Search results for "Condorcet's jury theorem"

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On Solving the Problem of Identifying Unreliable Sensors Without a Knowledge of the Ground Truth: The Case of Stochastic Environments.

2017

The purpose of this paper is to propose a solution to an extremely pertinent problem, namely, that of identifying unreliable sensors (in a domain of reliable and unreliable ones) without any knowledge of the ground truth. This fascinating paradox can be formulated in simple terms as trying to identify stochastic liars without any additional information about the truth. Though apparently impossible, we will show that it is feasible to solve the problem, a claim that is counterintuitive in and of itself. One aspect of our contribution is to show how redundancy can be introduced, and how it can be effectively utilized in resolving this paradox. Legacy work and the reported literature (for exam…

Reliability theoryGround truthWeighted Majority AlgorithmLearning automatabusiness.industryCondorcet's jury theoremProbabilistic logic020206 networking & telecommunications02 engineering and technologySensor fusionComputer Science ApplicationsHuman-Computer InteractionParameter identification problemControl and Systems Engineering0202 electrical engineering electronic engineering information engineering020201 artificial intelligence & image processingArtificial intelligenceElectrical and Electronic EngineeringbusinessSoftwareInformation SystemsMathematicsIEEE transactions on cybernetics
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