Social Learning and Distributed Hypothesis Testing

作者: Anusha Lalitha , Tara Javidi , Anand D. Sarwate

DOI: 10.1109/TIT.2018.2837050

关键词:

摘要: … [1] provide an excellent overview of the large body of literature on distributed estimation, detection, hypothesis testing and learning over social networks; we discuss those most relevant …

参考文章(45)
Ali Jadbabaie, Pooya Molavi, Alireza Tahbaz-Salehi, Information Heterogeneity and the Speed of Learning in Social Networks Social Science Research Network. ,(2013) , 10.2139/SSRN.2266979
Manuel Mueller-Frank, A general framework for rational learning in social networks Theoretical Economics. ,vol. 8, pp. 1- 40 ,(2013) , 10.3982/TE1015
Soummya Kar, José M. F. Moura, H. Vincent Poor, ${{\cal Q} {\cal D}}$-Learning: A Collaborative Distributed Strategy for Multi-Agent Reinforcement Learning Through ${\rm Consensus} + {\rm Innovations}$ IEEE Transactions on Signal Processing. ,vol. 61, pp. 1848- 1862 ,(2013) , 10.1109/TSP.2013.2241057
Md. Saifur Rahman, Aaron B. Wagner, On the Optimality of Binning for Distributed Hypothesis Testing IEEE Transactions on Information Theory. ,vol. 58, pp. 6282- 6303 ,(2012) , 10.1109/TIT.2012.2206793
Pascal Bianchi, Gersende Fort, Walid Hachem, Performance of a Distributed Stochastic Approximation Algorithm IEEE Transactions on Information Theory. ,vol. 59, pp. 7405- 7418 ,(2013) , 10.1109/TIT.2013.2275131
Devdatt P. Dubhashi, Alessandro Panconesi, Concentration of Measure for the Analysis of Randomized Algorithms ,(2012)
Te Han, Hypothesis testing with multiterminal data compression IEEE Transactions on Information Theory. ,vol. 33, pp. 759- 772 ,(1987) , 10.1109/TIT.1987.1057383
Morris H. Degroot, Reaching a Consensus Journal of the American Statistical Association. ,vol. 69, pp. 118- 121 ,(1974) , 10.1080/01621459.1974.10480137
Rudolf Ahlswede, Imre Csiszár, Hypothesis testing with communication constraints IEEE Transactions on Information Theory. ,vol. 32, pp. 533- 542 ,(1986) , 10.1109/TIT.1986.1057194
Paul Gerhard Hoel, Introduction to Stochastic Processes ,(1972)