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检索条件"主题词=distributed hypothesis testing"
39 条 记 录,以下是11-20 订阅
排序:
testing Against Independence with an Eavesdropper
Testing Against Independence with an Eavesdropper
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IEEE Information Theory Workshop (ITW)
作者: Faour, Sara Hamad, Mustapha Sarkiss, Mireille Wigger, Michele IP Paris Telecom Paris LTCI Palaiseau France Paris Res Ctr Huawei Math & Algorithm Sci Lab Paris France IP Paris Telecom SudParis SAMOVAR Palaiseau France
We study a distributed binary hypothesis testing (HT) problem with communication and security constraints, involving three parties: a remote sensor called Alice, a legitimate decision center called Bob, and an eavesdr... 详细信息
来源: 评论
Communication-Efficient Distribution-Free Inference Over Networks  57
Communication-Efficient Distribution-Free Inference Over Net...
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57th Asilomar Conference on Signals, Systems and Computers
作者: Pournaderi, Mehrdad Xiang, Yu Univ Utah Dept Elect & Comp Engn 50 Cent Campus Dr 2110 Salt Lake City UT 84112 USA
Consider a star network where each local node possesses a set of test statistics that exhibit a symmetric distribution around zero when their corresponding null hypothesis is true. This paper investigates statistical ... 详细信息
来源: 评论
On distributed Learning With Constant Communication Bits
IEEE JOURNAL ON SELECTED AREAS IN INFORMATION THEORY
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IEEE JOURNAL ON SELECTED AREAS IN INFORMATION THEORY 2022年 第1期3卷 125-134页
作者: Xu, Xiangxiang Huang, Shao-Lun Tsinghua Berkeley Shenzhen Inst Data Sci & Informat Technol Res Ctr Shenzhen 518055 Peoples R China
In this paper, we study a distributed learning problem constrained by constant communication bits. Specifically, we consider the distributed hypothesis testing (DHT) problem where two distributed nodes are constrained... 详细信息
来源: 评论
HIDDEN MARKOV MODELING OVER GRAPHS
HIDDEN MARKOV MODELING OVER GRAPHS
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IEEE Data Science and Learning Workshop (DSLW)
作者: Kayaalp, Mert Bordignon, Virginia Vlaski, Stefan Sayed, Ali H. Ecole Polytech Fed Lausanne EPFL Lausanne Switzerland Imperial Coll London London England
This work proposes a multi-agent filtering algorithm over graphs for finite-state hidden Markov models (HMMs), which can be used for sequential state estimation or for tracking opinion formation over dynamic social ne... 详细信息
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distributed Inference With Sparse and Quantized Communication
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IEEE TRANSACTIONS ON SIGNAL PROCESSING 2021年 69卷 3906-3921页
作者: Mitra, Aritra Richards, John Bagchi, Saurabh Sundaram, Shreyas Purdue Univ Sch Elect & Comp Engn W Lafayette IN 47907 USA Sandia Natl Labs Albuquerque NM 87123 USA
We consider the problem of distributed inference where agents in a network observe a stream of private signals generated by an unknown state, and aim to uniquely identify this state from a finite set of hypotheses. We... 详细信息
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Strong Converse Bounds in Quantum Network Information Theory
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IEEE TRANSACTIONS ON INFORMATION THEORY 2021年 第4期67卷 2269-2292页
作者: Cheng, Hao-Chung Datta, Nilanjana Rouze, Cambyse Natl Taiwan Univ Dept Elect Engn Grad Inst Commun Engn Taipei 10617 Taiwan Natl Taiwan Univ Dept Math Taipei 10617 Taiwan Natl Taiwan Univ Inst Appl Math Sci Taipei 10617 Taiwan Univ Cambridge Dept Appl Math & Theoret Phys Cambridge CB2 1TN England Tech Univ Munich Dept Math D-80333 Mtinchen Germany
In this paper, we develop the first method for finding strong converse bounds in quantum network information theory. The general scheme relies on a recently obtained result in the field of non-commutative functional i... 详细信息
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Cooperative Multi-Sensor Detection under Variable-Length Coding
Cooperative Multi-Sensor Detection under Variable-Length Cod...
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IEEE Information Theory Workshop (ITW)
作者: Hamad, Mustapha Wigger, Michele Sarkiss, Mireille Telecom Paris IP Paris LTCI F-91120 Palaiseau France Telecom SudParis IP Paris SAMOVAR F-91011 Evry France
We investigate the testing-against-independence problem over a cooperative MAC with two sensors and a single detector under an average rate constraint on the sensors-detector links. For this setup, we design a variabl... 详细信息
来源: 评论
Two-Hop Network with Multiple Decision Centers under Expected-Rate Constraints
Two-Hop Network with Multiple Decision Centers under Expecte...
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IEEE Global Communications Conference (GLOBECOM)
作者: Hamad, Mustapha Wigger, Michele Sarkiss, Mireille IP Paris Telecom Paris LTCI F-91120 Palaiseau France IP Paris Telecom SudParis SAMOVAR F-91011 Evry France
The paper studies distributed binary hypothesis testing over a two-hop relay network where both the relay and the receiver decide on the hypothesis. Both communication links are subject to expected rate constraints, w... 详细信息
来源: 评论
Optimal Exponents in Cascaded hypothesis testing under Expected Rate Constraints
Optimal Exponents in Cascaded Hypothesis Testing under Expec...
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IEEE Information Theory Workshop (ITW)
作者: Hamad, Mustapha Wigger, Michele Sarkiss, Mireille Telecom Paris IP Paris LTCI F-91120 Palaiseau France Telecom SudParis IP Paris SAMOVAR F-91011 Evry France
Cascaded binary hypothesis testing is studied in this paper with two decision centers at the relay and the receiver. All terminals have their own observations, where we assume that the observations at the transmitter,... 详细信息
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distributed Learning Over Networks: Effect of Using Historical Observations
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IEEE TRANSACTIONS ON AUTOMATIC CONTROL 2020年 第12期65卷 5503-5509页
作者: Shi, Chong-Xiao Yang, Guang-Hong Northeastern Univ Coll Informat Sci & Engn Shenyang 110819 Liaoning Peoples R China Northeastern Univ Minist Educ Key Lab Integrated Automat Proc Ind Shenyang 110819 Peoples R China
This article investigates the problem of distributed hypothesis testing over networks. By introducing double and triple cumulations of historical observations, two novel distributed learning algorithms are developed t... 详细信息
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