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Based on support vector machines method, Nu Support Vector Regression (NuSVR) is an algorithm to solve the regression problems. The NuSVR algorithm applies nu parameter by replacing the the epsilon parameter of SVR method. The Scikit-learn explains that the parameter nu is an upper bound on the fraction of training errors and a lower bound of.
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A Tutorial on ν-Support Vector Machines Pai-Hsuen Chen1, Chih-Jen Lin1, and Bernhard Scholkopf¨ 2? 1 Department of Computer Science and Information Engineering National Taiwan University Taipei 106, Taiwan 2 Max Planck Institute for Biological Cybernetics, Tubingen, Germany¨ [email protected] Abstract. We briefly describe the main ideas of statistical learning theory, sup-
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The best model, a Nu support vector regression model (NuSVR) using 36 factor scores as features, yielded the highest validation score (R 2 = 0.048) and a relatively low training score (0.22), the latter of which was important for reducing the degree of over-fitting. The mean squared errors (MSEs) for the training and validation samples were 68..
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Nu-Support Vector Classification. Similar to SVC but uses a parameter to control the number of support vectors. The implementation is based on libsvm. Read more in the User Guide. Parameters: nufloat, default=0.5 An upper bound on the fraction of margin errors (see User Guide) and a lower bound of the fraction of support vectors.
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Nu Support Vector Regression. Similar to NuSVC, for regression, uses a parameter nu to control the number of support vectors. However, unlike NuSVC, where nu replaces C, here nu replaces the parameter epsilon of epsilon-SVR. The implementation is based on libsvm. Read more in the User Guide. Parameters: nufloat, default=0.5
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