KR20180092053A - Intelligent shopping managing system - Google Patents

Intelligent shopping managing system Download PDF

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KR20180092053A
KR20180092053A KR1020170017343A KR20170017343A KR20180092053A KR 20180092053 A KR20180092053 A KR 20180092053A KR 1020170017343 A KR1020170017343 A KR 1020170017343A KR 20170017343 A KR20170017343 A KR 20170017343A KR 20180092053 A KR20180092053 A KR 20180092053A
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product
mall
information
keyword
unit
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KR1020170017343A
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Korean (ko)
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유수종
배소영
홍숙
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주식회사 마인드그룹
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Priority to KR1020170017343A priority Critical patent/KR20180092053A/en
Publication of KR20180092053A publication Critical patent/KR20180092053A/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/40Information retrieval; Database structures therefor; File system structures therefor of multimedia data, e.g. slideshows comprising image and additional audio data
    • G06F16/43Querying
    • G06F16/432Query formulation
    • G06F16/434Query formulation using image data, e.g. images, photos, pictures taken by a user
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/58Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/583Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0623Item investigation
    • G06Q30/0625Directed, with specific intent or strategy
    • G06Q30/0629Directed, with specific intent or strategy for generating comparisons
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0633Lists, e.g. purchase orders, compilation or processing
    • G06Q30/0635Processing of requisition or of purchase orders
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0641Shopping interfaces
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/04Real-time or near real-time messaging, e.g. instant messaging [IM]

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Physics & Mathematics (AREA)
  • Accounting & Taxation (AREA)
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  • Databases & Information Systems (AREA)
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  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Economics (AREA)
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  • General Business, Economics & Management (AREA)
  • Library & Information Science (AREA)
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  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The present invention relates to an intelligent shopping management system. The present invention comprises: a keyword and attribute value management unit (110); an online product information search unit (120); a SOHO mall management unit (130); an open market seller mall management unit (140); a product keyword display unit (150); a double mall display unit (160); and a chatting management unit (170). According to the present invention, a user can check price information of the same or similar products by comparing the price information with the sales prices of open market seller malls while checking professional advanced information for the products in a SOHO mall.

Description

Intelligent Shopping Management System {INTELLIGENT SHOPPING MANAGING SYSTEM}

In the present invention, after sorting a product into categories, keywords, and attribute values, the information is searched for and registered in a small-sized mall that professionally sells products and an open market seller mall that registers products in an open market, And open market sellers 'mall to provide professional advanced information about the product to be confirmed by the small mall while price information of the same or similar products can be compared to open market sellers' ≪ / RTI >

In general, purchasing products using web browsers or apps for purchasing and authentication are already commonplace in online or mobile environments. When a consumer purchases a product, the user has to search for the product information, check the retrieved product image and price, and then purchase the product.

 Also, when buying a product using the price comparison site, you can check the open market seller mall by registering in the open market, but since the open market seller mall competes based on the lowest price, And information and explanation about the product itself are relatively poor, so that accurate information about the product can not be confirmed.

In the case of a small company that sells products professionally, it provides various information about the product, but when the site of the small mall is unknown, there is a problem that there is a limitation in selling the product.

The consumer who purchases the product may also need more information about the product, purchase the product at a low price, or inquire about the criteria of the new product. However, There is a problem that can only confirm goods.

Most of the important information is included in the detailed description of the product, but since all of the detailed descriptions of the products are provided only as image type information, it is impossible to search for keywords by category or to extract attribute values. not.

A problem to be solved by the present invention is to classify a product into categories, keywords, and attribute values, and then to search for information on the open market seller mall And provide the users with information about the small market and the open market seller mall so that the professional advanced information about the goods can be confirmed at the small mall while the price information of the same or similar goods can be compared with the selling prices of the open market sellers mall The present invention provides an intelligent shopping management system.

Another object of the present invention is to provide a chat window in which users or vendors connected to the same screen communicate with each other based on keywords of a screen displayed on a user terminal so that information and knowledge can be easily shared between users and vendors To provide an intelligent shopping management system.

The intelligent shopping management system of the present invention comprises: a keyword and attribute value management unit 110 for classifying and storing goods information provided to a user into categories and a property value of goods; A small-sized mall that searches for products corresponding to the keywords and attribute values classified through the keyword and attribute value management unit 110 on-line and sells the goods directly, and an open market seller mall for registering the goods in the open market, An online product information search unit 120 for confirming the URL of the product page; A small-mall managing unit 130 for storing and managing information on a small-sized mall selling goods corresponding to keywords and attribute values of each product category retrieved through the online product information searching unit 120; An open market seller mall management unit 140 for storing and managing information on an open market seller mall that sells goods corresponding to keywords and attribute values of the goods category searched through the online goods information search unit 120; A product keyword display unit 150 sequentially displaying keywords and attribute values of the registered categories so that the user can check them on the terminal; A dual mall display unit 160 for displaying product information of the registered small mall corresponding to the keyword selected by the user on the user's terminal in the small mall display area and displaying the product information of the open market seller mall in the open market display area; And a chat management unit 170 for providing and managing a chat window so that users connected to the screen displayed on the user terminal can communicate with each other.

Preferably, the online product information search unit 120 includes a text search unit 121 for analyzing text information of a small-sized mall or an open market seller mall provided on-line and confirming whether the text information matches the keywords and attribute values of the product category, An image analyzing unit 122 for checking whether the item detailed information included in the image of the open market matches the keyword and the attribute value of the product category, And a keyword URL verifying unit 123 for verifying the URL of the corresponding page if the corresponding information exists.

Preferably, the small commerce information of the online commodity information retrieving unit 120 includes a business name of the small commerce, a sale commodity, an attribute value of the commodity, an image of the commodity, and a connection URL of the commodity.

Preferably, the open market seller mall information of the online merchandise information search unit 120 includes a name of the seller, a sale item, an attribute value of the sale item, an image of the sale item, and a connection URL of the sale item.

Preferably, the product keyword display unit 150 displays an image of a product matching the product keyword displayed on the user's terminal.

Preferably, the dual-mall display unit 160 further displays a 'registration list confirmation menu' for confirming the entire sales information of the small mall or open market seller mall registered in the small mall display area and the open market display area .

Preferably, the chat management unit 170 includes: a sequential chat window management unit 171 for generating respective chat windows corresponding to respective keywords of the category of goods; a chat menu display unit 171 for displaying a chat menu on the screen displayed on the user terminal; A user screen confirmation unit 173 for confirming a keyword of a screen displayed to a user when the user selects a chat menu on the screen, A chat window display unit 174 for displaying a chat window corresponding to the keyword on a user terminal, a small terminal having a product registered on a screen keyword of a user who has selected a chat menu, and a sales chat terminal manager 171 And a vendor chat window management unit 175 for providing a chat window of the vendor chat window.

Preferably, the vendor chat window management unit 175 provides a list of chat windows provided for each keyword of the category to a terminal of the vendor, and displays the number of participants participating in the chat window on one side of the list.

Preferably, the theme product managing unit 180 registers, stores, and manages a theme product that sells products corresponding to two or more keywords regardless of category classification; And an interest information management unit 190 for registering, storing, and managing information on the interested goods, the interested sellers, and the confirmed goods registered by the user.

According to the present invention, information on an open market seller mall, such as an individual, a blog, and the like, which is registered in an open market and sells a product, There is an advantage in that it is possible to check and register the business information accurately for each product without registering the goods dealer as in the prior art.

In addition, since detailed product description information including most important product information is in the form of an image, it is impossible to search and extract attribute values. However, by using machine learning technology, text information can be extracted from detailed product description information of such image form , It can be extracted and used for retrieval and attribute value extraction, and the quality of online product search will be greatly improved in the future.

Also, since the products displayed on the user's terminal are displayed separately by the small mall and the open market seller mall, the user can check the professional information of the goods at the small mall and the price comparison of the goods at the open market seller mall .

Also, there is an advantage that, while the user is searching for a product, the user can enter the chat window set on the basis of the keyword displayed on the screen, and inquiries can be confirmed from the user or dealer who is connected to the same screen.

1 is a schematic diagram of an intelligent shopping management system according to the present invention;
2 is a block diagram of a shopping management center according to the present invention;
FIG. 3 is an exemplary view showing classification of attribute values of goods according to the present invention; FIG.
4 is a flowchart illustrating a process of registering and displaying a product according to the present invention.
5 is a flowchart of a chat process according to the present invention;

Hereinafter, the present invention will be described in detail with reference to the accompanying drawings.

As shown in FIG. 1, the basic concept of the intelligent shopping management system according to the present invention is that the shopping management center 100 classifies goods, which a user wants to shop, into attribute values of keywords for each category and goods, And the open market seller mall 400 that registers and sells the goods in the open market are collectively collected and distinguished on-line to the user terminal 200, Information is divided into small malls and open market sellers. Accordingly, the user can confirm the professional information about the product at the small mall and compare the price of the product to the open market seller mall. At this time, open market means a site where a number of sellers are registered and sell products such as auction, G market, and 11th avenue.

2, the shopping management center 100 of the present invention includes a keyword and attribute value management unit 110, an online product information search unit 120, a small-mall management unit 130, an open market seller mall management unit 140, A product keyword display unit 150, a dual display unit 160, a chat management unit 170, a theme product management unit 180, and an interest information management unit 190.

The keyword and attribute value management unit 110 stores the product information provided to the user into the product DB 111 by classifying the product information into the attribute values of a keyword and a product of each category. At this time, the category keyword means the classification name of the product, and the attribute value of the product can be classified into the attribute KEY and the attribute VALUE such as color, material, function, fixed, and pattern. For example, the category keywords are classified into a bedroom -> a bed -> a single bed, a double bed, a garment -> a men's wear -> a jeans, and an attribute value of a product is classified into an attribute KEY and an attribute VALUE . Since the product is classified into the attribute value indicating the characteristics of the product as well as the keyword, the same or similar product can be searched and confirmed accurately.

The online product information search unit 120 searches for products corresponding to keywords and attribute values classified through the keyword and attribute value management unit 110 and registers them in the open market where the goods are directly sold, Check the open market sellers mall and check the URL of the product page.

The online product information search unit 120 includes a text search unit 121 for analyzing text information of a small-sized mall or an open market seller mall provided on-line and confirming whether the keyword matches the attribute value of the product category, An image analyzing unit 122 for checking whether the item detailed information included in the image of the market matches the keyword and the attribute value of the product category, And a keyword URL checking unit 123 for checking the URL of the corresponding page if the corresponding information exists. The online product information searching unit 120 searches for a small-mall or an open market corresponding to a keyword by a crawling method, and the image analyzing unit 122 analyzes text information from product detail description information of an image type using a machine learning technique It is preferable to check the keyword or attribute value.

The small-mall management unit 130 stores and manages information on the small-mall selling the goods corresponding to the keywords and attribute values of the goods category searched through the online goods information searching unit 120 in the small-mall DB 131. The SOHO information includes the company name of the SOHO MALL, the sale item, the attribute value of the sale item, the image of the sale item, and the URL of the sale item.

The open market seller mall management unit 140 stores information on the open market seller mall that sells products corresponding to the keywords and attribute values of the goods category searched through the online goods information searching unit 120 to the open market seller mall DB 141, . The open market seller mall information includes a name of a seller, a sale product, an attribute value of the sale product, an image of the sale product, and a connection URL of the sale product.

The product keyword display unit 150 sequentially displays keywords and attribute values of the registered categories so that the user can confirm them on the terminal. The product keyword display unit 150 displays the registered top keywords, and when one of the top keywords is selected by the user, the next keyword, the next highest keyword, the last keyword, and the attribute value sequentially displayed in the order of the highest keyword desirable. At this time, it is preferable that a mall product image having a high ranking among the small malls or open market sellers mall registered corresponding to the keyword is displayed on the user terminal displaying the keyword.

The dual mass display unit 160 displays product information of the registered small mall corresponding to the keyword selected by the user in the user terminal in the small mall display area and displays the product information of the open market seller mall in the open market display area. At this time, the product information displayed in the small-mall display area and the open market display area of the bimole dome display unit 160 is basically the seller information of the small mall or the open market, the product name and the product image, desirable. Also, in each area, 3 to 5 products are displayed by price and sales order, and the number of the registered vendors is displayed, and a 'registration list confirmation menu' is displayed do. With this dual-mall display unit 160, the user can confirm the professional product description through the small mall, and can confirm the price of the product through the open market seller mall.

The chat management unit 170 provides and manages a chat window so that users connected to the screen displayed on the user terminal can communicate with each other.

The chat management unit 170 includes a sequential chat window management unit 171 for generating a chat window corresponding to each keyword of the category of the merchandise and a chat menu display unit 172 for displaying a chat menu on the screen displayed on the terminal of the user A user screen confirmation unit 173 for confirming a keyword of a screen displayed to a user when the user selects a chat menu on the screen; A chat window display unit 174 for displaying a chat window corresponding to the chat window management unit 171, a chat window display unit 174 for displaying a chat window corresponding to the chat window management unit 171, And a vendor chat window management unit 175 for providing a chat window. At this time, it is preferable that the vendor chat window management unit 175 provides a list of chat windows provided for each keyword of the category to the terminal of the vendor, and the number of participants participating in the chat window is displayed on one side of the list.

If there is a question on the screen displayed to the user by the chat management unit 170, the user can access the chat window in real time to create the inquiry, and various information can be obtained from other connected users, the open market, and the open market cellar mall .

The theme product management unit 180 registers theme products for selling products corresponding to two or more keywords regardless of category classification, stores them and stores them in the theme product information DB 181.

The interest information management unit 190 stores information on interest goods, interested sellers, and confirmed goods registered in the user and stores the information in the interest information DB 191 and manages the information.

Hereinafter, a product management method of the intelligent shopping management system of the present invention will be described.

<Product registration and display process>

As shown in FIG. 4, the product management center classifies the product information provided to the user into the category keywords and the attribute values of the goods in the order of the minor category in the major category (S101). Similar keywords are categorized by the same keyword.

In addition, the Product Management Center searches the text contained in the web page of the small market and the open market seller mall where the product corresponding to the keyword and attribute value of the category is sold online, or analyzes the image of the web page, (S102). When the text matching the keyword and the attribute value is confirmed, the URL of the page is registered in the keyword and the attribute value, respectively (S103). At this time, the on-line search is preferably performed by machine learning to improve the quality of the product search.

When the URLs of the SOHO mall and the open market seller mall corresponding to the keywords and the attribute values of the product category are searched through the above process, the business name, the sale product, the image of the sale product, the access URL of the sale product, And the open market seller mall DB 141, as shown in FIG.

When a user displays a product on a user's terminal, the user selects a product name or a keyword and an attribute value by category, and then the goods management center confirms the product registered in the small market and the open market cellar mall corresponding to the keyword (S104).

The product management center divides the screen of the user terminal into a small-mall display area and an open-market display area, displays product information of the small mall retrieved in the small mall display area, and displays product information of the open market seller mall together with the open market display area (S105). At this time, the merchandise information displayed in the small-mall display area and the open market display area is preferably displayed basically with the seller information of the small mall or open market, the merchandise name and the merchandise image, and the price of the merchandise. Also, in each area, 3 to 5 products are displayed by price and sales order, and the number of the registered vendors is displayed, and a 'registration list confirmation menu' is displayed do.

If the product information of the small mall and the open market seller mall are displayed together on the one screen, the user can select the small mall to confirm the professional description of the product (S106), and select the open market seller mall (S107).

<Chat process>

5, when the user connected to the commodity screen displayed on the user terminal selects a chat menu displayed on one side of the screen (S201), the commodity management center confirms the keyword of the screen selected by the chat menu (S202).

Then, when the keyword of the user terminal is confirmed, the screen displayed in the chat window corresponding to the keyword is displayed on the user terminal (S203), and a chat terminal And provides the number of participants who entered the window (S204). At this time, it is desirable to provide a list of chat windows provided for each keyword of the category as a terminal of the vendor, and the number of participants participating in the chat window is preferably displayed at one side of the list. If the vendor selects one of the chat windows, the user accesses the corresponding chat window (S205).

Since the user can directly access the chat window corresponding to the keyword of the screen displayed on the user terminal, if there is a question on the screen displayed to the user, the user can access the chat window in real time and write the inquiry, , Various information can be obtained from the open market seller mall.

While the present invention has been particularly shown and described with reference to exemplary embodiments thereof, it is to be understood that the invention is not limited to the disclosed exemplary embodiments. It is to be understood that within the scope of the appended claims, various changes and modifications may be made.

100: Shopping management center 110: Keyword and attribute value management unit
120: Online product information search unit 121: Text search unit
122: Image analysis unit 123: URL verification unit
130: Sub-mall management unit 140: Open market seller mall management unit
150: product keyword display unit 160:
170: chat management unit 171: progress chat window management unit
172: a chat menu display part 173: a user screen confirmation part
174: chat window display unit 175: vendor chat window management unit
180: theme product management unit 190: interest information management unit
200: user terminal 300:
400: Open Market Sellers Mall

Claims (9)

A keyword and attribute value management unit 110 for classifying and storing the product information provided to the user into a category keyword and an attribute value of the product;
A small-sized mall that searches for products corresponding to the keywords and attribute values classified through the keyword and attribute value management unit 110 on-line and sells the goods directly, and an open market seller mall for registering the goods in the open market, An online product information search unit 120 for confirming the URL of the product page;
A small-mall managing unit 130 for storing and managing information on a small-sized mall selling goods corresponding to keywords and attribute values of each product category retrieved through the online product information searching unit 120;
An open market seller mall management unit 140 for storing and managing information on an open market seller mall that sells goods corresponding to keywords and attribute values of the goods category searched through the online goods information search unit 120;
A product keyword display unit 150 sequentially displaying keywords and attribute values of the registered categories so that the user can check them on the terminal;
A dual mall display unit 160 for displaying product information of the registered small mall corresponding to the keyword selected by the user on the user's terminal in the small mall display area and displaying the product information of the open market seller mall in the open market display area;
And a chat management unit (170) for providing and managing a chat window so that users connected to the screen displayed on the user terminal can communicate with each other.
The system of claim 1, wherein the online product information search unit (120) comprises a text search unit (121) for analyzing the text information of the sub-mall or open market seller mall provided online and checking whether the keyword matches the attribute value of the product category An image analyzing unit 122 for checking whether the item detailed information included in the image of the small market or the open market matches the keyword and the attribute value of the product category, And a keyword URL verifying unit (123) for verifying the URL of the page if the information corresponding to the attribute value exists. 2. The intelligent shopping management system according to claim 1, wherein the small shopping mall information of the online merchandise information search unit (120) includes a business name of the small mall, a sale product, an attribute value of the sale product, system. The information processing apparatus according to claim 1, wherein the open market seller mall information of the online product information searching unit (120) includes a sales company name, a sale product, an attribute value of the sale product, Shopping management system. The intelligent shopping management system according to claim 1, wherein the product keyword display unit (150) matches the product image displayed on the user's terminal with the product image and displays the same. The dual display unit 160 further displays a 'registration list confirmation menu' for confirming the entire sales information of the small mall or the open market seller mall registered in the small mall display area and the open market display area The intelligent shopping management system. The chat management system according to claim 1, wherein the chat management unit (170) comprises: a sequential chat window management unit (171) for generating a respective chat window corresponding to each keyword of the category of the merchandise; a chat A user screen confirmation unit 173 for confirming a keyword of a screen displayed to the user when the user selects a chat menu on the screen; A chat window display unit 174 for displaying a chat window corresponding to the keyword on the user terminal, a small-sized terminal having a product registered on a screen keyword of the user who selected the chat menu, and a sales agent terminal of an open- And a vendor chat window management unit (175) for providing a chat window of the vendor chat window (171). [17] The sales agent chat window management unit 175 may provide a list of chat windows provided for each keyword of a category to a terminal of a vendor, and display the number of participants participating in the chat window on one side of the list Intelligent shopping management system. The theme product management system according to claim 1, further comprising: a theme product management unit (180) for registering, storing, and managing theme products for selling products corresponding to two or more keywords regardless of category classification; Further comprising an interest information management unit (190) for registering, storing, and managing information on the interested goods, interested sellers, and confirmed goods registered by the user.
KR1020170017343A 2017-02-08 2017-02-08 Intelligent shopping managing system KR20180092053A (en)

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20210025350A (en) * 2019-08-27 2021-03-09 엔에이치엔 주식회사 Shopping mall system and method for recommendation goods using text analysis
WO2021153867A1 (en) * 2020-01-29 2021-08-05 뉴21커뮤니티(주) Integrated open market management system using search keyword

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20210025350A (en) * 2019-08-27 2021-03-09 엔에이치엔 주식회사 Shopping mall system and method for recommendation goods using text analysis
WO2021153867A1 (en) * 2020-01-29 2021-08-05 뉴21커뮤니티(주) Integrated open market management system using search keyword

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