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Calibrated Derivative-Process Sensitivity for Gaussian-Process Variable Selection

Cai, Jia
arXiv (All) · Papers
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numerical-analysis
Automatic relevance determination (ARD), the default tool for variable selection in Gaussian-process (GP) regression, ranks inputs by inverse lengthscales -- which measure how fast a function varies, not how much an input contributes to prediction -- and offers no calibrated rule for deciding which
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