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Statistical theory / Information theory / Randomness / Submodular set function / Philosophy of thermal and statistical physics / Entropy / Matroid / Normal distribution / Algorithm / Statistics / Mathematics / Probability and statistics


Near-optimal Nonmyopic Value of Information in Graphical Models Andreas Krause Carnegie Mellon University Abstract
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Document Date: 2009-08-13 03:47:05


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San Francisco / San Jose / /

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Bayer / Kellogg / Intel Corporation / /

Facility

University of Groningen / /

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branch-and-bound algorithms / dichotomy algorithm / local search heuristics / diagnostic belief networks / approximation algorithms / energy / systematic search / active data mining / sensor networks / randomized algorithm / polynomial time algorithm / greedy algorithm / recent constant-factor approximation algorithms / online performance guarantee / online performance guarantees / wireless temperature sensors / computing / randomized approximation algorithms / constantfactor approximation algorithms / real-world systems / proximation algorithms / observation selection algorithm / large-scale resource-constrained systems / sensor network / /

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San Francisco Bay / /

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American Statistical Association / UC Berkeley / U.S. Securities and Exchange Commission / Carnegie Mellon University / University of Groningen / /

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Testset / Brigham Anderson / Carlos Guestrin Carnegie / Andrew Moore / Tommi Jaakkola / Figure / /

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model / Second highway model / Graphical model / /

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K / L / /

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Journal of the ACM / Journal of the American Statistical Association / /

Technology

end Algorithm / constantfactor approximation algorithms / polynomial time algorithm / proximation algorithms / randomized approximation algorithms / dichotomy algorithm / sampling algorithm / Approximation algorithm / observation selection algorithm / greedy algorithm / conditional entropies The algorithms / approximation algorithms / data mining / dom / 4 Approximation algorithms / branch-and-bound algorithms / recent constant-factor approximation algorithms / /

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