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Decentralized Chernoff Test in Sensor Networks | IEEE Conference Publication | IEEE Xplore

Decentralized Chernoff Test in Sensor Networks


Abstract:

We propose a decentralized, sequential and adaptive hypothesis test in sensor networks, which extends Chernoff's test to a decentralized setting. We show that the propose...Show More

Abstract:

We propose a decentralized, sequential and adaptive hypothesis test in sensor networks, which extends Chernoff's test to a decentralized setting. We show that the proposed test achieves the same asymptotic optimality of the original one, minimizing the expected cost required to reach a decision plus the expected cost of making a wrong decision, when the observation cost per unit time tends to zero. We also show that the proposed test is parsimonious in terms of communications. Namely, in the regime of vanishing observation cost per unit time, the expected number of channel uses required by each sensor to complete the test converges to four.
Date of Conference: 17-22 June 2018
Date Added to IEEE Xplore: 16 August 2018
ISBN Information:
Electronic ISSN: 2157-8117
Conference Location: Vail, CO, USA

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