CN108369674B - 使用目标聚类方法对具有混合属性类型的客户进行细分的系统和方法 - Google Patents

使用目标聚类方法对具有混合属性类型的客户进行细分的系统和方法 Download PDF

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CN108369674B
CN108369674B CN201680069856.1A CN201680069856A CN108369674B CN 108369674 B CN108369674 B CN 108369674B CN 201680069856 A CN201680069856 A CN 201680069856A CN 108369674 B CN108369674 B CN 108369674B
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CN108369674A (zh
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M·H·哈简
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Oracle International Corp
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0203Market surveys; Market polls
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
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    • G06COMPUTING OR CALCULATING; 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
    • G06Q10/00Administration; Management
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    • G06Q10/087Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0204Market segmentation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/07User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail characterised by the inclusion of specific contents
    • H04L51/08Annexed information, e.g. attachments
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/02User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail using automatic reactions or user delegation, e.g. automatic replies or chatbot-generated messages

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CN201680069856.1A 2015-12-09 2016-12-06 使用目标聚类方法对具有混合属性类型的客户进行细分的系统和方法 Active CN108369674B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US14/963,858 2015-12-09
US14/963,858 US20170169447A1 (en) 2015-12-09 2015-12-09 System and method for segmenting customers with mixed attribute types using a targeted clustering approach
PCT/US2016/065064 WO2017100155A1 (en) 2015-12-09 2016-12-06 System and method for segmenting customers with mixed attribute types using a targeted clustering approach

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CN108369674A CN108369674A (zh) 2018-08-03
CN108369674B true CN108369674B (zh) 2022-02-11

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US (1) US20170169447A1 (https=)
JP (1) JP6810745B2 (https=)
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Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109615162A (zh) * 2018-10-23 2019-04-12 深圳壹账通智能科技有限公司 用户分组处理方法及装置、电子设备以及存储介质
US11868957B1 (en) * 2019-04-17 2024-01-09 Blue Yonder Group, Inc. System and method of anomaly detection using machine learning and a local outlier factor
US11107097B2 (en) 2019-08-29 2021-08-31 Honda Motor Co., Ltd. System and method for completing trend mapping using similarity scoring
CN110852392A (zh) * 2019-11-13 2020-02-28 中国建设银行股份有限公司 一种用户分群方法、装置、设备和介质
CN111339294B (zh) * 2020-02-11 2023-07-25 普信恒业科技发展(北京)有限公司 客户数据分类方法、装置及电子设备
US11875370B2 (en) 2020-12-18 2024-01-16 Replenium Inc. Automated replenishment shopping harmonization
CN114064494A (zh) * 2021-11-19 2022-02-18 北京每日菜场科技有限公司 数据异常报警方法、装置、电子设备和计算机可读介质
US12596726B2 (en) 2023-09-29 2026-04-07 Kinaxis Inc. Method and system for efficient segmentation for forecasting

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004213153A (ja) * 2002-12-27 2004-07-29 Ns Solutions Corp 情報表示装置、情報表示方法、その記録媒体およびプログラム
CN101256646A (zh) * 2008-03-20 2008-09-03 上海交通大学 轿车客户需求信息聚类分析系统
JP2015146126A (ja) * 2014-02-03 2015-08-13 富士通株式会社 顧客分析プログラム、顧客分析方法、及び顧客分析装置

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20020194056A1 (en) * 1998-07-31 2002-12-19 Summers Gary J. Management training simulation method and system
US20090132347A1 (en) * 2003-08-12 2009-05-21 Russell Wayne Anderson Systems And Methods For Aggregating And Utilizing Retail Transaction Records At The Customer Level
EP1811446A1 (en) * 2005-12-30 2007-07-25 Accenture Global Services GmbH Statistical modeling methods for determining customer distribution by churn probability within a customer population
US20120066065A1 (en) * 2010-09-14 2012-03-15 Visa International Service Association Systems and Methods to Segment Customers
US20140067472A1 (en) * 2012-08-29 2014-03-06 State Farm Mutual Automobile Insurance Company System and Method For Segmenting A Customer Base
US20140180809A1 (en) * 2012-12-22 2014-06-26 Coupons.Com Incorporated Management of electronic offers by an offer distributor
US10366420B2 (en) * 2013-11-19 2019-07-30 Transform Sr Brands Llc Heuristic customer clustering
US20150142521A1 (en) * 2013-11-20 2015-05-21 Sears Brands, Llc Customer clustering using integer programming
CN103714139B (zh) * 2013-12-20 2017-02-08 华南理工大学 一种移动海量客户群识别的并行数据挖掘方法
EP2945113A1 (en) * 2014-05-14 2015-11-18 Cisco Technology, Inc. Audience segmentation using machine-learning
US10102281B2 (en) * 2014-10-16 2018-10-16 Accenture Global Services Limited Segmentation discovery, evaluation and implementation platform
CN104615722B (zh) * 2015-02-06 2018-04-27 浙江工业大学 基于密度搜索与快速划分的混合数据聚类方法

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004213153A (ja) * 2002-12-27 2004-07-29 Ns Solutions Corp 情報表示装置、情報表示方法、その記録媒体およびプログラム
CN101256646A (zh) * 2008-03-20 2008-09-03 上海交通大学 轿车客户需求信息聚类分析系统
JP2015146126A (ja) * 2014-02-03 2015-08-13 富士通株式会社 顧客分析プログラム、顧客分析方法、及び顧客分析装置

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JP2018536947A (ja) 2018-12-13
JP6810745B2 (ja) 2021-01-06
CN108369674A (zh) 2018-08-03
WO2017100155A1 (en) 2017-06-15
US20170169447A1 (en) 2017-06-15

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