Article | REF: TE5255 V1

Kernel methods for statistical learning

Author: Stéphane CANU

Publication date: February 10, 2007

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3. Tools

3.1 In the beginning was the core

In the context of kernel-based learning methods, the first thing to do for the engineer seeking to build a pattern recognition system is to identify the kernel or kernels that will form part of the study .

Let Ω be a set, a kernel k on Ω is a two-variable function of Ω × Ω with value in . We have seen the kernel as the evaluation functional for observation. If we now consider the function of two variables, the kernel in some...

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