Two-sided exponential concentration bounds for Bayes error rate and Shannon entropy
We provide a method that approximates the Bayes error rate and the Shannon entropy with high probability. The Bayes error rate approximation makes possible to build a classifier that polynomially approaches Bayes error rate. The Shannon entropy approximation provides provable performance guarantees...
| Main Authors: | , |
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| Other Authors: | , |
| Format: | Article |
| Language: | English |
| Published: |
Association for Computing Machinery (ACM),
2015-12-18T13:51:02Z.
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| Subjects: | |
| Online Access: | Get fulltext |