Developed open source python library for Support Vector Regression (SVR) using convex optimization package (such as CVXOPT) and compared its performance with LIBSVM/sklearn. Implemented epsilon-SVR and RH-SVR in python
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Implementation of the Epsilon SVR and the Reduced Convex Hull SVR using CVXOPT optimization framework, and Cross Validation. Verified the results by comparing them with the SVR using sklearn library. Performed regression and analyzed the results of different kernels such as Linear, Polynomial and Rbf, by tweaking the hyper-parameters on Boston H…
RitvikKapila/Epsilon-SVR-and-RH-SVR-Models
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Implementation of the Epsilon SVR and the Reduced Convex Hull SVR using CVXOPT optimization framework, and Cross Validation. Verified the results by comparing them with the SVR using sklearn library. Performed regression and analyzed the results of different kernels such as Linear, Polynomial and Rbf, by tweaking the hyper-parameters on Boston H…
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