Achievable rates for pattern recognition: Binary and Gaussian cases

M. Brandon Westover; Joseph A. O'Sullivan

doi:10.1109/ISIT.2005.1523286

Achievable rates for pattern recognition: Binary and Gaussian cases

M. Brandon Westover
, Joseph A. O'Sullivan

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

4 Scopus citations

Abstract

Recently we presented information-theoretic bounds for the achievable rates of pattern recognition systems operating under data compression constraints. In this paper we improve on our previous inner bound, and report progress toward finding formulas for the achievable rate region boundaries in the special cases where the pattern data is either binary or Gaussian.

Original language	English
Title of host publication	Proceedings of the 2005 IEEE International Symposium on Information Theory, ISIT 05
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	28-32
Number of pages	5
ISBN (Print)	0780391519, 9780780391512
DOIs	https://doi.org/10.1109/ISIT.2005.1523286
State	Published - 2005
Event	2005 IEEE International Symposium on Information Theory, ISIT 2005 - Adelaide, Australia Duration: Sep 4 2005 → Sep 9 2005

Publication series

Name	IEEE International Symposium on Information Theory - Proceedings
Volume	2005
ISSN (Print)	2157-8095
ISSN (Electronic)	2157-8117

Conference

Conference	2005 IEEE International Symposium on Information Theory, ISIT 2005
Country/Territory	Australia
City	Adelaide
Period	09/4/05 → 09/9/05

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10.1109/ISIT.2005.1523286

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Westover, M. B., & O'Sullivan, J. A. (2005). Achievable rates for pattern recognition: Binary and Gaussian cases. In Proceedings of the 2005 IEEE International Symposium on Information Theory, ISIT 05 (pp. 28-32). Article 1523286 (IEEE International Symposium on Information Theory - Proceedings; Vol. 2005). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISIT.2005.1523286

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title = "Achievable rates for pattern recognition: Binary and Gaussian cases",

abstract = "Recently we presented information-theoretic bounds for the achievable rates of pattern recognition systems operating under data compression constraints. In this paper we improve on our previous inner bound, and report progress toward finding formulas for the achievable rate region boundaries in the special cases where the pattern data is either binary or Gaussian.",

author = "Westover, \{M. Brandon\} and O'Sullivan, \{Joseph A.\}",

year = "2005",

doi = "10.1109/ISIT.2005.1523286",

language = "English",

isbn = "0780391519",

series = "IEEE International Symposium on Information Theory - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "28--32",

booktitle = "Proceedings of the 2005 IEEE International Symposium on Information Theory, ISIT 05",

note = "2005 IEEE International Symposium on Information Theory, ISIT 2005 ; Conference date: 04-09-2005 Through 09-09-2005",

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Westover, MB & O'Sullivan, JA 2005, Achievable rates for pattern recognition: Binary and Gaussian cases. in Proceedings of the 2005 IEEE International Symposium on Information Theory, ISIT 05., 1523286, IEEE International Symposium on Information Theory - Proceedings, vol. 2005, Institute of Electrical and Electronics Engineers Inc., pp. 28-32, 2005 IEEE International Symposium on Information Theory, ISIT 2005, Adelaide, Australia, 09/4/05. https://doi.org/10.1109/ISIT.2005.1523286

Achievable rates for pattern recognition: Binary and Gaussian cases. / Westover, M. Brandon; O'Sullivan, Joseph A.
Proceedings of the 2005 IEEE International Symposium on Information Theory, ISIT 05. Institute of Electrical and Electronics Engineers Inc., 2005. p. 28-32 1523286 (IEEE International Symposium on Information Theory - Proceedings; Vol. 2005).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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M3 - Conference contribution

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ER -

Achievable rates for pattern recognition: Binary and Gaussian cases

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