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Due to its compact and distributed nature, loopy belief propagation has been proved to be theoretically appropriate as a basis to systematically deal with uncertainties with incomplete or corrupted observations in the broad applications of wireless sensor networks. However, the transmissions of massive belief messages of loopy belief propagation could become a serious concern from the energy consumption...
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