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    AAAI
    2010
    236views Intelligent Agents» more  AAAI 2010»
    Efficient Belief Propagation for Utility Maximization and Repeated Inference
    14 years 11 months ago
    Efficient Belief Propagation for Utility Maximization and Repeated Inference
    Download  www.cs.washington.edu
    Many problems require repeated inference on probabilistic graphical models, with different values for evidence variables or other changes. Examples of such problems include utilit...
    Aniruddh Nath, Pedro Domingos
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    CIMAGING
    2010
    195views Hardware» more  CIMAGING 2010»
    SPIRAL out of convexity: sparsity-regularized algorithms for photon-limited imaging
    14 years 11 months ago
    SPIRAL out of convexity: sparsity-regularized algorithms for photon-limited imaging
    Download  faculty.ucmerced.edu
    The observations in many applications consist of counts of discrete events, such as photons hitting a detector, which cannot be effectively modeled using an additive bounded or Ga...
    Zachary T. Harmany, Roummel F. Marcia, Rebecca Wil...
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    NIPS
    2008
    165views Information Technology» more  NIPS 2008»
    Clustering via LP-based Stabilities
    14 years 11 months ago
    Clustering via LP-based Stabilities
    Download  www.csd.uoc.gr
    A novel center-based clustering algorithm is proposed in this paper. We first formulate clustering as an NP-hard linear integer program and we then use linear programming and the ...
    Nikos Komodakis, Nikos Paragios, Georgios Tziritas
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    SDM
    2008
    SIAM
    150views Data Mining» more  SDM 2008»
    A Stagewise Least Square Loss Function for Classification
    14 years 11 months ago
    A Stagewise Least Square Loss Function for Classification
    Download  nlpr-web.ia.ac.cn
    This paper presents a stagewise least square (SLS) loss function for classification. It uses a least square form within each stage to approximate a bounded monotonic nonconvex los...
    Shuang-Hong Yang, Bao-Gang Hu
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    SODA
    2008
    ACM
    77views Algorithms» more  SODA 2008»
    Online make-to-order joint replenishment model: primal dual competitive algorithms
    14 years 11 months ago
    Online make-to-order joint replenishment model: primal dual competitive algorithms
    Download  www.cs.princeton.edu
    In this paper, we study an online make-to-order variant of the classical joint replenishment problem (JRP) that has been studied extensively over the years and plays a fundamental...
    Niv Buchbinder, Tracy Kimbrel, Retsef Levi, Konsta...
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