KR102412461B9 - 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템 - Google Patents

상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템

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Publication number
KR102412461B9
KR102412461B9 KR1020200111669A KR20200111669A KR102412461B9 KR 102412461 B9 KR102412461 B9 KR 102412461B9 KR 1020200111669 A KR1020200111669 A KR 1020200111669A KR 20200111669 A KR20200111669 A KR 20200111669A KR 102412461 B9 KR102412461 B9 KR 102412461B9
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KR
South Korea
Prior art keywords
product
predicting demand
visual schema
schema
visual
Prior art date
Application number
KR1020200111669A
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English (en)
Other versions
KR20220030003A (ko
KR102412461B1 (ko
Inventor
이현정
박기범
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이현정
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 이현정 filed Critical 이현정
Priority to KR1020200111669A priority Critical patent/KR102412461B1/ko
Priority to US17/462,730 priority patent/US11922443B2/en
Priority to CN202111025487.5A priority patent/CN114202352A/zh
Publication of KR20220030003A publication Critical patent/KR20220030003A/ko
Priority to KR1020220074823A priority patent/KR20220092471A/ko
Application granted granted Critical
Publication of KR102412461B1 publication Critical patent/KR102412461B1/ko
Priority to KR1020230109809A priority patent/KR20230127183A/ko
Publication of KR102412461B9 publication Critical patent/KR102412461B9/ko
Priority to US18/492,370 priority patent/US20240054512A1/en

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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
    • G06Q30/0201—Market modelling; Market analysis; Collecting market data
    • G06Q30/0204—Market segmentation
    • 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
    • G06Q30/0201—Market modelling; Market analysis; Collecting market data
    • G06Q30/0202—Market predictions or forecasting for commercial activities
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/21—Design, administration or maintenance of databases
    • G06F16/211—Schema design and management
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/95—Retrieval from the web
    • G06F16/958—Organisation or management of web site content, e.g. publishing, maintaining pages or automatic linking
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/23—Clustering techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • 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
    • G06Q30/0201—Market modelling; Market analysis; Collecting market data
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Strategic Management (AREA)
  • Finance (AREA)
  • Development Economics (AREA)
  • Accounting & Taxation (AREA)
  • General Physics & Mathematics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Economics (AREA)
  • Game Theory and Decision Science (AREA)
  • Databases & Information Systems (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Software Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Biology (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
KR1020200111669A 2020-09-02 2020-09-02 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템 KR102412461B1 (ko)

Priority Applications (6)

Application Number Priority Date Filing Date Title
KR1020200111669A KR102412461B1 (ko) 2020-09-02 2020-09-02 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템
US17/462,730 US11922443B2 (en) 2020-09-02 2021-08-31 Method for predicting demand using visual schema of product, device therefor and computer program therefor
CN202111025487.5A CN114202352A (zh) 2020-09-02 2021-09-02 利用商品的视觉图式的需求预测方法及其装置
KR1020220074823A KR20220092471A (ko) 2020-09-02 2022-06-20 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템
KR1020230109809A KR20230127183A (ko) 2020-09-02 2023-08-22 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템
US18/492,370 US20240054512A1 (en) 2020-09-02 2023-10-23 Method for predicting demand using visual schema of product, device therefor and computer program therefor

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020200111669A KR102412461B1 (ko) 2020-09-02 2020-09-02 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템

Related Child Applications (1)

Application Number Title Priority Date Filing Date
KR1020220074823A Division KR20220092471A (ko) 2020-09-02 2022-06-20 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템

Publications (3)

Publication Number Publication Date
KR20220030003A KR20220030003A (ko) 2022-03-10
KR102412461B1 KR102412461B1 (ko) 2022-06-22
KR102412461B9 true KR102412461B9 (ko) 2023-09-19

Family

ID=80358757

Family Applications (3)

Application Number Title Priority Date Filing Date
KR1020200111669A KR102412461B1 (ko) 2020-09-02 2020-09-02 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템
KR1020220074823A KR20220092471A (ko) 2020-09-02 2022-06-20 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템
KR1020230109809A KR20230127183A (ko) 2020-09-02 2023-08-22 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템

Family Applications After (2)

Application Number Title Priority Date Filing Date
KR1020220074823A KR20220092471A (ko) 2020-09-02 2022-06-20 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템
KR1020230109809A KR20230127183A (ko) 2020-09-02 2023-08-22 상품의 비주얼 스키마를 이용한 수요 예측 방법 및 그 시스템

Country Status (3)

Country Link
US (2) US11922443B2 (ko)
KR (3) KR102412461B1 (ko)
CN (1) CN114202352A (ko)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102602448B1 (ko) 2022-09-21 2023-11-14 백승훈 Cnn과 annoy 딥러닝 분석 기술을 활용한 미래 수요 예측 시스템
US20240118993A1 (en) 2022-10-11 2024-04-11 Wevo, Inc. Scalable systems and methods for curating user experience test results
US20240144107A1 (en) 2022-11-02 2024-05-02 Wevo, Inc. Scalable systems and methods for discovering and documenting user expectations
CN116862561B (zh) * 2023-07-10 2024-01-26 深圳爱巧网络有限公司 基于卷积神经网络的产品热度分析方法和系统
CN116894522A (zh) * 2023-07-27 2023-10-17 北京化工大学 一种基于深度学习模型的网约车短时需求预测方法

Family Cites Families (12)

* Cited by examiner, † Cited by third party
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JP2003122895A (ja) * 2001-08-08 2003-04-25 Toyota Motor Corp 商品販売数予測システム及びその方法
JP5251217B2 (ja) * 2008-04-03 2013-07-31 日本電気株式会社 販売数予測システム、販売数予測システムの動作方法および販売数予測プログラム
US20140172502A1 (en) * 2012-12-19 2014-06-19 Target Brands, Inc. Consumer walker reports
KR101736114B1 (ko) * 2016-04-07 2017-05-17 부경대학교 산학협력단 여름철 의류 구매력 지수 산정 시스템 및 그 방법
WO2017216919A1 (ja) * 2016-06-16 2017-12-21 株式会社オプティム 服装情報提供システム、服装情報提供方法、およびプログラム
KR101872223B1 (ko) 2016-10-14 2018-08-02 주식회사 샤샤 인터넷 기반 판매 예측 정보 제공 장치
US11232511B1 (en) * 2017-11-28 2022-01-25 A9.Com, Inc. Computer vision based tracking of item utilization
US20210103971A1 (en) * 2019-10-08 2021-04-08 International Business Machines Corporation Dynamic display of product features related to customer relevant preferences
TWI786376B (zh) * 2020-02-20 2022-12-11 緯創資通股份有限公司 需求預測方法以及需求預測裝置
US11342060B2 (en) * 2020-05-12 2022-05-24 Bender, LLC Lifestyle preference management system and method
US11580585B1 (en) * 2020-06-29 2023-02-14 Amazon Technologies, Inc. User-preferred item attributes
US20230109298A1 (en) * 2021-10-04 2023-04-06 Maplebear Inc. (Dba Instacart) Accounting for variable dimensions of content items when positioning content items in a user interface having slots for displaying content items

Also Published As

Publication number Publication date
KR20220092471A (ko) 2022-07-01
KR20220030003A (ko) 2022-03-10
US11922443B2 (en) 2024-03-05
KR102412461B1 (ko) 2022-06-22
KR20230127183A (ko) 2023-08-31
CN114202352A (zh) 2022-03-18
US20220067763A1 (en) 2022-03-03
US20240054512A1 (en) 2024-02-15

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