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    NIPS
    2007
    124views Information Technology» more  NIPS 2007»
    One-Pass Boosting
    13 years 10 months ago
    One-Pass Boosting
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    This paper studies boosting algorithms that make a single pass over a set of base classifiers. We first analyze a one-pass algorithm in the setting of boosting with diverse base...
    Zafer Barutçuoglu, Philip M. Long, Rocco A....
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    NIPS
    2007
    135views Information Technology» more  NIPS 2007»
    Random Projections for Manifold Learning
    13 years 10 months ago
    Random Projections for Manifold Learning
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    We propose a novel method for linear dimensionality reduction of manifold modeled data. First, we show that with a small number M of random projections of sample points in RN belo...
    Chinmay Hegde, Michael B. Wakin, Richard G. Barani...
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    NIPS
    2007
    133views Information Technology» more  NIPS 2007»
    Selecting Observations against Adversarial Objectives
    13 years 10 months ago
    Selecting Observations against Adversarial Objectives
    Download  www.cs.caltech.edu
    In many applications, one has to actively select among a set of expensive observations before making an informed decision. Often, we want to select observations which perform well...
    Andreas Krause, H. Brendan McMahan, Carlos Guestri...
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    NIPS
    2007
    135views Information Technology» more  NIPS 2007»
    Discovering Weakly-Interacting Factors in a Complex Stochastic Process
    13 years 10 months ago
    Discovering Weakly-Interacting Factors in a Complex Stochastic Process
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    Dynamic Bayesian networks are structured representations of stochastic processes. Despite their structure, exact inference in DBNs is generally intractable. One approach to approx...
    Charlie Frogner, Avi Pfeffer
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    NIPS
    2007
    145views Information Technology» more  NIPS 2007»
    Comparing Bayesian models for multisensory cue combination without mandatory integration
    13 years 10 months ago
    Comparing Bayesian models for multisensory cue combination without mandatory integration
    Download  shamslab.psych.ucla.edu
    Bayesian models of multisensory perception traditionally address the problem of estimating an underlying variable that is assumed to be the cause of the two sensory signals. The b...
    Ulrik Beierholm, Konrad P. Körding, Ladan Sha...
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    NIPS
    2007
    116views Information Technology» more  NIPS 2007»
    A Bayesian LDA-based model for semi-supervised part-of-speech tagging
    13 years 10 months ago
    A Bayesian LDA-based model for semi-supervised part-of-speech tagging
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    Kristina Toutanova, Mark Johnson
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    NIPS
    2007
    119views Information Technology» more  NIPS 2007»
    Consistent Minimization of Clustering Objective Functions
    13 years 10 months ago
    Consistent Minimization of Clustering Objective Functions
    Download  www.kyb.tuebingen.mpg.de
    Clustering is often formulated as a discrete optimization problem. The objective is to find, among all partitions of the data set, the best one according to some quality measure....
    Ulrike von Luxburg, Sébastien Bubeck, Stefa...
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    NIPS
    2007
    248views Information Technology» more  NIPS 2007»
    Combined discriminative and generative articulated pose and non-rigid shape estimation
    13 years 10 months ago
    Combined discriminative and generative articulated pose and non-rigid shape estimation
    Download  www.cs.brown.edu
    Estimation of three-dimensional articulated human pose and motion from images is a central problem in computer vision. Much of the previous work has been limited by the use of cru...
    Leonid Sigal, Alexandru O. Balan, Michael J. Black
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    NIPS
    2007
    138views Information Technology» more  NIPS 2007»
    Local Algorithms for Approximate Inference in Minor-Excluded Graphs
    13 years 10 months ago
    Local Algorithms for Approximate Inference in Minor-Excluded Graphs
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    We present a new local approximation algorithm for computing MAP and logpartition function for arbitrary exponential family distribution represented by a finite-valued pair-wise ...
    Kyomin Jung, Devavrat Shah
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    NIPS
    2007
    120views Information Technology» more  NIPS 2007»
    Fitted Q-iteration in continuous action-space MDPs
    13 years 10 months ago
    Fitted Q-iteration in continuous action-space MDPs
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    András Antos, Rémi Munos, Csaba Szep...
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