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    UAI
    2003
    172views Artificial Intelligence» more  UAI 2003»
    On the Convergence of Bound Optimization Algorithms
    13 years 8 months ago
    On the Convergence of Bound Optimization Algorithms
    Download  cs.nyu.edu
    Many practitioners who use EM and related algorithms complain that they are sometimes slow. When does this happen, and what can be done about it? In this paper, we study the gener...
    Ruslan Salakhutdinov, Sam T. Roweis, Zoubin Ghahra...
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    NIPS
    1998
    164views Information Technology» more  NIPS 1998»
    Finite-Sample Convergence Rates for Q-Learning and Indirect Algorithms
    13 years 8 months ago
    Finite-Sample Convergence Rates for Q-Learning and Indirect Algorithms
    Download  www.cis.upenn.edu
    In this paper, we address two issues of long-standing interest in the reinforcement learning literature. First, what kinds of performance guarantees can be made for Q-learning aft...
    Michael J. Kearns, Satinder P. Singh
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