Testing Goodness-of-Fit via Rate Distortion

Details Testing Goodness-of-Fit via Rate Distortion Testing Goodness-of-Fit via Rate Distortion

2009-03-31

arxiv.org/abs/0903.5426v1

Computer Science

Information Theory

Scientific paper

A framework is developed using techniques from rate distortion theory in statistical testing. The idea is first to do optimal compression according to a certain distortion function and then use information divergence from the compressed empirical distribution to the compressed null hypothesis as statistic. Only very special cases have been studied in more detail, but they indicate that the approach can be used under very general conditions.

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