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    JMLR
    2012
    165views Programming Languages» more  JMLR 2012»
    PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits
    12 years 1 months ago
    PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits
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    We develop a new tool for data-dependent analysis of the exploration-exploitation trade-off in learning under limited feedback. Our tool is based on two main ingredients. The fi...
    Yevgeny Seldin, Nicolò Cesa-Bianchi, Peter ...
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    JMLR
    2012
    203views Programming Languages» more  JMLR 2012»
    Maximum Margin Temporal Clustering
    12 years 1 months ago
    Maximum Margin Temporal Clustering
    Download  www.humansensing.cs.cmu.edu
    Temporal Clustering (TC) refers to the factorization of multiple time series into a set of non-overlapping segments that belong to k temporal clusters. Existing methods based on e...
    Minh Hoai Nguyen, Fernando De la Torre
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    JMLR
    2012
    159views Programming Languages» more  JMLR 2012»
    Randomized Optimum Models for Structured Prediction
    12 years 1 months ago
    Randomized Optimum Models for Structured Prediction
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    One approach to modeling structured discrete data is to describe the probability of states via an energy function and Gibbs distribution. A recurring difficulty in these models is...
    Daniel Tarlow, Ryan Prescott Adams, Richard S. Zem...
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    JMLR
    2012
    197views Programming Languages» more  JMLR 2012»
    A Bayesian Analysis of the Radioactive Releases of Fukushima
    12 years 1 months ago
    A Bayesian Analysis of the Radioactive Releases of Fukushima
    Download  jmlr.csail.mit.edu
    The Fukushima Daiichi disaster 11 March, 2011 is considered the largest nuclear accident since the 1986 Chernobyl disaster and has been rated at level 7 on the International Nucle...
    Ryota Tomioka, Morten Mørup
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    JMLR
    2012
    180views Programming Languages» more  JMLR 2012»
    On Sparse, Spectral and Other Parameterizations of Binary Probabilistic Models
    12 years 1 months ago
    On Sparse, Spectral and Other Parameterizations of Binary Probabilistic Models
    Download  www.cs.ubc.ca
    This paper studies issues relating to the parameterization of probability distributions over binary data sets. Several such parameterizations of models for binary data are known, ...
    David Buchman, Mark W. Schmidt, Shakir Mohamed, Da...
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