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Social network analysis via multi-state reliability and conditional influence models

机译：通过多状态可靠性和条件影响模型进行社交网络分析

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摘要

This paper incorporates multi-state reliability measures into the assessment of a social network in which influence is treated as a multi-state commodity that flows through the network. The reliability of the network is defined as the probability that at least a certain level of influence reaches an intended target. We consider an individual's influence level as a function of the influence levels received from preceding actors in the network. We define several communication functions which describe the level of influence a particular actor will pass along to other actors within the network. Illustrative examples are presented, and the network reliability under the various communication influence levels is computed using exhaustive enumeration for a small example and Monte Carlo simulation for larger, more realistic sized examples.
机译：本文将多状态可靠性度量纳入社会网络的评估中，在该网络中，影响被视为流经网络的多状态商品。网络的可靠性定义为至少一定程度的影响达到预期目标的概率。我们将个人的影响力水平视为从网络中先前参与者收到的影响力水平的函数。我们定义了几种通信功能，这些功能描述了特定参与者将传递给网络中其他参与者的影响程度。给出了说明性示例，并针对一个较小的示例使用了穷举枚举，对于较大，更现实的示例使用了穷举枚举，并计算了各种通信影响级别下的网络可靠性。

著录项

  • 来源
    《Reliability Engineering & System Safety》 |2013年第1期|99-109|共11页
  • 作者

    Kellie Schneider; Chase Rainwater; Ed Pohl; Ivan Hernandez; Jose Emmanuel Ramirez-Marquez;

  • 作者单位

    Department of Industrial Engineering, University of Arkansas, 4207 Bell Engineering, Fayetteville, AR 72701, USA;

    Department of Industrial Engineering, University of Arkansas, 4207 Bell Engineering, Fayetteville, AR 72701, USA;

    Department of Industrial Engineering, University of Arkansas, 4207 Bell Engineering, Fayetteville, AR 72701, USA;

    School of Systems & Enterprises, Stevens Institute of Technology, 1 Castle Point on Hudson, Hoboken, NJ 07030, USA;

    School of Systems & Enterprises, Stevens Institute of Technology, 1 Castle Point on Hudson, Hoboken, NJ 07030, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    social networks; multi-state reliability; conditional influence; monte carlo simulation;

    机译：社交网络;多态可靠性有条件的影响;蒙特卡洛模拟;

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