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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jiantao Jiao Venkat, K. Weissman, T. |
| Copyright Year | 2013 |
| Abstract | Identities yielding optimal estimation interpretations for mutual information and relative entropy - paralleling those known for minimum mean squared estimation under additive Gaussian noise - were recently discovered for the Poisson channel by Atar and Weissman. We express these identities as equalities between expectations of the associated estimation and information theoretic random variables such as the actual estimation loss and the information density. By explicitly characterizing the relations between these random variables we show that they are related in much stronger pointwise senses that directly imply the known expectation identities while deepening our understanding of them. As an example for the nature of our results, consider the equality between the mutual information and the mean cumulative filtering loss of the optimal filter in continuous-time estimation. We show that the difference between the information density and the cumulative filtering loss is a martingale expressible as a stochastic integral. This explicit characterization not only directly recovers the previously known expectation relation, but allows to characterize other distributional properties of the random variables involved where some of the original objects of interest emerge in new and surprising roles. For example, we find that the increasing predictable part of the Doob-Meyer decomposition of the information density (which is a sub-martinagle) is nothing but the cumulative loss of the optimal filter. |
| Starting Page | 449 |
| Ending Page | 453 |
| File Size | 109172 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781479904464 |
| ISSN | 21578117 |
| DOI | 10.1109/ISIT.2013.6620266 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-07-07 |
| Publisher Place | Turkey |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Estimation Mutual information Channel estimation Signal to noise ratio Entropy Stochastic processes |
| Content Type | Text |
| Resource Type | Article |
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