SG10201708929RA - Multi-window time-aware personalized recommendation system - Google Patents

Multi-window time-aware personalized recommendation system

Info

Publication number
SG10201708929RA
SG10201708929RA SG10201708929RA SG10201708929RA SG10201708929RA SG 10201708929R A SG10201708929R A SG 10201708929RA SG 10201708929R A SG10201708929R A SG 10201708929RA SG 10201708929R A SG10201708929R A SG 10201708929RA SG 10201708929R A SG10201708929R A SG 10201708929RA
Authority
SG
Singapore
Prior art keywords
users
time
personalized recommendation
recommendation system
window time
Prior art date
Application number
SG10201708929RA
Inventor
Gautam Vadlamudi Satya
Kumar Shashi
Sahu Sanket
Malviya Arjit
CHOUDHURY Pravanjan
Original Assignee
Capillary Tech International Pte Ltd
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 Capillary Tech International Pte Ltd filed Critical Capillary Tech International Pte Ltd
Publication of SG10201708929RA publication Critical patent/SG10201708929RA/en

Links

Classifications

    • 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]
    • G06Q30/0631Item recommendations
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2457Query processing with adaptation to user needs
    • G06F16/24578Query processing with adaptation to user needs using ranking
    • 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
    • G06F16/953Querying, e.g. by the use of web search engines
    • G06F16/9535Search customisation based on user profiles and personalisation
    • 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
    • G06F16/955Retrieval from the web using information identifiers, e.g. uniform resource locators [URL]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10Complex mathematical operations
    • G06F17/18Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Business, Economics & Management (AREA)
  • General Engineering & Computer Science (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • General Business, Economics & Management (AREA)
  • Strategic Management (AREA)
  • Marketing (AREA)
  • Economics (AREA)
  • Development Economics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Probability & Statistics with Applications (AREA)
  • Operations Research (AREA)
  • Algebra (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computational Linguistics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Information Transfer Between Computers (AREA)

Abstract

MULTI-WINDOW TIME-AWARE PERSONALIZED RECOMMENDATION SYSTEM A multi-window time-aware personalized recommendation system and method is provided. The system includes a memory having computer-readable instructions stored therein. The system further includes a processor configured to access purchase history of one or more users and to select a pair of items purchased by the one or more users based on the purchase history. The processor is further configured to determine a contributory affinity value between a first item and a second item of the selected pair of items for each of the one or more users. The contributory affinity value is determined based on a first time-decay function and a second time-decay function associated with purchase times of the first and second items. In addition, the processor is configured to combine the contributory affinity values for each of the one or more users to estimate the affinity value between the first and second item across multiple time-windows. (Figure 1)
SG10201708929RA 2017-07-05 2017-10-31 Multi-window time-aware personalized recommendation system SG10201708929RA (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
IN201741023671 2017-07-05

Publications (1)

Publication Number Publication Date
SG10201708929RA true SG10201708929RA (en) 2019-02-27

Family

ID=64902776

Family Applications (1)

Application Number Title Priority Date Filing Date
SG10201708929RA SG10201708929RA (en) 2017-07-05 2017-10-31 Multi-window time-aware personalized recommendation system

Country Status (2)

Country Link
US (1) US20190012718A1 (en)
SG (1) SG10201708929RA (en)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI649712B (en) * 2017-12-08 2019-02-01 財團法人工業技術研究院 Electronic device, presentation process module presentation method and computer readable medium
US20200234326A1 (en) * 2019-01-22 2020-07-23 Mercari, Inc. Temporal disposition of offers based on decay curves
CN110276011A (en) * 2019-06-25 2019-09-24 北京字节跳动网络技术有限公司 Method, apparatus, electronic equipment and the computer-readable medium of information recommendation
CN111460172A (en) * 2020-03-31 2020-07-28 北京小米移动软件有限公司 Method and device for determining answers to product questions and electronic equipment
US11676169B1 (en) * 2021-01-15 2023-06-13 Walgreen Co. Machine learning system for personally optimized offer decay curves

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080270398A1 (en) * 2007-04-30 2008-10-30 Landau Matthew J Product affinity engine and method

Also Published As

Publication number Publication date
US20190012718A1 (en) 2019-01-10

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