MX393316B - Procedimiento y sistema de predicción del comportamiento de compra de clientes - Google Patents

Procedimiento y sistema de predicción del comportamiento de compra de clientes

Info

Publication number
MX393316B
MX393316B MX2018006795A MX2018006795A MX393316B MX 393316 B MX393316 B MX 393316B MX 2018006795 A MX2018006795 A MX 2018006795A MX 2018006795 A MX2018006795 A MX 2018006795A MX 393316 B MX393316 B MX 393316B
Authority
MX
Mexico
Prior art keywords
temporal
procedure
data
purchase behavior
customer
Prior art date
Application number
MX2018006795A
Other languages
English (en)
Inventor
Auon Haidar Kazmi
Gaurangi Anand
Gautam Shroff
Lovekesh VIG
Pankaj Malhotra
Puneet Agarwal
Original Assignee
Tata Consultancy Services 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 Tata Consultancy Services Ltd filed Critical Tata Consultancy Services Ltd
Publication of MX393316B publication Critical patent/MX393316B/es

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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
    • G06F16/906—Clustering; Classification
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/043—Distributed expert systems; Blackboards
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Finance (AREA)
  • Accounting & Taxation (AREA)
  • Strategic Management (AREA)
  • Development Economics (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Entrepreneurship & Innovation (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Economics (AREA)
  • General Engineering & Computer Science (AREA)
  • Game Theory and Decision Science (AREA)
  • Databases & Information Systems (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computational Mathematics (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Computational Linguistics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

Se desvela un procedimiento y un sistema para permitir la predicción del comportamiento de clientes. Las características temporales y agregadas con respecto a las compras realizadas por un cliente se extraen del historial de compra de los clientes. Además, se generan modelos temporales y agregados correspondientes a las características extraídas, en el que los modelos temporales y agregados son datos de un primer tipo y datos de un segundo tipo respectivamente. Además, se usa una mezcla de expertos (ME) para procesar los modelos temporales y agregados que son de diferentes tipos de datos, para construir un modelo combinado, y el comportamiento de compra del cliente se identifica basándose en el modelo combinado.
MX2018006795A 2015-12-02 2016-12-02 Procedimiento y sistema de predicción del comportamiento de compra de clientes MX393316B (es)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
IN4550MU2015 2015-12-02
PCT/IB2016/057292 WO2017093953A1 (en) 2015-12-02 2016-12-02 Method and system for purchase behavior prediction of customers

Publications (1)

Publication Number Publication Date
MX393316B true MX393316B (es) 2025-03-21

Family

ID=58796436

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2018006795A MX393316B (es) 2015-12-02 2016-12-02 Procedimiento y sistema de predicción del comportamiento de compra de clientes

Country Status (7)

Country Link
US (1) US20180365715A1 (es)
EP (1) EP3384399A4 (es)
AU (1) AU2016362126A1 (es)
BR (1) BR112018011359A2 (es)
CA (1) CA3007338A1 (es)
MX (1) MX393316B (es)
WO (1) WO2017093953A1 (es)

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US20200007934A1 (en) * 2018-06-29 2020-01-02 Advocates, Inc. Machine-learning based systems and methods for analyzing and distributing multimedia content
US11263649B2 (en) * 2018-07-23 2022-03-01 Adobe Inc. Quantitative rating system for prioritizing customers by propensity and buy size
CN109460816B (zh) * 2018-11-16 2020-09-18 焦点科技股份有限公司 一种基于深度学习的用户行为预测方法
CN110009384A (zh) * 2019-01-07 2019-07-12 阿里巴巴集团控股有限公司 预测业务指标的方法及装置
US20200226661A1 (en) * 2019-01-14 2020-07-16 Punchh Inc. Encoding textual data for personalized inventory management
US10990598B2 (en) * 2019-01-31 2021-04-27 Microsoft Technology Licensing, Llc Aggregating quantile metrics in multidimensional data sets
CN110033309B (zh) * 2019-03-08 2022-05-20 平安科技（深圳）有限公司 基于历史数据预测结果的方法、装置及终端设备
CN110457906B (zh) * 2019-08-15 2023-03-31 国家电网公司华东分部 一种网络安全事件智能告警方法
CN110544131A (zh) * 2019-09-06 2019-12-06 创新奇智(重庆)科技有限公司 一种数据驱动的电商用户购买行为预测方法
US11403649B2 (en) 2019-09-11 2022-08-02 Toast, Inc. Multichannel system for patron identification and dynamic ordering experience enhancement
US12118462B2 (en) 2020-01-17 2024-10-15 Visa International Service Association System, method, and computer program product for multivariate event prediction using multi-stream recurrent neural networks
US11488186B2 (en) 2020-04-22 2022-11-01 Capital One Services, Llc Recommendation system for patterned purchases
CN112035541A (zh) * 2020-08-28 2020-12-04 平安科技（深圳）有限公司 客户画像方法、装置、计算机可读存储介质及终端设备
US12248956B2 (en) * 2020-12-15 2025-03-11 Accenture Global Solutions Limited Utilizing machine learning models for data-driven customer segmentation
CN117390430A (zh) * 2023-11-09 2024-01-12 苏州凌旭信息科技有限公司 基于大数据的智能研判分析系统
CN117852980B (zh) * 2024-01-16 2024-08-20 深圳市快金数据技术服务有限公司 基于MoE模型融合技术的智能物流服务管理系统及方法

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US8725594B1 (en) * 2001-06-19 2014-05-13 Ptc Inc. Continuous flow execution
US20130173419A1 (en) * 2011-12-30 2013-07-04 Certona Corporation Recommending repeated transactions
US9111442B2 (en) * 2012-03-23 2015-08-18 International Business Machines Corporation Estimating incident duration
US9721562B2 (en) * 2013-12-17 2017-08-01 Google Inc. Generating representations of acoustic sequences
US20150332414A1 (en) * 2014-05-13 2015-11-19 Mastercard International Incorporated System and method for predicting items purchased based on transaction data
US9171259B1 (en) * 2015-01-12 2015-10-27 Bank Of America Corporation Enhancing classification and prediction using predictive modeling

Also Published As

Publication number Publication date
WO2017093953A1 (en) 2017-06-08
EP3384399A1 (en) 2018-10-10
US20180365715A1 (en) 2018-12-20
AU2016362126A1 (en) 2018-07-19
EP3384399A4 (en) 2019-05-08
BR112018011359A2 (pt) 2018-12-04
CA3007338A1 (en) 2017-06-08

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