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    JMLR
    2006
    143views more  JMLR 2006»
    Consistency and Convergence Rates of One-Class SVMs and Related Algorithms
    13 years 7 months ago
    Consistency and Convergence Rates of One-Class SVMs and Related Algorithms
    Download  jmlr.csail.mit.edu
    We determine the asymptotic behaviour of the function computed by support vector machines (SVM) and related algorithms that minimize a regularized empirical convex loss function i...
    Régis Vert, Jean-Philippe Vert
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    TNN
    2008
    97views more  TNN 2008»
    Training Hard-Margin Support Vector Machines Using Greedy Stagewise Algorithm
    13 years 7 months ago
    Training Hard-Margin Support Vector Machines Using Greedy Stagewise Algorithm
    Download  www.cs.washington.edu
    Hard-margin support vector machines (HM-SVMs) suffer from getting overfitting in the presence of noise. Soft-margin SVMs deal with this problem by introducing a regularization term...
    Liefeng Bo, Ling Wang, Licheng Jiao
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    JMLR
    2008
    110views more  JMLR 2008»
    A Bahadur Representation of the Linear Support Vector Machine
    13 years 7 months ago
    A Bahadur Representation of the Linear Support Vector Machine
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    The support vector machine has been successful in a variety of applications. Also on the theoretical front, statistical properties of the support vector machine have been studied ...
    Ja-Yong Koo, Yoonkyung Lee, Yuwon Kim, Changyi Par...
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    ICMLA
    2003
    169views Machine Learning» more  ICMLA 2003»
    Robust Support Vector Machines for Anomaly Detection in Computer Security
    13 years 8 months ago
    Robust Support Vector Machines for Anomaly Detection in Computer Security
    Download  www.cs.ucdavis.edu
    — Using the 1998 DARPA BSM data set collected at MIT’s Lincoln Labs to study intrusion detection systems, the performance of robust support vector machines (RVSMs) was compared...
    Wenjie Hu, Yihua Liao, V. Rao Vemuri
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    MM
    2003
    ACM
    111views Multimedia» more  MM 2003»
    A robust dissolve detector by support vector machine
    14 years 22 days ago
    A robust dissolve detector by support vector machine
    Download  vireo.cs.cityu.edu.hk
    In this paper, we propose a novel approach for the robust detection and classification of dissolve sequences in videos. Our approach is based on the multi-resolution representati...
    Chong-Wah Ngo
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