SG10201708929RA - Multi-window time-aware personalized recommendation system - Google Patents
Multi-window time-aware personalized recommendation systemInfo
- 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
Links
Classifications
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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
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0631—Item recommendations
-
- 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
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2457—Query processing with adaptation to user needs
- G06F16/24578—Query processing with adaptation to user needs using ranking
-
- 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
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9535—Search customisation based on user profiles and personalisation
-
- 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
- G06F16/955—Retrieval from the web using information identifiers, e.g. uniform resource locators [URL]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/18—Complex 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)
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)
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)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080270398A1 (en) * | 2007-04-30 | 2008-10-30 | Landau Matthew J | Product affinity engine and method |
-
2017
- 2017-10-31 SG SG10201708929RA patent/SG10201708929RA/en unknown
-
2018
- 2018-04-11 US US15/950,259 patent/US20190012718A1/en not_active Abandoned
Also Published As
Publication number | Publication date |
---|---|
US20190012718A1 (en) | 2019-01-10 |
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