In real applications to complex bio-molecular data, we suggest to apply both Bernstein -based and χ 2 -based procedures: structures discovered by both tests are likely to be significant, and Bernstein -based tests can discover potential structures not detectable with the more selective χ 2 -based test.
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Discovering multi-level structures in bio-molecular data through the Bernstein inequality.
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