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Qunar Tech Salon
Qunar Tech Salon
Mar 28, 2015 · Artificial Intelligence

Support Vector Machines in R: Theory, Implementation, and Parameter Tuning

This article explains how support vector machines work, how to handle non‑linear and multi‑class problems, and provides a complete R implementation using the e1071 package, including linear and radial kernels, model evaluation, parameter tuning, and visualisation with grid plots.

Grid PlotRRadial Kernel
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Support Vector Machines in R: Theory, Implementation, and Parameter Tuning