprocessor for executing and controlling various programs.

In particular, the user terminal 10 according to the embodiment of the present invention collects one or more pieces of context information generated in the user terminal 10 through various sensors and collection modules provided in the user terminal 10, After receiving the recommendation information from the service apparatus 20, the recommendation information such as content suitable for the context information transmitted from the service apparatus 20 can be received and used. Also, the user terminal 10 of the present invention may receive and use recommendation information suitable for the current situation from the service apparatus 20, even if the user terminal 10 does not transmit the collected status information to the service apparatus 20. [

A user of the user terminal 10 is preferably allowed to subscribe to the service provided by the service device 20 in advance in order to receive recommendation information suitable for the situation information from the service device 20, . In order to join a service provided by the service device 20, the user can access the service device 20 using the user terminal 10 or a separate device, and then proceed to join the service. In addition, the service subscription can proceed through the specific service application provided by the service apparatus 20. [ The service application may be installed in the user terminal 10 after downloading through the application store and may be an application running on the downloaded VM (virtual machine) if the user terminal 10 is a feature phone.

Also, the user terminal 10 can utilize the service even if it does not operate the service application in the user terminal 10 in a cloud service manner according to the service type provided by the service device 20

The service device 20 refers to a device capable of transmitting and receiving information to and from one or more user terminals 10 via a communication network 30 and providing recommendation information suitable for the user terminal 10. At this time, the recommendation information that can be provided to the user terminal 10 can be various kinds of contents such as news, music, movie, application, advertisement, etc. suitable for the user's situation. And the like. It may also be request information for driving a specific application.

Particularly, the service apparatus 20 according to the embodiment of the present invention can store and manage the situation information collected from the user terminal 10, and based on the information, It is possible to manage the recommendation information to be provided to the user terminal 10 even if no context information is repeatedly received from the user terminal 10 after the provision of the context information to the user terminal 10 .

In other words, the service apparatus 20 according to the embodiment of the present invention can store and manage a time table for each user terminal 10. [

Here, the time table is a list of one or more pieces of recommendation information that can be provided according to the stored context information corresponding to the time information. More specifically, the daily life of the user can be divided into a daily life that is repeatedly generated and a daily life that occurs non-repetitively. Here, the everyday life that is repeatedly generated can be a user's work, school, work, and off-campus. Non-repetitive everyday life can be business trip, trip, meeting and so on.

For example, from the user terminal 10, the location information indicating that the situation information collected at regular intervals from 8:00 am to 9:00 am is being moved from area A to area B, When the location information at the destination is the location information for the company, the service device 20 determines whether the user wants to go to work based on the location information and the service application execution information, Quot ;, and the user is moving from region A to region B from 8:00 to 9:00 and is playing a game.

At this time, if the location information is being rapidly moved using the acceleration sensor information measured from the user terminal 10, it can be further determined whether the user is moving through the vehicle or moving through the walk. You may decide whether you have used the subway or the bus. Also, it is possible to check the location information of the destination and determine whether the destination is a school or a company.

In consideration of various status information collected from the user terminal 10, the service device 20 generates the context recognition information, and then generates the recommendation information corresponding to the context recognition information.

In this case, the recommendation information may be execution request information of a game application executed by the user every 8 to 9 hours, or may be recommendation information for other selected game applications through a separate selection process.

Then, when the recognized status information is repeatedly generated, the service device 20 stores it as a time table. At this time, the service device 20 stores context information and recommendation information corresponding to time information (date information and date information) .

Then, the service device 20 transmits recommendation information suitable for the time information to the user terminal 10. [ In the example described above, since the user is moving from A to B in the period from 8:00 to 9:00, and the game is repeatedly executed, the service device 20 receives the user terminal 10 To the user terminal 10, recommendation information including execution request information for executing the game application is transmitted to the user terminal 10 so that the user terminal 10 can automatically execute the corresponding game application even if no input of the user occurs do.

In this way, the service apparatus 20 stores the recommendation information corresponding to the current time information and the recommendation information corresponding to the present time information in the state of storing the situation information repeatedly generated corresponding to the time information and the recommendation information suitable for the situation recognition information, To the user terminal 10, the user terminal 10 can control so that the service that the user always uses at that time is automatically executed even if there is no input of the user.

The service device 20 according to the embodiment of the present invention transmits recommendation information corresponding to the current time information to the user terminal 10 based on the previously stored time table, When the above situation information is collected, context information is generated based on the collected situation information. Thereafter, when the context information at the time of generating the recommendation information differs from the current situation awareness information, the service apparatus 20 determines whether the time table is modified, and controls the process of correcting the time table if necessary It is possible.

More specifically, the user terminal 10 and the service device 20 according to the embodiment of the present invention can be implemented by a method according to the present invention. It is possible to process a program command for execution. In one implementation, the processor may be a single-threaded processor, and in other embodiments, the processor may be a multithreaded processor. Further, the processor is capable of processing instructions stored on a memory or storage device.

Also, the user terminal 10 and the service device 20 according to the embodiment of the present invention transmit / receive various information related to each other through the communication network 30, and the communication network 30 at this time can use various types of communication networks have.

In particular, the communication network 30 according to the embodiment of the present invention preferably includes a wireless LAN (WLAN), a Wi-Fi, a Wibro, a WiMAX, a High Speed Downlink Packet Access Various information can be transmitted and received using a wireless communication method. However, the present invention is not limited to this, and wired communication methods such as Ethernet, xDSL (ADSL, VDSL), HFC (Hybrid Fiber Coaxial Cable), FTTC (Fiber to the Curb) and FTTH .

In addition to the above-described communication methods, other widely known or later-developed communication methods may be included.

In order to use the recommendation information providing system 100 according to the embodiment of the present invention, a content providing platform capable of outputting recommendation information according to recommendation information provided from the service apparatus 20 in cooperation with the service apparatus 20 It is preferable to be mounted in the user terminal 10 in advance.

Here, the content providing platform operates between an operating system (OS) of the user terminal 10 and a plurality of service applications. The content providing platform transmits one or more collected status information to the service device 20, And the process of outputting the recommendation information through the appropriate service application.

This will be described in more detail with reference to FIG.

FIG. 2 is a block diagram illustrating a platform structure of a user terminal according to an embodiment of the present invention shown in FIG. 1. Referring to FIG.

Referring to FIG. 2, the user terminal 10 includes a terminal hardware 11 and a terminal operating system 12.

The terminal hardware 11 refers to a physical environment of the user terminal 10 such as a central processing unit (CPU) of a terminal supporting a communication environment, a modem chip processor, and the like. For example, it may be an environment composed of various modules such as various communication modules, an audio processor such as a speaker, a microphone, a video processor such as a camera, a gyro sensor, a proximity sensor, a temperature sensor, The terminal operating system 12 is responsible for the overall operation of the user terminal 10 and is generally installed by a user terminal manufacturer or a communication service business provider.

The user terminal 10 may be a content providing platform 13 according to an exemplary embodiment of the present invention, and may be a separate service capable of supporting a recommendation information providing service according to an embodiment of the present invention, And a platform of the mobile terminal. Here, the content providing platform 13 may exist independently of the terminal operating system 12, and the content providing platform 13 and the terminal operating system 12 may be implemented as one platform.

At this time, when the content providing platform 13 exists in a form independent of the terminal operating system 12, the content providing platform 13 operates in the same manner regardless of the type of the terminal operating system 12.

The operation of the content providing platform 13 according to the embodiment of the present invention will be described in more detail. First, the content providing platform 13 collects one or more pieces of situation information on a predetermined cycle or event basis. For example, status information may be collected on a 5-minute-by-5-minute basis, or an entry into a specific zone may be detected, and status information may be collected upon entry into the zone. In addition, one or more pieces of context information can be collected at the request of the service apparatus 20. [

At this time, the collected situation information includes terminal physical information collected through a physical module such as terminal location information, surrounding environment detection information on the terminal environment, video information, audio information, motion detection information on motion, , User schedule information, service application execution information currently being executed, call history information, and terminal logic information such as transmitted and received message information.

When the status information is collected, the content providing platform 13 can transmit the collected status information to the service device 20 through the communication module of the terminal hardware 11. [ The content providing platform 13 may drive the specific service application 14 according to the recommendation information provided from the service apparatus 20 and control the recommendation information to be output through the driven service application 14. [

For example, when the sound source content is received from the service device 20, the content providing platform 13 controls the multimedia application capable of playing the sound source to be executed, and controls the sound source received through the multimedia application to be output Can be performed. In this case, when there are a plurality of multimedia applications that can reproduce the sound source, the content providing platform 13 can control the multimedia application that the user frequently uses during the normal operation among the plurality of multimedia applications to selectively execute.

In addition, when the execution request information requesting execution of a specific service application is received from the service device 20, the content providing platform 13 may control the execution of the corresponding service application.

At this time, the content providing platform 13 and the service application 14 can send and receive information through an application programming interface (API), and various information can be transmitted to the service application 14 through the application program interface It is possible to output it.

As described above, the user terminal 10 according to the embodiment of the present invention includes the content providing platform 13 as described with reference to FIG. 2, and can collect a plurality of pieces of context information. And to control the recommendation information to be outputted through the corresponding service application 14.

Hereinafter, the main configuration and operation method of the user terminal 10 will be described by classifying the content providing platform 13 from the functional viewpoint.

3 is a block diagram illustrating a main configuration of a user terminal according to an embodiment of the present invention shown in FIG.

Referring to FIGS. 1 and 3, a user terminal 10 according to an embodiment of the present invention

1 and 2, a user terminal 10 according to an embodiment of the present invention includes a communication unit 15, a control unit 16, a storage unit 17, an input unit 18, and an output unit 19 .

The communication unit 15 plays a role of supporting transmission and reception of the related information to and from the service apparatus 20 through the communication network 30. More specifically, The communication unit 15 may transmit one or more collected status information to the service device 20 under the control of the control unit 16. [ In addition, recommendation information may be received from the service apparatus 20. [

The control unit 16 performs overall control of the user terminal 10 and may be an operating system (OS) and a process device for driving each configuration, for example, a central processing unit (CPU) have.

The control unit 16 of the present invention is functionally connected to each component. That is, the control unit 16 is functionally connected to the communication unit 15, the storage unit 17, the input unit 18, and the output unit 19, and controls the flow of signals for supplying power and performing functions to the respective components Respectively.

The controller 16 according to the embodiment of the present invention controls the process of collecting one or more pieces of context information.

At this time, the collected situation information includes terminal physical information collected through a physical module such as terminal location information, surrounding environment detection information on the terminal environment, video information, audio information, motion detection information on motion, , User schedule information, service application execution information currently being executed, call history information, and terminal logic information such as transmitted and received message information.

First, the terminal location information of the terminal physical information collected through the physical module is detected through a GPS (Global Positioning System) sensor module provided in the user terminal 10 The location information of the terminal. At this time, the GPS sensor module can receive the time information at the time of receiving the signal, and can check the current position of the user terminal 10 and the time information corresponding to the corresponding position. Such terminal location information can be detected in various ways other than the GPS sensor module. For example, position information that can be sensed using the service cell ID of the mobile communication base station or the mobile communication base station, position information that can be sensed by comparing the pattern of the base station signal pattern with the database, and the signal strength of the WiFi are compared The location information may be detected in various ways, such as the location information that can be sensed. When the local information corresponding to the location information is stored, information on the current location of the terminal can be confirmed through the terminal location information. Since the user terminal 10 according to the embodiment of the present invention is assumed to be always held by the user, the terminal location information can be utilized as information on the current location of the user.

The ambient environment sensing information is information on a surrounding environment such as temperature, humidity, air pressure, illuminance, dustiness, and ozone information that can be sensed through a plurality of sensor modules provided in the user terminal 10. [ It is possible to confirm information about whether the user terminal 10 is located in the indoor or outdoor environment through the surrounding environment detection information.

In addition, the video information may be image information that can be collected through a video device such as a camera provided in the user terminal 10, and may be video information on the surrounding environment of the user terminal 10. [ It is possible to recognize information about whether the user terminal 10 is currently located at a specific place such as the sea, mountain, or the like.

The audio information is information about a sound that can be collected through a module such as a speaker or a microphone provided in the user terminal 10. The audio information indicates whether the place where the current user is located is a noisy place or a quiet place Information can be confirmed.

The motion detection information on motion refers to information about motion of the user terminal 10 that can be detected through various sensor modules such as geomagnetism, acceleration, altimeter, and gyro sensor module provided in the user terminal 10. [ Such motion detection information may be used to determine a situation, such as whether the user holding the user terminal 10 is currently running or walking, and may be used to detect the position of the user terminal 10 have.

The network connection information is network information that is being accessed through various communication modules provided in the user terminal 10. For example, when the wireless network information currently connected through the Wi-Fi communication module is 'HKairport free WiFi' (10) is located at Hong Kong Airport.

On the other hand, the terminal logic information is information collected on the basis of information such as a function driven by the user terminal 10, a service application, etc., and is executed in the current user terminal 910, for example, user schedule information input through a diary application or the like The service application execution information, the call history, the chat application, or the message information transmitted / received through the text message function.

The controller 16 collects various status information on the circumstance of the user terminal 10 through various means as described above. At this time, the controller 16 may collect the volatile status information and the non-volatile status information among various status information. Alternatively, it is possible to separately collect the situation information that changes occasionally and the situation information that changes in units of a predetermined period.

Then, the control unit 16 transmits the collected status information to the service device 20 through the communication unit 15. [ In addition, the controller 16 according to the embodiment of the present invention can receive the time table generated based on the status information from the service device 20. [ The generation process of the time table will be described in more detail with reference to FIG. 4 and FIG.

In addition, the control unit 16 of the present invention can receive recommendation information from the service device 20 via the communication unit 15. [ At this time, the control unit 16 of the present invention can control the entire process of outputting the received recommendation information through the output unit 19, when the recommendation information is received from the service apparatus 20. [

For example, when the recommendation information including the sound source content is received from the service device 20, the multimedia application that can reproduce the sound source content may be executed, and the process of reproducing the sound source content through the executed multimedia application may be controlled. In addition, when recommendation information including execution request information for a specific service application is received from the service apparatus 20, it is possible to control the entire process of executing a specific service application according to the recommendation information. In addition, the recommendation information can control the whole process of outputting through various functions supported by the user terminal 10 such as a text message and a memo function.

The control unit 16 according to the embodiment of the present invention may include a situation information collection module 16a and a service provision module 16b. At this time, the situation information collection module 16a collects one or more pieces of situation information as described above, and transmits the collected situation information to the service device 20 through the communication unit 15, (16b) performs a role of outputting recommendation information and controlling the provision of the recommendation information to the user, such as executing an appropriate service application according to recommendation information provided from the service apparatus 20. [

The storage unit 17 may temporarily store various data generated during execution of the application program, including an application program required for the functional operation according to the embodiment of the present invention. In addition, the storage unit 17 may temporarily or permanently store various information provided from the service device 20. [ For example, the storage unit 17 may store the time table 17a, and may temporarily store the collected status information.

The storage unit 17 may include a program area and a data area. The program area stores information related to driving the user terminal 10, such as an operating system (OS) for booting the user terminal 10. [ The data area is an area where data generated according to use of the user terminal 10 is stored, and various information generated in association with the service device 20 can be stored. The storage unit 17 may be a flash memory, a hard disk, a memory of a multimedia card micro type (e.g., SD or XD memory), a RAM, a ROM ROM), and the like.

The input unit 18 transmits to the control unit 16 various information such as numeric and character information input from the user, various function settings, and signals inputted in relation to the function control of the user terminal 10. At this time, when the input unit 18 is configured in the form of one touch panel (or touch screen) together with a display module (not shown) of the output unit 19 to be described later, can do. In addition, the input unit 18 may include at least one of a key input means such as a keyboard and a keypad, a touch input means such as a touch sensor or a touch pad, a voice input means, a gyro sensor, a geomagnetism sensor, And gesture input means including a gesture inputting means.

In addition, it can include all forms of input that are currently under development or can be developed in the future.

The output unit 19 outputs information on a series of operation states, operation results, and the like that occur during the functioning of the user terminal 10. The output unit 19 includes a display module (not shown) and a sound output module (not shown) As shown in FIG.

At this time, the display module (not shown) serves to display recommendation information provided from the service apparatus 20, and as described above, the display module (not shown) is provided with the input unit 18 in the form of one touch panel . In addition, the display module (not shown) of the present invention can be applied to a liquid crystal display (LCD), a thin film transistor LCD (TFT-LCD), an organic light emitting diode (OLED), a light emitting diode (LED), an active matrix organic LED A flexible display, a three-dimensional display, and the like. Some of these displays may also be configured to be transparent or light transmissive so that they can be seen through. This can be configured as a transparent display including TOLED (Transparent OLED). On the other hand, the sound source output module (not shown) can convert a sound source, which is an electrical signal, into an analog signal and output it. According to recommendation information provided from the service device 20, Performs a supporting role.

The main components of the user terminal 10 have been described above with reference to FIG. However, not all of the components shown in FIG. 3 are essential components, and the user terminal 10 may be implemented by more components than the illustrated components, and the user terminal 10 ) May be implemented. It should also be appreciated that the location of the major components of the user terminal 10 shown in FIG. 3 may be varied for convenience or for other reasons.

The user terminal 10 according to the embodiment of the present invention can be implemented in various forms. For example, the user terminal 10 may be a user terminal 10 such as a smart phone, a tablet PC, a PDA (Personal Digital Assistants), a MID (Mobile Internet Device), a PMP Can be used. However, the present invention is not limited thereto, and the user terminal 10 according to the embodiment of the present invention may collect status information in cooperation with a plurality of other user terminals 10, output recommendation information provided from the service apparatus 20 can do. For example, one or more pieces of context information can be collected through the smartphone of the user, and the process of outputting the recommendation information provided from the service device 20 through the PC near the smartphone can be controlled.

In addition, the user terminal 10 of the present invention can not enumerate all of the variations of the portable device according to the convergence trend of the digital device. However, the unit of the level equivalent to the above- And any device capable of transmitting and receiving information to and from the service device 20 through the communication network 30 is applicable to the user terminal 10 of the present invention.

Hereinafter, the main configuration and operation method of the service apparatus 20 according to the embodiment of the present invention will be described with reference to FIGS. 4 and 5. FIG.

FIG. 4 is a block diagram illustrating a main configuration of a service apparatus according to an embodiment of the present invention shown in FIG. 1; FIG. 5 is a diagram illustrating a configuration of a service apparatus according to an exemplary embodiment of the present invention, And more specifically, a block diagram.

1 and 4, a service apparatus 20 according to an embodiment of the present invention may include a service communication unit 21, a service control unit 22, and a service storage unit 23.

First, the service communication unit 21 can receive status information from one or more user terminals 10 through the communication network 30. [ The service communication unit 21 may transmit one or more recommendation information or a time table to the user terminal 10 under the control of the service control unit 22. [ In addition, the service communication unit 21 of the present invention may receive user-based data and big data in cooperation with a separate server (not shown) under the control of the service control unit 22. [

The service control unit 22 performs overall control of the service apparatus 20 according to an embodiment of the present invention and collects status information from the user terminal 10 and provides recommendation information to the user terminal 10 And controls the overall process of the system.

The service control unit 22 according to the embodiment of the present invention includes a situation information collection module 22a, a situation information analysis module 22b, a recommendation information generation module 22c, a time table management module 22d, And a module 22e.

First, the situation information collection module 22a supports a role of collecting one or more pieces of context information received from the user terminal 10 through the service communication unit 21. At this time, the collected situation information includes terminal physical information collected through a physical module such as terminal location information, surrounding environment detection information on the terminal environment, video information, audio information, motion detection information on motion, , User schedule information, service application execution information currently being executed, call history information, and terminal logic information such as transmitted and received message information.

The situation information analysis module 22b estimates and recognizes the current situation of the user based on one or more pieces of context information collected through the context information collection module 22a, and generates context aware information accordingly. In this case, the step of inferring the user's situation based on the context information and generating the context-aware information can be classified into a step of inferring the low-dimensional context information as the high-level context information and a final context context information.

Here, the low dimensional situation information means the collected situation information itself, that is, raw data. For example, the acceleration data value (e.g., 9.8 m / s ² ) collected through the acceleration sensor may be the low dimensional situation information of the user. On the other hand, the high-dimensional situation information is a value obtained by inferring the low-dimensional situation information according to a certain rule. In the example described above, when the raw data collected through the acceleration sensor is greater than or equal to a specific threshold value, It means information generated by reasoning low-dimensional situation information according to the rule.

For example, if the situation information collected through the situation information collection module 22a is ambient information collected through a sensor that detects the surrounding environment such as temperature and humidity, the situation information analysis module 22b It can be determined that the value of the surrounding information is equal to or greater than a predetermined threshold, that is, "the user is outside." If the currently executed service application is a diet-related application, the "during the execution of the diet application" is the low-dimensional context information, and based on the low-dimensional context information, the high-dimensional context information "the user is interested in the diet" Can be generated.

The step of recognizing the state of the final user recognizes the state of the final user on the basis of the generated high dimensional information. In the above example, the generated high dimensional situation information, "jumps "," , The situation information analysis module 22b recognizes that the user is running outside for the diet based on the high level situation information that the user is interested in diet, Can be generated as context aware information.

In addition, the context information analysis module 22b of the present invention can group and analyze a plurality of context aware information in correspondence with time information such as time period and day of the week. For example, it is assumed that the situation information collected from one of the user terminals 10 through the situation information collection module 22a is collected at intervals of one minute from 8:00 to 9:00. At this time, the terminal location information informing that the terminal location information collected at 8:00 and the terminal location information collected at 1 minute intervals are moving to the B region, and the service application execution information collected every one minute is game application execution information, When the information measured through the acceleration sensor information is information indicating that the user is rapidly moving, the situation information analysis module 22b determines that the user is currently moving from the area A to the area B rapidly and executes the game "Can be generated.

Then, the situation information collecting module 22a confirms the location corresponding to the area B, recognizes that the company B is located in the area B, and recognizes that the user is currently riding the subway based on the acceleration sensor information have. Based on such high-level situation information, the final "user is able to generate the situation recognition information such as " the user is currently traveling from A region to B region while traveling on the subway, and is playing a game, .

The recommendation information generation module 22c provides the recommendation information based on the context information generated through the context information analysis module 22b. At this time, the recommendation information may be generated based on the user-based data and the big data. Here, the user-based data may include any one of user profile information, user log information, and user social networking information.

The user profile information is information generated by the user such as the user's gender, age, and preference information. The recommendation information generation module 22c generates a recommendation information for the user terminal 10, It is possible to identify whether or not the service is subscribed and to confirm the user's sex and age preference information based on the service subscription information.

On the other hand, the user log information is information according to the use of information of the user, for example, in cooperation with recommendation information previously transmitted to the user terminal 10, or a separate card issuing device (not shown) Shop information, purchased product information, and the like. In addition, it may be a sound source consumed by a user, content information such as a movie, and the like. Based on the user log information, information such as which content the user mainly uses and yesterday can be confirmed.

The user social networking information includes information related to a user's personal information such as a personal information on a phone book in the user terminal 10, a personal information from another social network service, a personal information from an e-mail account, .

On the other hand, the big data may be information that is consumed or purchased by an unspecified number of users who are not related to the user, for example, popular content information based on real time views.

The recommendation information generation module 22c can provide recommendation information suitable for the user's context awareness information based on the user-based data and the big data. For example, the recommendation information generation module 22c grasps the user preference information based on the user profile information and the user log information, and acquires the content preferred by the user's network using the user social networking information among the contents matching the user preference information And can selectively provide popular content information generated by an unspecified number of users.

For example, when the context information of the user analyzed through the context information analysis module 22b is 'outgoing for lunch,' the recommendation information generation module 22c checks the user profile information, , Hamburgers and rice noodles. In addition, the recommendation information generation module 22c can confirm that the user has eaten rice noodles at lunch as a result of checking the user log information. Then, the recommendation information generation module 22c can confirm the food sound burger preferred by the user's acquaintances by using the user's social networking information of the user's favorite pizza and hamburger. At this time, the burger preferred by an unspecified number of users It can be confirmed that it is A company's new hamburger. Thereafter, the recommendation information generation module 22c can deliver the newly introduced hamburger of the company A as recommendation information to the recommendation information provision module 22e, and provides all the contents of the above process to the user terminal 10 as recommendation information .

The recommendation information generation module 22c then transmits the generated recommendation information to the recommendation information provision module 22e and the recommendation information provision module 223 can deliver the recommendation information to the user terminal 10. [

Also, when the service application execution information is included in the situation information collected from the user terminal 10, the recommendation information generation module 22c according to the embodiment of the present invention may generate the service application execution information as recommendation information have.

The time-table management module 22d can generate and manage a time table, which is a list of one or more recommendable information that can be provided according to context awareness information for each user terminal 10. [ At this time, the context information stored in the time table is not the non-repetitive context information but the time table can be generated based on the repetitive context information. For example, if a user ever goes to a bookstore once at 7:00 pm (non-repetitive situation information) and when he / she goes to a bookstore at 7:00 every day (repetitive situation information) The time table management module 22d generates and stores one or more recommendable information that can be provided according to the repetitive situation recognition information in the form of a time table, and generates a time table corresponding to time information such as time of day / day of the week . For example, the corresponding time table on Monday may be as follows.

By time Situational awareness information Recommendations 06:00 - 08:00 Prepare to go home Schedule, News 08:00 - 09:00 Go to subway company game 09:00 - 12:00 Morning work at the company Competitive news 12:00 - 13:00 Lunch hour Restaurant Information 13:00 - 18:00 Afternoon work at the company music 18:00 to 18:30 English school move English related information 18: 30-20: 00 English Class Bouncing service 20:00 - 21:00 Go home game 21:00 - 23:00 Sleeping at home music

That is, after transmitting the recommendation information generated through the recommendation information generation module 22c to the user terminal 10, the time-table management module 22d sets the recommendation information to be the same or similar , It is managed in the form of a time table. The recommendation information providing module 22e provides the generated time table to the recommendation information providing module 22e. Even if some situation recognition information is not collected from the user terminal 10, The recommendation information can be transmitted to the user terminal 10.

In addition, the time table management module 22d of the present invention may provide recommendation information to the user terminal 10 through the recommendation information provision module 22e based on the generated time table, The time table may be modified when the current situation information is checked and the current situation information of the user terminal 10 is different from the situation information previously stored in the time table.

For example, after transmitting the execution request information for the game application that the user has always executed to the user terminal 10 between 8 o'clock and 9 o'clock, it is confirmed that the current user ends the game application and drives the news application The time table management module 22d determines whether the current status information of the user is an unrepeatable or repetitive action. For example, if a user drives a news application to check whether a certain event such as a presidential election result, a celebrity death news, or an accident has occurred, it can be judged as a non-repetitive act. On the other hand, if another application was executed yesterday instead of executing the game application, it can be judged as repetitive behavior. When it is the user's repetitive action to run another application instead of the game application, the time table management module 22d determines that the user has lost interest in the game application and requests the recommendation information generation module 22c to request new recommendation information And may be requested to be provided to the user terminal 10 through the recommendation information providing module 22e. In addition, when the DMB is repeatedly executed instead of the A game application, the time table management module 22d may generate recommendation information for the DMB execution request information instead of the game application execution request information.

As described above, the service control unit 22 according to the embodiment of the present invention generates, based on the time information which is a list of one or more recommendable information that can be provided according to the stored situation information, After the recommendation information is transmitted to the user terminal 10, the current situation information of the user terminal is checked, and when the situation information differs from the situation information previously stored in the time table, It is possible to provide suitable recommendation information according to the user's situation.

The service storage unit 23 stores various information generated according to the operation of the service control unit 22 as described above. In particular, the service storage unit 23 according to the embodiment of the present invention may store the user-based data 23a, the big data 23b, and the time table 23c, User profile information 23a_1, user log information 23a_2, and user social networking information 23a_3, as shown in FIG.

The main configuration and operation method of the service apparatus 20 according to the embodiment of the present invention have been described above.

The service device 20 as described above has the same hardware configuration as that of a typical Web server or a network server. However, the software includes a program module implemented through a language such as C, C ++, Java, Visual Basic, Visual C, or the like. The service device 20 can be implemented in the form of a web server or a network server. The web server is generally connected to an unspecified number of clients and / or other servers through an open computer network such as the Internet, And a computer software (web server program) installed for the computer system. However, in addition to the above-described web server program, it should be understood as a broad concept including a series of application programs running on the web server and various databases built up in some cases. The service device 20 uses a web server program that is variously provided according to operating systems such as DOS, Windows, Linux, UNIX, and Macintosh to general server hardware Typical examples include a Web site used in a Windows environment, an Internet Information Server (IIS), and CERN, NCSA, and APPACH used in a UNIX environment. In addition, the service device 20 can classify service subscription information, store and manage the subscription information in a member database, and such a database can be implemented inside or outside the service device 20. [ At this time, the database implemented in the service apparatus 20 may be the service storage unit 23. Such a database is a general data structure implemented in a storage space (hard disk or memory) of a computer system using a database management program (DBMS), and can be used to freely search (extract), delete, edit, (RDBMS) such as Oracle, Informix, Sybase, and DB2, as well as Gemston, Orion, (OODBMS) such as O2 and O2, and an XML Native Database such as Excelon, Tamino, Sekaiju, etc., can be implemented for the purpose of this embodiment. And may have appropriate fields or elements to achieve its function.

In addition, the service apparatus 20 of the present invention can be implemented as one or more servers operating in a cloud manner. In particular, the information transmitted and received through the recommendation information providing system 100 can be provided through a cloud computing function that can be permanently stored in the cloud computing device on the Internet. Here, cloud computing utilizes Internet technology in digital terminals such as desktops, tablet computers, laptops, netbooks and smart phones to provide virtualized IT (Information Technology) resources such as hardware (server, storage, (Database, security, web server, etc.), service, data, etc. on demand. In the present invention, all information transmitted and received between the user terminal 10 and the service device 20 is stored in a cloud computing device on the Internet, and can be transmitted anywhere, anytime.

Hereinafter, a recommendation information providing method using a time table according to an embodiment of the present invention will be described with reference to FIGS. 6 and 7. FIG.

6 is a flowchart illustrating a recommendation information providing method using a time table according to an embodiment of the present invention.

Referring to FIGS. 1 and 6, first, the service device 20 transmits recommendation information corresponding to current time information to the user terminal 10 based on a time table (S101). To this end, the service apparatus 20 must generate and store a time table in advance, and the time table generating process will be described with reference to FIG.

Thereafter, one or more pieces of context information may be received from the user terminal 10 (S103). When one or more pieces of context information are received from the user terminal 10, the service device 20 analyzes the context information and generates it as the current context information of the user terminal 10 (S105). Then, the service device 20 compares the context information at the time of generating the recommendation information with the current context information generated at step S105, and determines whether or not the context information is different (S109). As a result of the determination, if the current situation information is different from the situation information at the time of generating the recommendation information, the service apparatus 20 further determines whether or not the time table should be modified (S111) Only the time table is modified (S113), and thereafter, the recommendation information is provided to the user terminal 10 based on the modified time table.

Hereinafter, a method of generating a time table will be described.

7 is a flowchart illustrating a method of generating a time table according to an embodiment of the present invention.

1 and 7, the service apparatus 20 according to the embodiment of the present invention first receives one or more status information from any one of the user terminals 10 (S201). The status information may be collected on a predetermined period basis and may be collected by requesting the service device 20 to the user terminal 10. [

Then, the service device 20 analyzes the context information and generates context aware information (S203). Thereafter, the service device 20 generates a user information file including user profile information, user log information, and user social networking information corresponding to the user terminal 10 in order to provide the user with recommendation information that is appropriate based on the analyzed context- Based data (S205), and collects big data including popular content information generated by the unspecified majority (S207).

Then, the service device 20 selects recommendation information corresponding to the context-aware information in consideration of the user-based data and the big data (S209). The time information is generated by storing the situation information and the recommendation information in correspondence with the time information on the situation information received (S211 to S213)

As described above, according to the recommendation information providing method, the apparatus and the system for providing recommendation information using the time table of the present invention, the user can automatically and automatically access a service that is repeatedly used through a user terminal for a specific situation, So that the convenience of the user is improved.

In addition, if provision of the recommendation information to the user terminal is based on the created time table, if context information other than the context information when the recommendation information is generated is generated in the user terminal, It is possible to determine whether or not to modify the time table by judging whether or not the information is the context aware information or the non context context information and to provide the recommendation information more suitable for the user's situation more actively.

The recommendation information providing method using the time table according to the embodiment of the present invention has been described above.

The recommendation information providing method using the time table of the present invention as described above may be provided in the form of computer readable media suitable for storing computer program instructions and data. At this time, a computer-readable medium suitable for storing computer program instructions and data includes, for example, a magnetic medium such as a hard disk, a floppy disk and a magnetic tape, a compact disk read only memory (CD-ROM) Optical media such as a DVD (Digital Video Disk), a magneto-optical medium such as a floppy disk, and a ROM (Read Only Memory), a RAM , Random Access Memory), flash memory, EPROM (Erasable Programmable ROM), and EEPROM (Electrically Erasable Programmable ROM). The processor and memory may be supplemented by, or incorporated in, special purpose logic circuits. Examples of program instructions may include machine language code such as those generated by a compiler, as well as high-level language code that may be executed by a computer using an interpreter or the like. Such a hardware device may be configured to operate as one or more software modules to perform the operations of the present invention, and vice versa.

While the specification contains a number of specific implementation details, it should be understood that they are not to be construed as limitations on the scope of any invention or claim, but rather on the description of features that may be specific to a particular embodiment of a particular invention Should be understood. Certain features described herein in the context of separate embodiments may be implemented in combination in a single embodiment. Conversely, various features described in the context of a single embodiment may also be implemented in multiple embodiments, either individually or in any suitable subcombination. Further, although the features may operate in a particular combination and may be initially described as so claimed, one or more features from the claimed combination may in some cases be excluded from the combination, Or a variant of a subcombination.

Likewise, although the operations are depicted in the drawings in a particular order, it should be understood that such operations must be performed in that particular order or sequential order shown to achieve the desired result, or that all illustrated operations should be performed. In certain cases, multitasking and parallel processing may be advantageous. Also, the separation of the various system components of the above-described embodiments should not be understood as requiring such separation in all embodiments, and the described program components and systems will generally be integrated together into a single software product or packaged into multiple software products It should be understood.

It should be noted that the embodiments of the present invention disclosed in the present specification and drawings are only illustrative of specific examples for the purpose of understanding and are not intended to limit the scope of the present invention. It will be apparent to those skilled in the art that other modifications based on the technical idea of the present invention are possible in addition to the embodiments disclosed herein.

The present invention relates to a recommendation information providing method, an apparatus and a system therefor, and more particularly, to a recommendation information providing method, a recommendation information providing method, Determining whether or not the other context information is temporarily generated when the user information is generated in the user terminal, and determining whether to modify the time table; Recommendation information providing method, apparatus and system therefor.

According to the present invention, a user can automatically execute and use a service that is repeatedly used through a user terminal for a specific situation, such as work or work, even if there is no direct input by the user, thereby improving user convenience.

In addition, since the present invention is not only possible to be marketed or operated, but also can be practically and practically carried out, it is industrially applicable.

10: user terminal 11: terminal hardware
12: terminal operating system 13: content providing platform
14: service application 15: communication unit 16:
17: storage unit 18: input unit 19: output unit
20: service apparatus 21: service communication section
22: service control unit 23: service storage unit 30: communication network
100: Recommended information providing system

Claims (15)

A service communication unit for transmitting and receiving information to and from one or more user terminals;
A service storage unit for storing a time table, which is a list of one or more recommendable information that can be provided according to the context information previously stored corresponding to time information for each user terminal; And
The recommendation information corresponding to the current time information is transmitted to the user terminal through the service communication unit based on the time table stored in the service storage unit and then the current situation information of the user terminal is confirmed, Determining whether the time table is modified if it is determined that the stored situation information is different from the current situation information of the user terminal, and if it is determined that the time table should be modified, A service control unit for controlling the storage unit to store the data;
Wherein the service device comprises: The method according to claim 1,
The service control unit
Receiving the one or more pieces of context information from the user terminal through the service communication unit after providing the recommendation information to the user terminal and generating the current context information of the user terminal based on the received context information . The method according to claim 1,
The service control unit
The method of claim 1, further comprising: checking current status information of the user terminal before providing recommendation information to the user terminal, and when the current status information is different from the current status information stored in the time table, And transmits the new recommendation information to the user terminal through the service communication unit. The method according to claim 1,
The service control unit
Collecting one or more pieces of context information from the user terminal through the service communication unit on a predetermined time basis, generating context information based on the collected context information, selecting recommendation information corresponding to the context recognition information, And generates the time table by storing the context awareness information and recommendation information corresponding to time information at the time when the context information is collected. The method according to claim 1,
The service control unit
Based on any one of user-based data including one of user profile information corresponding to a user terminal, user log information, and user social networking information, and big data including popular content information generated by an unspecified number of users, And selects recommendation information corresponding to the context-aware information. The method according to claim 1,
The service control unit
Determining that the time table needs to be revised if the current context aware information is the repetition context information, selecting new recommendation information corresponding to the current context aware information, and transmitting the selected new recommendation information to the service communication unit To the user terminal, and corrects the time table so that the current situation information and the new recommendation information are stored corresponding to the current time information. A communication unit for transmitting and receiving information to and from the service device;
An output unit for outputting information;
A storage unit for storing a time table which is a list of one or more pieces of recommendation information that can be provided according to context information in response to time information; And
When the time table is received from the service apparatus through the communication unit, requesting the service apparatus for recommendation information corresponding to the current time information based on the time table, receiving the requested recommendation information and outputting the received recommendation information through the output unit, If the current situation information generated based on the situation information is different from the situation information previously stored in the time table, the new recommendation information is requested to the service device through the communication unit and is received A control unit for controlling the output unit to be output through the output unit;
And a user terminal. 8. The method of claim 7,
The control unit
Information about the environment surrounding the terminal environment, video information, audio information, motion detection information on movement, network connection information, user schedule information, service application execution information currently being executed, call history information, Message information, and status information for at least one of the message information and the message information. Transmitting service recommendation information corresponding to current time information based on a time table previously stored in a user terminal;
The service device verifying the current status information of the user terminal; And
Modifying the time table when the service device is different from the situation information previously stored corresponding to the recommendation information and the current situation awareness information;
And a recommendation information providing step of generating recommendation information using the time table. 10. The method of claim 9,
Before the step of transmitting the recommendation information,
The service device receiving one or more status information from the user terminal;
Analyzing the collected status information of the service device and generating status information on the status of the user;
Selecting recommendation information corresponding to the context awareness information generated by the service apparatus; And
Generating a time table by storing the context awareness information and recommendation information in response to time information on the time when the service device receives the context information;
The recommendation information providing method according to claim 1, further comprising: 11. The method of claim 10,
The step of selecting the recommendation information
Wherein the service device is configured to store at least one of user-based data including one of user profile information corresponding to a user terminal, user log information, and user social networking information, and big data including popular content information generated by an unspecified number of users The recommendation information corresponding to the context recognition information is selected based on the recommendation information. 10. The method of claim 9,
The step of verifying the current situation awareness information
The service device receiving one or more status information from the user terminal; And
Analyzing the collected status information of the service device and generating current status information on the current status of the user;
And a recommendation information providing step of generating recommendation information using the time table. 10. The method of claim 9,
The step of modifying the time table
Comparing the current situation information with the current situation awareness information corresponding to the recommendation information;
Determining whether the service device corrects the time table when the comparison result indicates that the stored current situation information is different from the current situation awareness information;
Selecting new recommendation information corresponding to the current situation information if the service apparatus determines that the time table needs to be revised; And
Modifying the time table so that the service device stores the current situation information and the new recommendation information corresponding to the time information;
And a recommendation information providing step of generating recommendation information using the time table. 14. The method of claim 13,
The step of determining whether to modify the time table
Wherein the service device determines whether the current situation information is information on a repetition situation. A computer-readable recording medium storing a program for executing a recommendation information providing method using the time table according to any one of claims 9 to 14.

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