LIBSVM: A library for support vector machines
Citations
47,974 citations
Cites methods from "LIBSVM: A library for support vecto..."
...While the package is mostly written in Python, it incorporates the C++ libraries LibSVM (Chang and Lin, 2001) and LibLinear (Fan et al....
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19,603 citations
Cites methods from "LIBSVM: A library for support vecto..."
...• Wrapper classifiers: allow the well known algorithms provided by the LibSVM [5] and LibLINEAR [9] thirdparty libraries to be used in WEKA....
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...Supported .le formats include WEKA s own ARFF format, CSV, LibSVM s format, and C4.5 s format....
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...6 is the ability to read and write data in the format used by the well known LibSVM and SVM-Light support vector machine implementations [5]....
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...This complements the new LibSVM and LibLIN-EAR wrapper classi.ers....
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...Wrapper classi.ers: allow the well known algorithms provided by the LibSVM [5] and LibLINEAR [9] thirdparty libraries to be used in WEKA....
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11,283 citations
Cites methods from "LIBSVM: A library for support vecto..."
...We found that for the classification task SVMs [11] clearly outperform nearest neighbor classification....
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...All Classification Similarity SVM[11] 0....
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10,696 citations
7,848 citations
References
92 citations
"LIBSVM: A library for support vecto..." refers background in this paper
...proposed in Section 3.2 only variables corresponding to a small set are still allowed to move ( Lin, 2002b, Theorem II.3):...
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91 citations
Additional excerpts
...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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85 citations
Additional excerpts
...iterations. An earlier work is in ( Hush and Scovel, 2003 )....
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82 citations
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