CN114207573A - 基于度分布生成模型的社交网络图生成方法 - Google Patents

基于度分布生成模型的社交网络图生成方法 Download PDF

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CN114207573A
CN114207573A CN202080005625.0A CN202080005625A CN114207573A CN 114207573 A CN114207573 A CN 114207573A CN 202080005625 A CN202080005625 A CN 202080005625A CN 114207573 A CN114207573 A CN 114207573A
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王朝坤
王彬彬
黄冰洋
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Tsinghua University
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
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    • G06F16/21Design, administration or maintenance of databases
    • G06F16/211Schema design and management
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs

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Abstract

本公开提出一种基于度分布生成模型的社交网络图生成方法,包括:设置用于社交网络图生成的模式信息,根据社交网络图生成的模式信息生成网络图数据;设置度分布生成模型,根据度分布生成模型实现随机生成一个源节点的出度和多个目标节点ID,使得源节点、目标节点的出度和入度分布符合预期分布;基于度分布生成模型生成社交网络图的简单图;基于度分布生成模型生成社交网络图;基于度分布生成模型以流式生成图数据。本公开可以高效地为每个节点确定出度,并确定相应数量的目标节点,生成的图节点可以表示实际网络中的用户,生成图的边可以表示网络中用户的交互关系,生成的图具有真实社交网络的特点,能够作为各种网络分析任务的输入数据。

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PCT国内申请,说明书已公开。

Claims (9)

  1. PCT国内申请,权利要求书已公开。
CN202080005625.0A 2020-03-20 2020-03-20 基于度分布生成模型的社交网络图生成方法 Pending CN114207573A (zh)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115514580A (zh) * 2022-11-11 2022-12-23 华中科技大学 一种自编码器溯源入侵检测方法及装置

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113609345B (zh) * 2021-09-30 2021-12-10 腾讯科技(深圳)有限公司 目标对象关联方法和装置、计算设备以及存储介质
CN114329099B (zh) * 2021-11-22 2023-07-07 腾讯科技(深圳)有限公司 重叠社区识别方法、装置、设备、存储介质及程序产品

Family Cites Families (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008052495A (ja) * 2006-08-24 2008-03-06 Sony Corp ネットワークシステム、情報処理装置および方法、プログラム並びに記録媒体
WO2011038491A1 (en) * 2009-09-30 2011-04-07 Evan V Chrapko Systems and methods for social graph data analytics to determine connectivity within a community
US8880600B2 (en) * 2010-03-31 2014-11-04 Facebook, Inc. Creating groups of users in a social networking system
US8626835B1 (en) * 2010-10-21 2014-01-07 Google Inc. Social identity clustering
US8560605B1 (en) * 2010-10-21 2013-10-15 Google Inc. Social affinity on the web
US8775517B1 (en) * 2011-07-12 2014-07-08 Relationship Science LLC Viewing connectivity between user and entity of an information service
US10311106B2 (en) * 2011-12-28 2019-06-04 Www.Trustscience.Com Inc. Social graph visualization and user interface
US20150120717A1 (en) * 2013-10-25 2015-04-30 Marketwire L.P. Systems and methods for determining influencers in a social data network and ranking data objects based on influencers
US20150242967A1 (en) * 2014-02-27 2015-08-27 Linkedin Corporation Generating member profile recommendations based on community overlap data in a social graph
CN105550212A (zh) * 2015-12-03 2016-05-04 上海电机学院 一种用于网络构建基元挖掘的装置和方法
US20170270210A1 (en) * 2016-03-16 2017-09-21 Sysomos L.P. Data Infrastructure and Method for Ingesting and Updating A Continuously Evolving Social Network
US20180103111A1 (en) * 2016-10-07 2018-04-12 International Business Machines Corporation Determination of well-knit groups in organizational settings
CN108510115A (zh) * 2018-03-29 2018-09-07 山东科技大学 一种面向动态社交网络的影响力最大化分析方法
CN110659395B (zh) * 2019-08-14 2023-05-30 平安科技(深圳)有限公司 关系网络图谱构建方法、装置、计算机设备和存储介质

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115514580A (zh) * 2022-11-11 2022-12-23 华中科技大学 一种自编码器溯源入侵检测方法及装置
CN115514580B (zh) * 2022-11-11 2023-04-07 华中科技大学 一种自编码器溯源入侵检测方法及装置

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