WO2018043861A1 - Dispositif de recommandation d'article de location au moyen d'un emploi du temps de l'utilisateur et procédé associé - Google Patents

Dispositif de recommandation d'article de location au moyen d'un emploi du temps de l'utilisateur et procédé associé Download PDF

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Publication number
WO2018043861A1
WO2018043861A1 PCT/KR2017/003314 KR2017003314W WO2018043861A1 WO 2018043861 A1 WO2018043861 A1 WO 2018043861A1 KR 2017003314 W KR2017003314 W KR 2017003314W WO 2018043861 A1 WO2018043861 A1 WO 2018043861A1
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Prior art keywords
item
user
schedule
rental
recommendation
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PCT/KR2017/003314
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English (en)
Korean (ko)
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고재호
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에스케이플래닛 주식회사
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Publication of WO2018043861A1 publication Critical patent/WO2018043861A1/fr

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241—Advertisements
    • G06Q30/0251—Targeted advertisements
    • G06Q30/0264—Targeted advertisements based upon schedule
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0207—Discounts or incentives, e.g. coupons or rebates
    • G06Q30/0224—Discounts or incentives, e.g. coupons or rebates based on user history
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241—Advertisements
    • G06Q30/0251—Targeted advertisements
    • G06Q30/0255—Targeted advertisements based on user history
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241—Advertisements
    • G06Q30/0251—Targeted advertisements
    • G06Q30/0261—Targeted advertisements based on user location
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241—Advertisements
    • G06Q30/0251—Targeted advertisements
    • G06Q30/0269—Targeted advertisements based on user profile or attribute
    • G06Q30/0271—Personalized advertisement
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/06—Buying, selling or leasing transactions
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/06—Buying, selling or leasing transactions
    • G06Q30/0645—Rental transactions; Leasing transactions
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/06—Buying, selling or leasing transactions
    • G06Q30/08—Auctions
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/01—Social networking

Definitions

  • the present invention relates to a device for recommending rental items using a user's schedule and a method using the same. More particularly, the present invention relates to a rental item recommendation device using a schedule input by a user. It relates to a technology that can automatically recommend rental items that are expected to fit the schedule.
  • Existing online shopping malls are intended for the sale of items, and provide a service that allows users to conveniently purchase desired items by inducing a purchase by providing a list of items suitable for users. For example, when a user selects a specific item from the item list, the user may purchase an item that the user wants online by providing an interface for inducing payment for the selected item.
  • An object of the present invention is to automatically recommend a suitable rental item according to a schedule of a user using the item rental service.
  • an object of the present invention is to improve the use efficiency of the item rental service by recommending items that are expected to have high preference to the user.
  • the schedule obtaining unit for obtaining a schedule of the user from the user terminal;
  • a recommendation event generator configured to analyze the schedule and generate a rental item recommendation event corresponding to the schedule;
  • an item recommending unit for recommending at least one rental item to the user in consideration of the rental item recommendation event and user information registered in the item rental service.
  • the recommendation event generation unit may generate the rental item recommendation event when the time and place corresponding to the schedule satisfy both the time condition and the space condition based on the user, respectively.
  • the recommendation event generation unit may determine whether to generate the rental item recommendation event further considering the additional condition set based on at least one of the service use authority of the user and the proximity schedule existing within the preset proximity time. Can be.
  • the recommendation event generating unit satisfies both the time condition and the space condition, but may not generate the rental item recommendation event when the additional condition is not satisfied.
  • the recommendation event generating unit has at least one of a case in which the user does not have a right to use the service in a period corresponding to the schedule, and when it is determined that the state of the user is not suitable for the rental item recommendation based on the proximity schedule. In this case, it may be determined that the additional condition is not satisfied.
  • the recommendation event generation unit may set the time condition and the space condition based on at least one information of a job, a working time, and a company location corresponding to the user.
  • the item recommendation unit may include: a schedule matching item search unit searching for a schedule matching item in consideration of the schedule among a plurality of rental items registered in the item rental service; A user matching item extracting unit extracting a user matching item from the schedule matching item based on the user information; And a recommendation item selector configured to select a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's preferred content and the latest trending content.
  • the schedule matching item searcher may search for the schedule matching item in consideration of at least one of time and place, weather, and preference information based on a plurality of users who check in to the place corresponding to the schedule.
  • the recommendation item selection unit may obtain at least one information of the user's favorite content and the latest fashion content based on the social network application and the network installed in the user's terminal.
  • the rental item recommendation method of the present invention for achieving the above object, obtaining a schedule of the user from the user's terminal; Analyzing the schedule to generate a rental item recommendation event corresponding to the schedule; And recommending at least one rental item to the user in consideration of the rental item recommendation event and user information registered in the item rental service.
  • the generating of the rental item recommendation event may generate the rental item recommendation event when a time and a place corresponding to the schedule satisfy both a time condition and a space condition based on the user, respectively.
  • the generating of the rental item recommendation event may include generating the rental item recommendation event by further considering the additional condition set based on at least one of the service use authority of the user and the proximity schedule existing within a preset proximity time. It can be determined whether it is created.
  • generating the rental item recommendation event may satisfy both the time condition and the space condition, but may not generate the rental item recommendation event when the additional condition is not satisfied.
  • the generating of the rental item recommendation event may include determining that the user's state is not suitable for the rental item recommendation based on the proximity schedule and when the user does not have the right to use the service in a period corresponding to the schedule. In at least one of the cases, it may be determined that the additional condition is not satisfied.
  • the generating of the rental item recommendation event may set the time condition and the space condition based on at least one information of a job, a working time, and a company location corresponding to the user.
  • the recommendation of the at least one rental item includes searching for a schedule matching item in consideration of the schedule among a plurality of rental items registered in the item rental service; Extracting a user matching item from the schedule matching item based on the user information; And selecting a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's favorite content and the latest trending content.
  • searching for a schedule matching item may search for the schedule matching item in consideration of at least one of time and place, weather, and preference information based on a plurality of users who check in to the place corresponding to the schedule. have.
  • the selecting of the recommended item may acquire at least one information of the user's preferred content and the latest trending content based on a social network application and a network installed in the user's terminal.
  • a suitable rental item can be automatically recommended according to a schedule of a user using the item rental service.
  • the present invention can recommend a rental item that is highly likely to be rented by the user by considering the user information, the latest trending content, etc. together with the schedule.
  • the present invention can improve the use efficiency of the item rental service by recommending items expected to have high preference to the user.
  • FIG. 1 is a view showing a rental item recommendation system according to an embodiment of the present invention.
  • FIG. 2 is a block diagram illustrating an example of an apparatus for recommending rental items shown in FIG. 1.
  • FIG. 3 is a block diagram illustrating an example of an item recommender illustrated in FIG. 2.
  • FIG. 4 is a diagram illustrating an item rental service according to an embodiment of the present invention.
  • FIG. 5 is a flowchart illustrating a rental item recommendation method using a schedule of a user according to an exemplary embodiment of the present invention.
  • FIG. 6 is a flowchart illustrating a method of recommending a rental item using a schedule of a user according to an exemplary embodiment of the present invention.
  • FIG. 7 is a flowchart illustrating an example of a process of generating a rental item recommendation event in the rental item recommendation method according to the present invention.
  • FIG. 8 is a flowchart illustrating an example of a process of selecting a recommendation item to be provided to a user in a method of recommending a rental item according to the present invention.
  • FIG. 1 is a view showing a rental item recommendation system according to an embodiment of the present invention.
  • a rental item recommendation system may include a rental item recommendation device 110, terminals 120-1 to 120 -N, an item rental service server 130, and a network 140. It includes.
  • the rental item recommendation apparatus 110 shown in FIG. 1 is a terminal 120-1 to 120- when the item rental service server 130 provides the item rental service to the terminals 120-1 to 120-N. N) can recommend a rental item suitable for each user.
  • the rental item recommendation apparatus 110 and the item rental service server 130 are illustrated independently in FIG. 1, the rental item recommendation apparatus 110 may be included in the item rental service server 130 according to an exemplary embodiment. .
  • the rental item recommendation apparatus 110 obtains a schedule of a user from the terminals 120-1 to 120 -N of the user.
  • the rental item recommendation apparatus 110 analyzes the schedule and generates a rental item recommendation event corresponding to the schedule.
  • the rental item recommendation event may be generated when the time and place corresponding to the schedule satisfy both the time condition and the space condition based on the user, respectively.
  • the rental item recommendation event may not be generated.
  • the additional condition is not satisfied in at least one of the case that the user does not have the right to use the service in the period corresponding to the schedule and the user's status is not suitable for recommending the rental item based on the proximity schedule. It can be judged that.
  • a time condition and a space condition may be set based on at least one information of a job, a working time, and a company location corresponding to the user.
  • the rental item recommendation apparatus 110 recommends at least one rental item to the user in consideration of the rental item recommendation event and the user information registered in the item rental service.
  • a schedule matching item considering a schedule may be searched among a plurality of rental items registered in the item rental service.
  • the schedule matching item may be searched in consideration of at least one of time and place, weather, and preference information based on a plurality of users who check in to the place corresponding to the schedule.
  • the user matching item may be extracted from the schedule matching item based on the user information.
  • the user may select a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's preferred content and the latest trending content.
  • the user may obtain at least one information of the user's preferred content and the latest fashion content based on the social network application and the network installed in the user's terminal.
  • the terminals 120-1 to 120 -N access the item rental service server 130 or use a separate service application to use the item rental service provided by the item rental service server 130. To provide.
  • the terminals 120-1 to 120 -N are devices that can be connected to a communication network and can be connected to the item rental service server 130 or execute an application, and are a mobile phone, a portable multimedia player (PMP), and a mobile internet (MID).
  • PMP portable multimedia player
  • MID mobile internet
  • Various mobile communication specifications such as devices, smart phones, tablet PCs, notebooks, net books, personal digital assistants (PDAs), and telecommunication devices It may be a mobile terminal having a.
  • the terminals 120-1 to 120-N receive various information such as numbers and text information, set various functions, and receive signals input in connection with the function control of the terminals 120-1 to 120-N. It can be delivered to the controller through the input unit.
  • the input unit of the terminals 120-1 to 120 -N may include at least one of a keypad and a touch pad that generate an input signal according to a user's touch or manipulation.
  • the input unit of the terminals 120-1 to 120 -N is configured in the form of one touch panel (or touch screen) together with the display unit of the terminals 120-1 to 120 -N.
  • the display function can be performed at the same time.
  • the input unit of the terminals 120-1 to 120 -N may use any type of input means that may be developed in the future.
  • the display unit of the terminals 120-1 to 120 -N may display information on a series of operation states and operation results generated while performing the functions of the terminals 120-1 to 120 -N.
  • the display unit of the terminals 120-1 to 120 -N may display menus of the terminals 120-1 to 120 -N, user data input by the user, and the like.
  • the display unit of the terminals 120-1 to 120 -N includes a liquid crystal display (LCD), an ultra-thin liquid crystal display (TFT-LCD, thin film transistor LCD), and a light emitting diode (LED).
  • OLED Organic light emitting diode
  • AMOLED Active Matrix OLED
  • Retina display flexible display and flexible display (3 Dimension)
  • the display unit of the terminals 120-1 to 120 -N when configured in the form of a touch screen, the display unit of the terminals 120-1 to 120 -N functions as an input unit of the terminals 120-1 to 120 -N. Some or all of these may be performed.
  • the storage unit of the terminals (120-1 ⁇ 120-N) is a device for storing data, including a main storage device and an auxiliary storage device, the application required for the functional operation of the terminals (120-1 ⁇ 120-N) You can save the program.
  • the storage unit of the terminals 120-1 to 120 -N may largely include a program area and a data area.
  • the terminals 120-1 to 120 -N activate each function in response to a user's request, the terminals 120-1 to 120 -N execute respective application programs under the control of the controller to provide the respective functions.
  • the storage unit of the terminals 120-1 to 120-N may store an operating system and a program for providing a service for booting the terminals 120-1 to 120-N.
  • the storage unit of the terminals 120-1 to 120-N may store a content DB storing a plurality of contents and information of the terminals 120-1 to 120-N.
  • the content DB may include execution data for executing the content and attribute information on the content, and content usage information according to the content execution may be stored.
  • the information of the terminals 120-1 to 120 -N may include terminal specification information.
  • the communication unit of the terminal may perform a function for transmitting and receiving data through the network.
  • the communication unit of the terminals 120-1 to 120-N may include RF transmission means for up-converting and amplifying the frequency of the transmitted signal, and RF reception means for low-noise-amplifying and down-converting the received signal.
  • the communication unit of the terminals 120-1 to 120 -N may include at least one of a wireless communication module and a wired communication module.
  • the wireless communication module is a configuration for transmitting and receiving data according to a wireless communication method, and when the terminals 120-1 to 120 -N use wireless communication, a wireless network communication module, a wireless LAN communication module, and a wireless fan communication module.
  • the wired communication module is for transmitting and receiving data by wire.
  • the wired communication module may transmit and receive data by connecting to a network through a wire. That is, the terminals 120-1 to 120 -N may access a network by using a wireless communication module or a wired communication module, and may transmit and receive data through the network.
  • the controller of the terminals 120-1 to 120 -N may be a process device that drives an operating system (OS) and each component.
  • OS operating system
  • the controller may control the overall process of accessing the server.
  • the entire process of running the service application can be controlled according to the user's request, and at the same time, the service use request can be transmitted to the server at the time of executing the user authentication.
  • Information necessary for the terminal 120-1 to 120-N may be controlled to be transmitted together.
  • the controller of the terminals 120-1 to 120 -N may execute specific content stored in a storage unit of the terminals 120-1 to 120 -N according to a user's request. At this time, the controller may store the content usage history according to the execution of the content as the content usage information.
  • the item rental service server 130 is a server for providing an item rental service to the terminals 120-1 to 120 -N.
  • the item rental service server 130 provides a rental item to users of the terminals 120-1 to 120 -N and provides a rental fee. You can claim
  • the item rental service server 130 may be connected to the terminals 120-1 to 120-N of the users through the network 140 to provide an item rental service.
  • the item rental service server 130 may obtain information about rental items to be recommended to service users by communicating with the rental item recommendation apparatus 110 according to the present invention through the network 140.
  • the network 140 provides a path for transferring data between the rental item recommendation apparatus 110, the terminals 120-1 to 120 -N, and the item rental service server 130.
  • the concept encompasses all developable networks.
  • the network may be a wired / wireless local area network that provides communication of various information devices within a limited area, a mobile communication network that provides communication between each other, and between the mobile device and the outside of the mobile device. It may be either a satellite communication network or a wired or wireless communication network, or a combination of two or more.
  • the transmission standard of the network is not limited to the existing transmission standard, and may include all transmission standard that will be developed in the future.
  • FIG. 2 is a block diagram illustrating an example of an apparatus for recommending rental items shown in FIG. 1.
  • the rental item recommendation apparatus 110 illustrated in FIG. 1 may include a communication unit 210, a schedule obtaining unit 220, a recommendation event generating unit 230, an item recommending unit 240, and a storage unit 250. ).
  • the communication unit 210 may play a role of transmitting and receiving information necessary for recommending a rental item with a user terminal and an item rental service server through a communication network such as a network.
  • the communication unit 210 may receive a user's schedule for recommending rental items from the user's terminal, and provide recommended item information to the item rental service server.
  • the schedule obtaining unit 220 obtains a user's schedule from the user's terminal.
  • a system for providing an item rental service may automatically detect a situation in which an item is required to be rented to a user and obtain a user's schedule to recommend an appropriate rental item.
  • the user may detect the same and obtain a newly input schedule or schedule.
  • the scheduler provided in the terminal of the user may operate in association with an item rental application capable of recommending rental items according to the present invention, thereby giving a notification of a new schedule directly from the scheduler.
  • the schedule of the user may include data about the time and place of the schedule input by the user.
  • the obtained schedule may be accumulated and stored in the rental item recommendation apparatus and used when determining whether to generate a rental item recommendation event for a future schedule.
  • the recommendation event generator 230 analyzes the schedule and generates a rental item recommendation event corresponding to the schedule.
  • the rental item recommendation event may include information related to a time and a place input corresponding to the schedule.
  • the rental item recommendation event may be generated when the time and place corresponding to the schedule satisfy both the time condition and the space condition based on the user, respectively.
  • the time condition may be a condition for whether the user is a suitable time to use the recommended rental item.
  • a time condition may be set so that a rental item recommendation event does not occur.
  • the space condition may be a condition for whether or not the space suitable for using the recommended rental item similar to the time condition.
  • the schedule created corresponding to the company's internal space in which the user works may be a regular schedule that is not suitable for the schedule for recommending the rental item, and thus corresponds to the user's internal space.
  • the space condition may be set so that the rental item recommendation event does not occur.
  • the rental item recommendation event may be generated only when a schedule newly added to the scheduler satisfies both the time condition and the space condition based on the time condition and the space condition appropriately set according to the user.
  • a case where a rental item recommendation event is generated based on a user of an office worker who is working in a building of a company from 9 am to 6 pm may be as follows.
  • a special schedule may be determined according to a user-based time condition and a space condition, and a rental item recommendation event may be generated. have.
  • a rental item recommendation event may be generated.
  • the rental item recommendation event is generated by further considering the additional condition set based on at least one of a service use authority and a schedule of the user and a proximity schedule existing within a preset proximity time.
  • the additional condition may be a condition on whether the user is in a state suitable for using the recommended rental item in addition to the time condition or the space condition.
  • the rental item recommendation event may not be generated.
  • a user has a new schedule corresponding to an office worker working in a company building between 9 am and 6 pm, and a restaurant corresponding to a restaurant in Gangnam at 7 pm Friday.
  • the usage period of the item rental service purchased by the user is until Thursday before Friday corresponding to the schedule, the time condition and space condition are satisfied but the additional condition is not satisfied, so the rental item recommendation event will not be generated.
  • Can be That is, when the user is less likely to rent the recommended rental item by satisfying the time condition and the space condition, the rental item recommendation event may not be generated.
  • the additional condition is not satisfied in at least one of the case that the user does not have the right to use the service in the period corresponding to the schedule and the user's status is not suitable for recommending the rental item based on the proximity schedule. It can be judged that.
  • the rental item recommendation event is not generated. You may not.
  • a rental item recommendation event may be generated to recommend an item related to playing in the water.
  • a schedule corresponding to the hospital at 2 pm on the same day it is difficult to determine that the user enjoys swimming in the beach because the schedule is registered to go to the hospital after one hour. Can be. That is, the user may stop generating the rental item recommendation event related to the beach by determining that the user stops at the beach for another purpose and moves to the hospital.
  • a time condition and a space condition may be set based on at least one information of a job, a working time, and a company location corresponding to the user.
  • the user may set a time condition and a space condition by inputting a working time and place from the user.
  • the item recommender 240 recommends at least one rental item to the user in consideration of the rental item recommendation event and the user information registered in the item rental service.
  • the user information may include the user's body type, preferred style, rental history, and the like.
  • a schedule matching item considering a schedule may be searched among a plurality of rental items registered in the item rental service.
  • the schedule matching item may be searched in consideration of at least one of time and place, weather, and preference information based on a plurality of users who check in to the place corresponding to the schedule.
  • the user may search for a rental matching item as a wedding guest fashion among a plurality of rental items registered in the item rental service. have.
  • the schedule matching item may be searched in consideration of the weather information of the date and time in the case of the outdoor in consideration of the indoor or outdoor wedding hall corresponding to the schedule.
  • a plurality of users using the item rental service may search for a schedule matching item in consideration of a rental item rented a lot when a wedding guest attends.
  • the user matching item may be extracted from the schedule matching item based on the user information.
  • a schedule matching item that matches the user's body shape and corresponding to the user's preference information may be extracted as the user matching item from among the schedule matching items searched for by the wedding guest fashion.
  • the user may select a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's preferred content and the latest trending content.
  • a rental item having a high degree of matching may be selected as a recommendation item when considering the user's preferred content or the latest trendy content among the rental items extracted as the user matching item.
  • the matching degree may be set as a preset matching degree, and a user matching item having a preset matching degree or more may be selected as the recommended item.
  • the user may obtain at least one information of the user's preferred content and the latest fashion content based on the social network application and the network installed in the user's terminal.
  • the user's preference information or recent preference information may be obtained based on a history of a user clicking or leaving a comment through a social network application.
  • information related to the latest trend content may be obtained by searching for items that have a high preference in recent months based on the rental rate of the rental item, the search rate through the network, and the like.
  • the item recommendation may not be performed even if the rental item recommendation event is generated.
  • the user recommendation item may not be extracted, so the item recommendation process may be terminated.
  • the recommendation item may be terminated because the recommendation item cannot be selected.
  • the storage unit 250 stores various information generated in the rental item recommendation process according to an embodiment of the present invention as described above.
  • the storage unit 250 may be configured independently of the rental item recommendation apparatus to support a function for recommending a rental item.
  • the storage 250 may operate as a separate mass storage, and may include a control function for performing the operation.
  • the rental item recommendation device may be equipped with a memory to store information in the device.
  • the memory is a computer readable medium.
  • the memory may be a volatile memory unit, and for other implementations, the memory may be a nonvolatile memory unit.
  • the storage device is a computer readable medium.
  • the storage device may include, for example, a hard disk device, an optical disk device, or some other mass storage device.
  • a suitable rental item can be automatically recommended according to a schedule of a user using the item rental service.
  • FIG. 3 is a block diagram illustrating an example of an item recommender illustrated in FIG. 2.
  • the item recommender 240 illustrated in FIG. 2 includes a schedule matching item generator 310, a user matching item extractor 320, and a recommended item selector 330.
  • the schedule matching item generator 310 searches for a schedule matching item in consideration of a schedule among a plurality of rental items registered in the item rental service.
  • the schedule matching item may be searched in consideration of at least one of time and place, weather, and preference information based on a plurality of users who check in to the place corresponding to the schedule.
  • the user may search for a rental matching item as a wedding guest fashion among a plurality of rental items registered in the item rental service. have.
  • the schedule matching item may be searched in consideration of the weather information of the date and time in the case of the outdoor in consideration of the indoor or outdoor wedding hall corresponding to the schedule.
  • a plurality of users using the item rental service may search for a schedule matching item in consideration of a rental item rented a lot when a wedding guest attends.
  • the user matching item extracting unit 320 extracts a user matching item from the schedule matching item based on the user information.
  • a schedule matching item that matches the user's body shape and corresponding to the user's preference information may be extracted as the user matching item from among the schedule matching items searched for by the wedding guest fashion.
  • the recommendation item selector 330 selects a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's preferred content and the latest trending content.
  • the user may select a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's preferred content and the latest trending content.
  • a rental item having a high degree of matching may be selected as a recommendation item when considering the user's preferred content or the latest trendy content among the rental items extracted as the user matching item.
  • the matching degree may be set as a preset matching degree, and a user matching item having a preset matching degree or more may be selected as the recommended item.
  • the user may obtain at least one information of the user's preferred content and the latest fashion content based on the social network application and the network installed in the user's terminal.
  • the user's preference information or recent preference information may be obtained based on a history of a user clicking or leaving a comment through a social network application.
  • information related to the latest trend content may be obtained by searching for items that have a high preference in recent months based on the rental rate of the rental item, the search rate through the network, and the like.
  • the item recommendation may not be performed even if the rental item recommendation event is generated.
  • the user recommendation item may not be extracted, so the item recommendation process may be terminated.
  • the recommendation item may be terminated because the recommendation item cannot be selected.
  • FIG. 4 is a diagram illustrating an item rental service according to an embodiment of the present invention.
  • an item rental service may be provided through a process of user registration, personal offering, delivery, and return or keep. Can be.
  • the user registration process may be subdivided into a membership subscription process and a profiling process.
  • the membership process may correspond to a process in which a user connects to a server and subscribes to use an item rental service.
  • the profiling process may investigate the user's fashion preferences. For example, an item owned by a user may be registered on the server, or an item of a style that the user prefers may be registered on the server.
  • the profiling process by performing a profiling meeting 1: 1 with the user, the user's body shape, fashion shopping occasion, and style can be identified.
  • the personalized offering process may be subdivided into a custom set delivery process, a virtual fitting process, and a pick & confirm process.
  • the custom set delivery process may analyze a user's preference information and then transmit a personal styling set to a mobile application or mail.
  • the personal styling set may be composed of tops, bottoms, shoes, bags, additional items, and the like.
  • the rental item recommendation device may recommend the rental item to the user based on the schedule of the user.
  • the personal styling set may be provided in a manner of virtual fitting based on the user's body type.
  • the user can confirm the customized set provided through the virtual fitting and confirm only the desired product.
  • the delivery process may package the goods selected in the Pick & Confirm process into a gift box or a dry cleaning type and deliver them to the user's home.
  • the return process uses the rented item for a desired period or a specified period, and then accesses the item rental server and clicks the return button for the item to automatically receive a collection request and return the item. Can be. At this time, after the collection of items for the return button input is completed, the delivery of the next product may be performed.
  • a keep process may be performed based on an item rental server when a user wants to purchase a loaned item.
  • FIG. 5 is a flowchart illustrating a rental item recommendation method using a schedule of a user according to an exemplary embodiment of the present invention.
  • the rental item recommendation method using the schedule of the user obtains the schedule of the user from the terminal of the user (S510).
  • a system for providing an item rental service may automatically detect a situation in which an item is required to be rented to a user and obtain a user's schedule to recommend an appropriate rental item.
  • the user may detect the same and obtain a newly input schedule or schedule.
  • the scheduler provided in the terminal of the user may operate in association with an item rental application capable of recommending rental items according to the present invention, thereby giving a notification of a new schedule directly from the scheduler.
  • the schedule of the user may include data about the time and place of the schedule input by the user.
  • the obtained schedule may be accumulated and stored in the rental item recommendation apparatus and used when determining whether to generate a rental item recommendation event for a future schedule.
  • the rental item recommendation method using the user's schedule analyzes the schedule and generates a rental item recommendation event corresponding to the schedule (S520).
  • the rental item recommendation event may include information related to a time and a place input corresponding to the schedule.
  • the rental item recommendation event may be generated when the time and place corresponding to the schedule satisfy both the time condition and the space condition based on the user, respectively.
  • the time condition may be a condition for whether the user is a suitable time to use the recommended rental item.
  • a time condition may be set so that a rental item recommendation event does not occur.
  • the space condition may be a condition for whether or not the space suitable for using the recommended rental item similar to the time condition.
  • the schedule created corresponding to the company's internal space in which the user works may be a regular schedule that is not suitable for the schedule for recommending the rental item, and thus corresponds to the user's internal space.
  • the space condition may be set so that the rental item recommendation event does not occur.
  • the rental item recommendation event may be generated only when a schedule newly added to the scheduler satisfies both the time condition and the space condition based on the time condition and the space condition appropriately set according to the user.
  • a case where a rental item recommendation event is generated based on a user of an office worker who is working in a building of a company from 9 am to 6 pm may be as follows.
  • a special schedule may be determined according to a user-based time condition and a space condition, and a rental item recommendation event may be generated. have.
  • a rental item recommendation event may be generated.
  • the rental item recommendation event is generated by further considering the additional condition set based on at least one of a service use authority and a schedule of the user and a proximity schedule existing within a preset proximity time.
  • the additional condition may be a condition on whether the user is in a state suitable for using the recommended rental item in addition to the time condition or the space condition.
  • the rental item recommendation event may not be generated.
  • a user has a new schedule corresponding to an office worker working in a company building between 9 am and 6 pm, and a restaurant corresponding to a restaurant in Gangnam at 7 pm Friday.
  • the usage period of the item rental service purchased by the user is until Thursday before Friday corresponding to the schedule, the time condition and space condition are satisfied but the additional condition is not satisfied, so the rental item recommendation event will not be generated.
  • Can be That is, when the user is less likely to rent the recommended rental item by satisfying the time condition and the space condition, the rental item recommendation event may not be generated.
  • the additional condition is not satisfied in at least one of the case that the user does not have the right to use the service in the period corresponding to the schedule and the user's status is not suitable for recommending the rental item based on the proximity schedule. It can be judged that.
  • the rental item recommendation event is not generated. You may not.
  • a rental item recommendation event may be generated to recommend an item related to playing in the water.
  • a schedule corresponding to the hospital at 2:00 pm on the same day it is difficult to judge that the user enjoys swimming in the beach because the schedule is registered to go to the hospital after one hour. Can be. That is, the user may stop generating the rental item recommendation event related to the beach by determining that the user stops at the beach for another purpose and moves to the hospital.
  • a time condition and a space condition may be set based on at least one information of a job, a working time, and a company location corresponding to the user.
  • the user may set a time condition and a space condition by inputting a working time and place from the user.
  • the rental item recommendation method using the schedule of the user recommends at least one rental item to the user in consideration of the rental item recommendation event and the user information registered in the item rental service (S530).
  • the user information may include the user's body type, preferred style, rental history, and the like.
  • a schedule matching item considering a schedule may be searched among a plurality of rental items registered in the item rental service.
  • the schedule matching item may be searched in consideration of at least one of time and place, weather, and preference information based on a plurality of users who check in to the place corresponding to the schedule.
  • the user may search for a rental matching item as a wedding guest fashion among a plurality of rental items registered in the item rental service. have.
  • the schedule matching item may be searched in consideration of the weather information of the date and time in the case of the outdoor in consideration of the indoor or outdoor wedding hall corresponding to the schedule.
  • a plurality of users using the item rental service may search for a schedule matching item in consideration of a rental item rented a lot when a wedding guest attends.
  • the user matching item may be extracted from the schedule matching item based on the user information.
  • a schedule matching item that matches the user's body shape and corresponding to the user's preference information may be extracted as the user matching item from among the schedule matching items searched for by the wedding guest fashion.
  • the user may select a recommendation item to be recommended to the user from the user matching item in consideration of at least one of the user's preferred content and the latest trending content.
  • a rental item having a high degree of matching may be selected as a recommendation item when considering the user's preferred content or the latest trendy content among the rental items extracted as the user matching item.
  • the matching degree may be set as a preset matching degree, and a user matching item having a preset matching degree or more may be selected as the recommended item.
  • the user may obtain at least one information of the user's preferred content and the latest fashion content based on the social network application and the network installed in the user's terminal.
  • the user's preference information or recent preference information may be obtained based on a history of a user clicking or leaving a comment through a social network application.
  • information related to the latest trend content may be obtained by searching for items that have a high preference in recent months based on the rental rate of the rental item, the search rate through the network, and the like.
  • the item recommendation may not be performed even if the rental item recommendation event is generated.
  • the user recommendation item may not be extracted, so the item recommendation process may be terminated.
  • the recommendation item may be terminated because the recommendation item cannot be selected.
  • the rental item recommendation method using the user's schedule provides information necessary for the user terminal and item rental service server and rental item recommendation through a network, such as a network Can send and receive
  • a network such as a network Can send and receive
  • a user's schedule for recommending a rental item may be received from the user's terminal, and the recommended item information may be provided to the item rental service server.
  • a suitable rental item may be automatically recommended according to a schedule of a user using the item rental service.
  • FIG. 6 is a flowchart illustrating a method of recommending a rental item using a schedule of a user according to an exemplary embodiment of the present invention.
  • a rental item recommendation apparatus when a user first inputs a new schedule into a scheduler provided in the terminal (S610), a rental item recommendation apparatus is newly added.
  • the schedule may be obtained and analyzed (S620).
  • the user terminal may be connected to a server that provides an item rental service and may correspond to a terminal through which a user can input a schedule.
  • the rental item recommendation device may detect that the user adds a new schedule to the scheduler through the network. For example, when a separate application for an item rental service is installed in a user's terminal, a schedule to be newly added may be obtained by detecting execution and input of a scheduler through the corresponding application.
  • the rental item recommendation event may be generated when the time and place corresponding to the schedule satisfy both the time condition and the space condition based on the user, respectively.
  • the user may wait until a user inputs a new schedule.
  • the rental item recommendation event is generated as a result of the determination in step S625, it may be determined whether there is a recommendation item in consideration of the rental item recommendation event and user information registered in the item rental service (S635).
  • step S635 the user may wait until the user inputs a new schedule.
  • an alarm related to the recommendation item may be provided to the user terminal (S640).
  • the alarm may include corresponding schedule information together with information about the recommended item.
  • FIG. 7 is a flowchart illustrating an example of a process of generating a rental item recommendation event in the rental item recommendation method according to the present invention.
  • the process of generating a rental item recommendation event in the rental item recommendation method according to the present invention may first analyze a schedule obtained from a user terminal (S710).
  • the schedule of the user may include data about the time and place of the schedule input by the user.
  • the time condition may be a condition for whether the user is a suitable time to use the recommended rental item.
  • a time condition may be set so that a rental item recommendation event does not occur.
  • step S715 If it is determined in step S715 that the time corresponding to the schedule is not satisfied with the time condition, the user may wait until a new schedule is obtained by inputting a new schedule.
  • step S715 when the time corresponding to the schedule satisfies the time condition as a result of the determination in step S715, it may be determined whether the place corresponding to the schedule satisfies the space condition (S725).
  • the space condition may be a condition for whether or not the space suitable for using the recommended rental item similar to the time condition.
  • the schedule created corresponding to the company's internal space in which the user works may be a regular schedule that is not suitable for the schedule for recommending the rental item, and thus corresponds to the user's internal space.
  • the space condition may be set so that the rental item recommendation event does not occur.
  • step S725 the user may wait until a new schedule is obtained by inputting a new schedule.
  • the additional condition may be a condition for whether the user is in a state suitable for using the recommended rental item in addition to the time condition or the space condition.
  • the additional condition may be set based on at least one of a service use authority and a schedule of the user and a proximity schedule existing within a preset proximity time.
  • step S735 If it is determined in step S735 that the information related to the schedule is not satisfied with the additional condition, the user may wait until a new schedule is obtained by inputting a new schedule.
  • a user has a new schedule corresponding to an office worker working in a company building between 9 am and 6 pm, and a restaurant corresponding to a restaurant in Gangnam at 7 pm Friday.
  • the usage period of the item rental service purchased by the user is until Thursday before Friday corresponding to the schedule, the time condition and space condition are satisfied but the additional condition is not satisfied, so the rental item recommendation event will not be generated. Can be.
  • step S735 when the determination result of step S735 satisfies the additional conditions related to the schedule, a rental item recommendation event according to the schedule may be generated (S740).
  • the rental item recommendation event may include information related to a time and a place input corresponding to the schedule.
  • FIG. 8 is a flowchart illustrating an example of a process of selecting a recommendation item to be provided to a user in a method of recommending a rental item according to the present invention.
  • step S815 the item recommendation process for the corresponding rental item recommendation event may be ended, and may be waited until a new rental item recommendation event occurs.
  • the schedule matching is performed considering at least one of preference information based on a plurality of users checking in at a time and place, weather, and place stored according to the schedule.
  • the item may be searched for (S820).
  • the user may search for a rental matching item as a wedding guest fashion among a plurality of rental items registered in the item rental service. have.
  • the schedule matching item may be searched in consideration of the weather information of the date and time in the case of the outdoor in consideration of the indoor or outdoor wedding hall corresponding to the schedule.
  • a plurality of users using the item rental service may search for a schedule matching item in consideration of a rental item rented a lot when a wedding guest attends.
  • step S825 If the user matching item does not exist as a result of the determination in step S825, the item recommendation process for the corresponding rental item recommendation event may be ended, and may be waited until a new rental item recommendation event occurs.
  • the user matching item may be extracted from the schedule matching item based on the user information (S830).
  • a schedule matching item that matches the user's body shape and corresponding to the user's preference information may be extracted as the user matching item from among the schedule matching items searched for by the wedding guest fashion.
  • step S835 If it is determined in step S835 that the recommendation item does not exist, the item recommendation process for the corresponding rental item recommendation event may be ended, and may wait until a new rental item recommendation event occurs.
  • the recommendation item to be recommended to the user is selected from the user matching item in consideration of at least one of the user's preferred content and the latest content, and related to the recommendation item.
  • the alarm may be provided to the user terminal (S840).
  • the user may obtain at least one information of the user's preferred content and the latest fashion content based on the social network application and the network installed in the user's terminal.
  • Computer-readable media suitable for storing computer program instructions and data include, for example, magnetic media such as hard disks, floppy disks, and magnetic tape, such as magnetic disks, compact disk read only memory (CD-ROM), and DVDs.
  • Optical Media such as Digital Video Disk, Magnetic-Optical Media such as Floppy Disk, and Read Only Memory, RAM, Random Semiconductor memories such as access memory (EPM), flash memory, erasable programmable ROM (EPROM), and electrically erasable programmable ROM (EEPROM).
  • the processor and memory can be supplemented by or integrated with special purpose logic circuitry.
  • Examples of program instructions may include high-level language code that can be executed by a computer using an interpreter as well as machine code such as produced by a compiler.
  • Such hardware devices may be configured to operate as one or more software modules to perform the operations of the present invention, and vice versa.
  • a user's schedule is acquired from the user's terminal, the schedule is analyzed, a rental item recommendation event corresponding to the schedule is generated, and the user is registered at least in consideration of the rental item recommendation event and the user information registered in the item rental service.
  • One rental item can be recommended. Furthermore, it is possible to improve the profits of the item rental service by automatically recommending suitable items to users using the item rental service.

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Abstract

L'invention concerne un dispositif permettant de recommander un article de location au moyen d'un emploi du temps d'un utilisateur et un procédé l'utilisant. Un emploi du temps de l'utilisateur peut être obtenu à partir d'un terminal de l'utilisateur, un événement de recommandation d'article de location correspondant à l'emploi du temps peut être généré au moyen de l'analyse de l'emploi du temps, et au moins un article de location peut être recommandé à un utilisateur conformément à l'événement de recommandation d'article de location et à des informations d'utilisateur enregistrées dans un service de location d'article. La présente invention permet d'augmenter les bénéfices du service de location d'articles au moyen d'une recommandation automatique d'un article de location qui est approprié pour l'emploi du temps des utilisateurs du service de location d'articles et qui est très susceptible d'être loué par les utilisateurs.
PCT/KR2017/003314 2016-09-02 2017-03-28 Dispositif de recommandation d'article de location au moyen d'un emploi du temps de l'utilisateur et procédé associé WO2018043861A1 (fr)

Applications Claiming Priority (2)

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KR10-2016-0113159 2016-09-02
KR1020160113159A KR20180026153A (ko) 2016-09-02 2016-09-02 사용자의 스케줄을 이용한 대여 아이템 추천 장치 및 이를 이용한 방법

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KR102263226B1 (ko) * 2020-08-05 2021-06-09 이준영 Nfc 센서를 이용한 일정 관리 방법 및 장치
KR20230039399A (ko) 2021-09-14 2023-03-21 김종선 의상 정보 이용 방법 및 이를 지원하는 디바이스

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KR20140107726A (ko) * 2013-02-26 2014-09-05 에스케이플래닛 주식회사 상품 추천 서비스 시스템 및 그 방법, 그리고 이에 적용되는 장치
KR20150070481A (ko) * 2013-12-16 2015-06-25 넷다이버(주) 마케팅 시스템 및 이를 이용한 마케팅 방법

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KR20090028438A (ko) * 2007-09-14 2009-03-18 팔로 알토 리서치 센터 인코포레이티드 애드혹, 동적 모델 구성을 갖는 추천기 시스템
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