LIBSVM: A library for support vector machines
Citations
1,186 citations
Cites methods from "LIBSVM: A library for support vecto..."
...Feature files Binary float matrix, CSV, HTK [12], Weka ARFF [11] Classifiers / Regressors LibSVM [1], recurrent neural networks [5], VAD...
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1,162 citations
Cites methods from "LIBSVM: A library for support vecto..."
...implementation of the SVM classifier from libSVM [40] with...
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1,139 citations
Cites methods from "LIBSVM: A library for support vecto..."
...The LibSVM package14 (Chang and Lin, 2011) is used for SVM training and prediction....
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1,138 citations
Cites methods from "LIBSVM: A library for support vecto..."
...For each of the models, a SVM classifier [70] with a linear kernel was trained using k-fold cross validation (k = 12)....
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1,134 citations
Cites methods from "LIBSVM: A library for support vecto..."
...The most widely used algorithms for training binary SVMs are decomposition methods like SVM-light (Joachims, 1999), SMO (Platt, 1999), and others (Chang and Lin, 2001; Collobert and Bengio, 2001)....
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...The most widely used algorithms for training binary SVMs are decomposition methods like SVMlight (Joachims, 1999), SMO (Platt, 1999), and others (Chang and Lin, 2001; Collobert and Bengio, 2001)....
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References
37,861 citations
"LIBSVM: A library for support vecto..." refers background in this paper
...{1,-1}, C-SVC [Boser et al. 1992; Cortes and Vapnik 1995] solves 4LIBSVM Tools: http://www.csie.ntu.edu.tw/~cjlin/libsvmtools. the following primal optimization problem: l t min 1 w T w +C .i (1) w,b,. 2 i=1 subject to yi(w T f(xi) +b) =1 -.i, .i =0,i =1,...,l, where f(xi)maps xi into a…...
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26,531 citations
"LIBSVM: A library for support vecto..." refers background in this paper
...Under given parameters C > 0and E> 0, the standard form of support vector regression [Vapnik 1998] is ll tt 1 T min w w + C .i + C .i * w,b,.,. * 2 i=1 i=1 subject to w T f(xi) + b- zi = E + .i, zi - w T f(xi) - b = E + .i * , * .i,.i = 0,i = 1,...,l....
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...It can be clearly seen that C-SVC and one-class SVM are already in the form of problem (11)....
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..., l, in two classes, and a vector y ∈ Rl such that yi ∈ {1,−1}, C-SVC (Cortes and Vapnik, 1995; Vapnik, 1998) solves the following primal problem:...
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...Then, according to the SVM formulation, svm train one calls a corresponding subroutine such as solve c svc for C-SVC and solve nu svc for ....
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...Note that b of C-SVC and E-SVR plays the same role as -. in one-class SVM, so we de.ne ....
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11,211 citations
"LIBSVM: A library for support vecto..." refers background in this paper
...It can be clearly seen that C-SVC and one-class SVM are already in the form of problem (11)....
[...]
...Then, according to the SVM formulation, svm train one calls a corresponding subroutine such as solve c svc for C-SVC and solve nu svc for ....
[...]
...Note that b of C-SVC and E-SVR plays the same role as -. in one-class SVM, so we de.ne ....
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...In Section 2, we describe SVM formulations supported in LIBSVM: C-Support Vector Classi.cation (C-SVC), ....
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...{1,-1}, C-SVC [Boser et al. 1992; Cortes and Vapnik 1995] solves 4LIBSVM Tools: http://www.csie.ntu.edu.tw/~cjlin/libsvmtools. the following primal optimization problem: l t min 1 w T w +C .i (1) w,b,. 2 i=1 subject to yi(w T f(xi) +b) =1 -.i, .i =0,i =1,...,l, where f(xi)maps xi into a higher-dimensional space and C > 0 is the regularization parameter....
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7,069 citations
"LIBSVM: A library for support vecto..." refers methods in this paper
...A Simple Example of Running LIBSVM While detailed instructions of using LIBSVM are available in the README file of the package and the practical guide by Hsu et al. [2003], here we give a simple example....
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...For instructions of using LIBSVM, see the README file included in the package, the LIBSVM FAQ,3 and the practical guide by Hsu et al. [2003]. LIBSVM supports the following learning tasks....
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6,562 citations