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    NIPS
    2003
    120views Information Technology» more  NIPS 2003»
    Tree-structured Approximations by Expectation Propagation
    13 years 6 months ago
    Tree-structured Approximations by Expectation Propagation
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    Thomas P. Minka, Yuan (Alan) Qi
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    NIPS
    2003
    124views Information Technology» more  NIPS 2003»
    Denoising and Untangling Graphs Using Degree Priors
    13 years 6 months ago
    Denoising and Untangling Graphs Using Degree Priors
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    This paper addresses the problem of untangling hidden graphs from a set of noisy detections of undirected edges. We present a model of the generation of the observed graph that in...
    Quaid Morris, Brendan J. Frey
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    NIPS
    2003
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    A Recurrent Model of Orientation Maps with Simple and Complex Cells
    13 years 6 months ago
    A Recurrent Model of Orientation Maps with Simple and Complex Cells
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    We describe a neuromorphic chip that utilizes transistor heterogeneity, introduced by the fabrication process, to generate orientation maps similar to those imaged in vivo. Our mo...
    Paul Merolla, Kwabena Boahen
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    NIPS
    2003
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    A Kullback-Leibler Divergence Based Kernel for SVM Classification in Multimedia Applications
    13 years 6 months ago
    A Kullback-Leibler Divergence Based Kernel for SVM Classification in Multimedia Applications
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    Pedro J. Moreno, Purdy Ho, Nuno Vasconcelos
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    NIPS
    2003
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    Online Learning of Non-stationary Sequences
    13 years 6 months ago
    Online Learning of Non-stationary Sequences
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    We consider an online learning scenario in which the learner can make predictions on the basis of a fixed set of experts. We derive upper and lower relative loss bounds for a cla...
    Claire Monteleoni, Tommi Jaakkola
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    NIPS
    2003
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    Distributed Optimization in Adaptive Networks
    13 years 6 months ago
    Distributed Optimization in Adaptive Networks
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    We develop a protocol for optimizing dynamic behavior of a network of simple electronic components, such as a sensor network, an ad hoc network of mobile devices, or a network of ...
    Ciamac Cyrus Moallemi, Benjamin Van Roy
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    NIPS
    2003
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    Identifying Structure across Pre-partitioned Data
    13 years 6 months ago
    Identifying Structure across Pre-partitioned Data
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    We propose an information-theoretic clustering approach that incorporates a pre-known partition of the data, aiming to identify common clusters that cut across the given partition...
    Zvika Marx, Ido Dagan, Eli Shamir
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    NIPS
    2003
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    Approximate Analytical Bootstrap Averages for Support Vector Classifiers
    13 years 6 months ago
    Approximate Analytical Bootstrap Averages for Support Vector Classifiers
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    Dörthe Malzahn, Manfred Opper
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    NIPS
    2003
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    ARA*: Anytime A* with Provable Bounds on Sub-Optimality
    13 years 6 months ago
    ARA*: Anytime A* with Provable Bounds on Sub-Optimality
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    Maxim Likhachev, Geoffrey J. Gordon, Sebastian Thr...
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    NIPS
    2003
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    ICA-based Clustering of Genes from Microarray Expression Data
    13 years 6 months ago
    ICA-based Clustering of Genes from Microarray Expression Data
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    We propose an unsupervised methodology using independent component analysis (ICA) to cluster genes from DNA microarray data. Based on an ICA mixture model of genomic expression pa...
    Su-In Lee, Serafim Batzoglou
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