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    2000
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    Balancing Multiple Sources of Reward in Reinforcement Learning
    13 years 9 months ago
    Balancing Multiple Sources of Reward in Reinforcement Learning
    Download  www.cc.gatech.edu
    For many problems which would be natural for reinforcement learning, the reward signal is not a single scalar value but has multiple scalar components. Examples of such problems i...
    Christian R. Shelton
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    NIPS
    2000
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    The Missing Link - A Probabilistic Model of Document Content and Hypertext Connectivity
    13 years 9 months ago
    The Missing Link - A Probabilistic Model of Document Content and Hypertext Connectivity
    Download  www.cs.cmu.edu
    We describe a joint probabilistic model for modeling the contents and inter-connectivity of document collections such as sets of web pages or research paper archives. The model is...
    David A. Cohn, Thomas Hofmann
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    2000
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    From Margin to Sparsity
    13 years 9 months ago
    From Margin to Sparsity
    Download  users.cecs.anu.edu.au
    We present an improvement of Noviko 's perceptron convergence theorem. Reinterpreting this mistakebound as a margindependent sparsity guarantee allows us to give a PAC{style ...
    Thore Graepel, Ralf Herbrich, Robert C. Williamson
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    NIPS
    2000
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    The Use of Classifiers in Sequential Inference
    13 years 9 months ago
    The Use of Classifiers in Sequential Inference
    Download  l2r.cs.uiuc.edu
    We study the problem of combining the outcomes of several different classifiers in a way that provides a coherent inference that satisfies some constraints. In particular, we deve...
    Vasin Punyakanok, Dan Roth
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    NIPS
    2000
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    Programmable Reinforcement Learning Agents
    13 years 9 months ago
    Programmable Reinforcement Learning Agents
    Download  reference.kfupm.edu.sa
    We present an expressive agent design language for reinforcement learning that allows the user to constrain the policies considered by the learning process.The language includes s...
    David Andre, Stuart J. Russell
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