WO2007048008A3 - Method and apparatus for retail data mining using pair-wise co-occurrence consistency - Google Patents
Method and apparatus for retail data mining using pair-wise co-occurrence consistency Download PDFInfo
- Publication number
- WO2007048008A3 WO2007048008A3 PCT/US2006/041188 US2006041188W WO2007048008A3 WO 2007048008 A3 WO2007048008 A3 WO 2007048008A3 US 2006041188 W US2006041188 W US 2006041188W WO 2007048008 A3 WO2007048008 A3 WO 2007048008A3
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- peacock
- purchase
- products
- wise
- pair
- Prior art date
Links
Classifications
-
- 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
- G06Q30/0201—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
Abstract
The invention, referred to herein as PeaCoCk, uses a unique blend of technologies from statistics, information theory, and graph theory to quantify and discover patterns in relationships between entities, such as products and customers, as evidenced by purchase behavior. In contrast to traditional purchase-frequency based market basket analysis techniques, such as association rules which mostly generate obvious and spurious associations, PeaCoCk employs information-theoretic notions of consistency and similarity, which allows robust statistical analysis of the true, statistically significant, and logical associations between products. Therefore, PeaCoCk lends itself to reliable, robust predictive analytics based on purchase-behavior.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP06826419A EP1949271A4 (en) | 2005-10-21 | 2006-10-20 | Method and apparatus for retail data mining using pair-wise co-occurrence consistency |
Applications Claiming Priority (6)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US11/256,386 | 2005-10-21 | ||
US11/256,386 US7672865B2 (en) | 2005-10-21 | 2005-10-21 | Method and apparatus for retail data mining using pair-wise co-occurrence consistency |
US11/327,822 US7801843B2 (en) | 2005-10-21 | 2006-01-06 | Method and apparatus for recommendation engine using pair-wise co-occurrence consistency |
US11/327,822 | 2006-01-06 | ||
US11/355,567 | 2006-02-15 | ||
US11/355,567 US7685021B2 (en) | 2005-10-21 | 2006-02-15 | Method and apparatus for initiating a transaction based on a bundle-lattice space of feasible product bundles |
Publications (3)
Publication Number | Publication Date |
---|---|
WO2007048008A2 WO2007048008A2 (en) | 2007-04-26 |
WO2007048008A3 true WO2007048008A3 (en) | 2007-07-12 |
WO2007048008B1 WO2007048008B1 (en) | 2007-09-13 |
Family
ID=37963360
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/US2006/041188 WO2007048008A2 (en) | 2005-10-21 | 2006-10-20 | Method and apparatus for retail data mining using pair-wise co-occurrence consistency |
Country Status (2)
Country | Link |
---|---|
EP (1) | EP1949271A4 (en) |
WO (1) | WO2007048008A2 (en) |
Families Citing this family (17)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8914866B2 (en) | 2010-01-19 | 2014-12-16 | Envizio, Inc. | System and method for user authentication by means of web-enabled personal trusted device |
US8738418B2 (en) | 2010-03-19 | 2014-05-27 | Visa U.S.A. Inc. | Systems and methods to enhance search data with transaction based data |
US9471791B2 (en) | 2011-08-18 | 2016-10-18 | Thomson Licensing | Private decayed sum estimation under continual observation |
US9110969B2 (en) | 2012-07-25 | 2015-08-18 | Sap Se | Association acceleration for transaction databases |
EP2738728A1 (en) * | 2012-11-29 | 2014-06-04 | Tata Consultancy Services Limited | Method and system for conducting a survey |
US10373177B2 (en) | 2013-02-07 | 2019-08-06 | [24] 7 .ai, Inc. | Dynamic prediction of online shopper's intent using a combination of prediction models |
US9491031B2 (en) | 2014-05-06 | 2016-11-08 | At&T Intellectual Property I, L.P. | Devices, methods, and computer readable storage devices for collecting information and sharing information associated with session flows between communication devices and servers |
US10475051B2 (en) * | 2014-08-26 | 2019-11-12 | Ncr Corporation | Shopping pattern recognition |
US10528958B2 (en) * | 2015-08-18 | 2020-01-07 | Mastercard International Incorporated | Systems and methods for generating relationships via a property graph model |
US11715111B2 (en) | 2018-09-25 | 2023-08-01 | Capital One Services, Llc | Machine learning-driven servicing interface |
US11373228B2 (en) | 2019-01-31 | 2022-06-28 | Walmart Apollo, Llc | System and method for determining substitutes for a requested product |
US11373231B2 (en) | 2019-01-31 | 2022-06-28 | Walmart Apollo, Llc | System and method for determining substitutes for a requested product and the order to provide the substitutes |
CN110555719B (en) * | 2019-07-31 | 2023-09-29 | 华南理工大学 | Commodity click rate prediction method based on deep learning |
CN112507931B (en) * | 2020-12-16 | 2023-12-22 | 华南理工大学 | Deep learning-based information chart sequence detection method and system |
CN113763014A (en) * | 2021-01-05 | 2021-12-07 | 北京沃东天骏信息技术有限公司 | Article co-occurrence relation determining method and device and judgment model obtaining method and device |
CN113052629B (en) * | 2021-03-10 | 2024-02-13 | 浙江工商大学 | Network user image drawing method based on CECU system intelligent algorithm model |
CN113836397A (en) * | 2021-09-02 | 2021-12-24 | 桂林电子科技大学 | Recommendation method for shopping basket personalized feature modeling |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5991735A (en) * | 1996-04-26 | 1999-11-23 | Be Free, Inc. | Computer program apparatus for determining behavioral profile of a computer user |
US6349290B1 (en) * | 1998-06-30 | 2002-02-19 | Citibank, N.A. | Automated system and method for customized and personalized presentation of products and services of a financial institution |
US6640215B1 (en) * | 1999-03-15 | 2003-10-28 | Marketswitch Corporation | Integral criterion for model training and method of application to targeted marketing optimization |
US7047251B2 (en) * | 2002-11-22 | 2006-05-16 | Accenture Global Services, Gmbh | Standardized customer application and record for inputting customer data into analytic models |
-
2006
- 2006-10-20 EP EP06826419A patent/EP1949271A4/en not_active Withdrawn
- 2006-10-20 WO PCT/US2006/041188 patent/WO2007048008A2/en active Application Filing
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5991735A (en) * | 1996-04-26 | 1999-11-23 | Be Free, Inc. | Computer program apparatus for determining behavioral profile of a computer user |
US6349290B1 (en) * | 1998-06-30 | 2002-02-19 | Citibank, N.A. | Automated system and method for customized and personalized presentation of products and services of a financial institution |
US6640215B1 (en) * | 1999-03-15 | 2003-10-28 | Marketswitch Corporation | Integral criterion for model training and method of application to targeted marketing optimization |
US7047251B2 (en) * | 2002-11-22 | 2006-05-16 | Accenture Global Services, Gmbh | Standardized customer application and record for inputting customer data into analytic models |
Also Published As
Publication number | Publication date |
---|---|
EP1949271A4 (en) | 2011-08-03 |
WO2007048008A2 (en) | 2007-04-26 |
EP1949271A2 (en) | 2008-07-30 |
WO2007048008B1 (en) | 2007-09-13 |
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