Some new inequalities for the logarithmic map, with applications to entropy and mutual information (Q2755645)
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scientific article; zbMATH DE number 1671541
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Some new inequalities for the logarithmic map, with applications to entropy and mutual information |
scientific article; zbMATH DE number 1671541 |
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18 June 2002
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inequalities
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logarithmic map
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entropy
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mutual information
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Some new inequalities for the logarithmic map, with applications to entropy and mutual information (English)
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Consider a natural number \(n>1\) and a real number \(c>1\) . Denote by \(\log \) a logarithm taken to base \(c\) and by \(K\) the set \(\{1,2,\dots ,n\}\) . If for each \(i\in K\) the numbers \(a_{i}\) and \(q_{i}\) are positive and \(\sum_{i\in K}q_{i}=1\) , then the inequalities NEWLINE\[NEWLINE 0\leq \sum_{i\in K}q_{i}a_{i}\log a_{i}-\sum_{i\in K}q_{i}a_{i}\log \left( \sum_{i\in K}q_{i}a_{i}\right) \leq \frac{1}{2}\sum_{i,j\in K}q_{i}q_{j}(a_{i}-a_{j})\log \frac{a_{i}}{a_{j}} , NEWLINE\]NEWLINE are valid. This main result of the paper is then used for deriving some new bounds for entropy, conditional entropy and mutual information.
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