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    NIPS
    2003
    124views Information Technology» more  NIPS 2003»
    Denoising and Untangling Graphs Using Degree Priors
    14 years 28 days 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
    97views Information Technology» more  NIPS 2003»
    A Recurrent Model of Orientation Maps with Simple and Complex Cells
    14 years 28 days 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
    14 years 28 days 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
    119views Information Technology» more  NIPS 2003»
    Online Learning of Non-stationary Sequences
    14 years 28 days 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
    14 years 28 days 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
    14 years 28 days 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
    14 years 28 days 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
    14 years 28 days 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
    14 years 28 days 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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    NIPS
    2003
    289views Information Technology» more  NIPS 2003»
    Gaussian Process Latent Variable Models for Visualisation of High Dimensional Data
    14 years 28 days ago
    Gaussian Process Latent Variable Models for Visualisation of High Dimensional Data
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    In this paper we introduce a new underlying probabilistic model for principal component analysis (PCA). Our formulation interprets PCA as a particular Gaussian process prior on a ...
    Neil D. Lawrence
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