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Showing 1 to 3 of 3 for “"Decentralized inference"”.
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Common Information and Decentralized Inference with Dependent Observations
… application of Wyner's common information to inference problems is also explored in the thesis. A central question is under what conditions does Wyner's common information capture the entire information about the inference object. Under a simple Bayesian model, it is established that for …
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Decentralized Inference and its Application to Network Localization and Navigation
Decentralized inference is important for complex networked systems and enables numerous applications such as network localization and navigation (NLN), Internet-ofThings (IoT), and smart cities. This thesis establishes a theoretical foundation of decentralized inference for networks with limited …
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On Distributed and Acoustic Sensing for Situational Awareness
… mobile sensors. In this first part, we study decentralized inference problems with dependent observations in wireless sensor networks. Two separate problems are addressed in this part: one pertaining to collaborative spectrum sensing while the other on distributed parameter estimation with …