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The nu-support vector classifier (Nu-SVC) is similar to the SVC with the only difference that the nu-SVC classifier has a nu parameter to control the number of support vectors. In this tutorial, we'll briefly learn how to classify data by using Scikit-learn's NuSVC class in Python. The tutorial covers:
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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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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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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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3. The proposed method nu-SVR. The nu-support vector regression (nu-SVR) is a new type of support vector regression (SVR) that can handle regression issues, especially problems related to the first type ε-SVR [25,26], where it is difficult to determine the suitable ε value to be selected. Selecting many data points as support vectors will lead to overfitting problems.
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