Stochastic Sharing Calculus for Reasoning About Social Networks

被引:0
|
作者
Aman, Bogdan [1 ]
Ciobanu, Gabriel [2 ]
机构
[1] Alexandru Ioan Cuza Univ, Iasi 700506, Romania
[2] Romanian Acad, ICS, Iasi 700505, Romania
关键词
Stochastic systems;
D O I
10.1093/logcom/exac017
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We study the dynamics of information sharing in web-based social networks and analyse in a stochastic manner some aspects of this phenomenon. We define the stochastic sharing calculus by considering probabilistic factors and stochastic evolutions that could be analysed statistically. A rate-based operational semantics allows specific observations and results regarding sharing in web-based social networks. To reason about the dynamics of the social networks, we verify statistically various aspects of information sharing expressed in CTL by employing an existing statistical model checker (after a translation of our processes into stochastic automata). Some queries related to the stochastic behaviours in social networks are illustrated by a running example.
引用
收藏
页码:1048 / 1066
页数:19
相关论文
共 50 条
  • [1] Reluplex: a calculus for reasoning about deep neural networks
    Katz, Guy
    Barrett, Clark
    Dill, David L.
    Julian, Kyle
    Kochenderfer, Mykel J.
    [J]. FORMAL METHODS IN SYSTEM DESIGN, 2022, 60 (01) : 87 - 116
  • [2] Reluplex: a calculus for reasoning about deep neural networks
    Guy Katz
    Clark Barrett
    David L. Dill
    Kyle Julian
    Mykel J. Kochenderfer
    [J]. Formal Methods in System Design, 2022, 60 : 87 - 116
  • [3] A Heuristic Calculus for Transformative Reasoning about Social Information
    Rubin, Stuart H.
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION (IRI), 2011, : 533 - 538
  • [4] Netreason: reasoning about social networks
    Primiero, Giuseppe
    Slavkovik, Marija
    Smets, Sonja
    [J]. JOURNAL OF LOGIC AND COMPUTATION, 2022, 32 (06) : 1015 - 1016
  • [5] Reasoning about opinion dynamics in social networks
    Hansen, Jens Ulrik
    [J]. JOURNAL OF LOGIC AND COMPUTATION, 2019, 29 (07) : 1121 - 1137
  • [6] Reasoning about pointers in refinement calculus
    Back, RJ
    Fan, XC
    Preoteasa, V
    [J]. ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE, PROCEEDINGS, 2003, : 425 - 434
  • [7] A calculus for reasoning about software composition
    Achermann, F
    Nierstrasz, O
    [J]. THEORETICAL COMPUTER SCIENCE, 2005, 331 (2-3) : 367 - 396
  • [8] REASONING ABOUT TIME IN THE SITUATION CALCULUS
    PINTO, J
    REITER, R
    [J]. ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 1995, 14 (2-4) : 251 - 268
  • [9] Reasoning about discontinuities the event calculus
    Miller, R
    Shanahan, M
    [J]. PRINCIPLES OF KNOWLEDGE REPRESENTATION AND REASONING: PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE (KR '96), 1996, : 63 - 74
  • [10] Modeling and Reasoning About Wireless Networks: A Graph-based Calculus Approach
    Liu, Shichao
    Jiang, Ying
    [J]. PROCEEDINGS 11TH 2017 INTERNATIONAL SYMPOSIUM ON THEORETICAL ASPECTS OF SOFTWARE ENGINEERING (TASE), 2017, : 133 - 140