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A Note on Nonlocal Prior Method

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arxiv 1702.07778 v1 pith:FRCA3OJZ submitted 2017-02-24 stat.ME

A Note on Nonlocal Prior Method

classification stat.ME
keywords priornonlocalableclassdecreasingdetectdimensionalhigh
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We propose a new class of nonlocal prior to improve the performance of variable selection in high dimensional setting. We prove our new prior possesses the robustness to hyper parameter settings and is able to detect smaller decreasing signals.

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