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    CDC
    2010
    IEEE
    160views Control Systems» more  CDC 2010»
    Aggregation-based model reduction of a Hidden Markov Model
    13 years 11 months ago
    Aggregation-based model reduction of a Hidden Markov Model
    Download  mechse.illinois.edu
    This paper is concerned with developing an information-theoretic framework to aggregate the state space of a Hidden Markov Model (HMM) on discrete state and observation spaces. The...
    Kun Deng, Prashant G. Mehta, Sean P. Meyn
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    NIPS
    2004
    124views Information Technology» more  NIPS 2004»
    Optimal Aggregation of Classifiers and Boosting Maps in Functional Magnetic Resonance Imaging
    14 years 6 months ago
    Optimal Aggregation of Classifiers and Boosting Maps in Functional Magnetic Resonance Imaging
    Download  books.nips.cc
    We study a method of optimal data-driven aggregation of classifiers in a convex combination and establish tight upper bounds on its excess risk with respect to a convex loss funct...
    Vladimir Koltchinskii, Manel Martínez-Ram&o...
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