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    ICML
    2007
    IEEE
    275views Machine Learning» more  ICML 2007»
    Pegasos: Primal Estimated sub-GrAdient SOlver for SVM
    14 years 8 months ago
    Pegasos: Primal Estimated sub-GrAdient SOlver for SVM
    Download  ttic.uchicago.edu
    We describe and analyze a simple and effective iterative algorithm for solving the optimization problem cast by Support Vector Machines (SVM). Our method alternates between stocha...
    Shai Shalev-Shwartz, Yoram Singer, Nathan Srebro
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    IROS
    2008
    IEEE
    191views Robotics» more  IROS 2008»
    Local Gaussian process regression for real-time model-based robot control
    14 years 1 months ago
    Local Gaussian process regression for real-time model-based robot control
    Download  kyb.tuebingen.mpg.de
    — High performance and compliant robot control requires accurate dynamics models which cannot be obtained analytically for sufficiently complex robot systems. In such cases, mac...
    Duy Nguyen-Tuong, Jan Peters
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    IJAIT
    2006
    121views more  IJAIT 2006»
    An Efficient Feature Selection Algorithm for Computer-aided Polyp Detection
    13 years 7 months ago
    An Efficient Feature Selection Algorithm for Computer-aided Polyp Detection
    Download  www.aaai.org
    We present an efficient feature selection algorithm for computer aided detection (CAD) computed tomographic (CT) colonography. The algorithm 1) determines an appropriate piecewise...
    Jiang Li, Jianhua Yao, Ronald M. Summers, Nicholas...
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    ESANN
    2006
    262views Neural Networks» more  ESANN 2006»
    Random Forests Feature Selection with K-PLS: Detecting Ischemia from Magnetocardiograms
    13 years 9 months ago
    Random Forests Feature Selection with K-PLS: Detecting Ischemia from Magnetocardiograms
    Download  www.dice.ucl.ac.be
    Random Forests were introduced by Breiman for feature (variable) selection and improved predictions for decision tree models. The resulting model is often superior to AdaBoost and ...
    Long Han, Mark J. Embrechts, Boleslaw K. Szymanski...
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    JMLR
    2008
    150views more  JMLR 2008»
    Discriminative Learning of Max-Sum Classifiers
    13 years 7 months ago
    Discriminative Learning of Max-Sum Classifiers
    Download  jmlr.csail.mit.edu
    The max-sum classifier predicts n-tuple of labels from n-tuple of observable variables by maximizing a sum of quality functions defined over neighbouring pairs of labels and obser...
    Vojtech Franc, Bogdan Savchynskyy
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