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    NECO
    2008
    108views more  NECO 2008»
    An SMO Algorithm for the Potential Support Vector Machine
    13 years 7 months ago
    An SMO Algorithm for the Potential Support Vector Machine
    Download  ni.cs.tu-berlin.de
    We describe a fast Sequential Minimal Optimization (SMO) procedure for solving the dual optimization problem of the recently proposed Potential Support Vector Machine (P-SVM). The...
    Tilman Knebel, Sepp Hochreiter, Klaus Obermayer
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    DATAMINE
    1998
    145views more  DATAMINE 1998»
    A Tutorial on Support Vector Machines for Pattern Recognition
    13 years 7 months ago
    A Tutorial on Support Vector Machines for Pattern Recognition
    Download  www.umiacs.umd.edu
    The tutorial starts with an overview of the concepts of VC dimension and structural risk minimization. We then describe linear Support Vector Machines (SVMs) for separable and non-...
    Christopher J. C. Burges
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    DMIN
    2009
    132views Data Mining» more  DMIN 2009»
    Understanding Support Vector Machine Classifications via a Recommender System-Like Approach
    13 years 5 months ago
    Understanding Support Vector Machine Classifications via a Recommender System-Like Approach
    Download  www.cs.carleton.edu
    Support vector machines are a valuable tool for making classifications, but their black-box nature means that they lack the natural explanatory value that many other classifiers po...
    David Barbella, Sami Benzaid, Janara M. Christense...
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    ICML
    2005
    IEEE
    125views Machine Learning» more  ICML 2005»
    New approaches to support vector ordinal regression
    14 years 8 months ago
    New approaches to support vector ordinal regression
    Download  www.gatsby.ucl.ac.uk
    In this paper, we propose two new support vector approaches for ordinal regression, which optimize multiple thresholds to define parallel discriminant hyperplanes for the ordinal ...
    Wei Chu, S. Sathiya Keerthi
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    ICML
    2005
    IEEE
    161views Machine Learning» more  ICML 2005»
    Adapting two-class support vector classification methods to many class problems
    14 years 8 months ago
    Adapting two-class support vector classification methods to many class problems
    Download  people.cs.ubc.ca
    A geometric construction is presented which is shown to be an effective tool for understanding and implementing multi-category support vector classification. It is demonstrated ho...
    Simon I. Hill, Arnaud Doucet
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