SOCIAL LEARNING WITH TIME-VARYING WEIGHTS

被引:0
|
作者
LIU Qipeng [1 ]
FANG Aili [1 ]
WANG Lin [1 ]
WANG Xiaofan [1 ]
机构
[1] Department of Automation,Shanghai Jiao Tong University,and Key Laboratory of System Control and Information Processing,Ministry of Education of China
基金
中国国家自然科学基金;
关键词
Consensus; social learning; social networks; time-varying weights;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper investigates a non-Bayesian social learning model,in which each individual updates her beliefs based on private signals as well as her neighbors’ beliefs.The private signal is involved in the updating process through Bayes’ rule,and the neighbors’ beliefs are embodied in through a weighted average form,where the weights are time-varying.The authors prove that agents eventually have correct forecasts for upcoming signals,and all the beliefs of agents reach a consensus.In addition,if there exists no state that is observationally equivalent to the true state from the point of view of all agents,the authors show that the consensus belief of the whole group eventually reflects the true state.
引用
收藏
页码:581 / 593
页数:13
相关论文
共 50 条
  • [1] Social learning with time-varying weights
    Qipeng Liu
    Aili Fang
    Lin Wang
    Xiaofan Wang
    [J]. Journal of Systems Science and Complexity, 2014, 27 : 581 - 593
  • [2] Social learning with time-varying weights
    Liu Qipeng
    Fang Aili
    Wang Lin
    Wang Xiaofan
    [J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2014, 27 (03) : 581 - 593
  • [3] Non-Bayesian Learning in Social Networks with Time-varying Weights
    Liu Qipeng
    Fang Aili
    Wang Lin
    Wang Xiaofan
    [J]. 2011 30TH CHINESE CONTROL CONFERENCE (CCC), 2011, : 4768 - 4771
  • [4] Social Learning in Networks with Time-Varying Topologies
    Liu, Qipeng
    Wang, Xiaofan
    [J]. 2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 1972 - 1977
  • [5] SOCIAL LEARNING IN NETWORKS WITH TIME-VARYING TOPOLOGIES
    Liu, Qipeng
    Wang, Xiaofan
    [J]. ASIAN JOURNAL OF CONTROL, 2014, 16 (05) : 1342 - 1349
  • [6] A TRANSMISSION PROBLEM FOR WAVES UNDER TIME-VARYING DELAY AND TIME-VARYING WEIGHTS
    Nonato, Carlos A. S.
    Raposo, Carlos A.
    Bastos, Waldemar D.
    [J]. METHODS AND APPLICATIONS OF ANALYSIS, 2022, 29 (03) : 229 - 248
  • [7] THE ERROR VARIANCE OF LMS WITH TIME-VARYING WEIGHTS
    SOLO, V
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (04) : 803 - 813
  • [8] Time-Varying Weights in Multi-Reward Architecture for Deep Reinforcement Learning
    Xu, Meng
    Chen, Xinhong
    She, Yechao
    Jin, Yang
    Wang, Jianping
    [J]. IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE, 2024, 8 (02): : 1865 - 1881
  • [9] Estimation and Explanation of Time-Varying Weights in Chinese CPI
    Shang, Yuhuang
    Zhu, Chunhui
    Li, Shaoyu
    [J]. EMERGING MARKETS FINANCE AND TRADE, 2018, 54 (15) : 3426 - 3437
  • [10] Learning time-varying categories
    Daniel J. Navarro
    Andrew Perfors
    Wai Keen Vong
    [J]. Memory & Cognition, 2013, 41 : 917 - 927