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In this chapter, we explain the methods for testing independence and conditional independence between variables using kernel functions. Kernel methods are powerful techniques that flexibly handle nonlinear and high-dimensional dependence structures.

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Testing Independence and Conditional Independence with Kernels

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  • 发表日期：

    2026年

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  • Joe Suzuki

摘要

In this chapter, we explain the methods for testing independence and conditional independence between variables using kernel functions. Kernel methods are powerful techniques that flexibly handle nonlinear and high-dimensional dependence structures.