Strangeness minimisation feature selection with confidence machines

Tony Bellotti; Zhiyuan Luo; Alex Gammerman

doi:10.1007/11875581_117

Strangeness minimisation feature selection with confidence machines

Tony Bellotti, Zhiyuan Luo, Alex Gammerman

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

6 Citations (Scopus)

Abstract

In this paper, we focus on the problem of feature selection with confidence machines (CM). CM allows us to make predictions within predefined confidence levels, thus providing a controlled and calibrated classification environment. We present a new feature selection method, namely Strangeness Minimisation Feature Selection, designed for CM. We apply this feature selection method to the problem of microarray classification and demonstrate its effectiveness.

Original language	English
Title of host publication	Intelligent Data Engineering and Automated Learning, IDEAL 2006 - 7th International Conference, Proceedings
Publisher	Springer Verlag
Pages	978-985
Number of pages	8
ISBN (Print)	3540454853, 9783540454854
DOIs	https://doi.org/10.1007/11875581_117
Publication status	Published - 2006
Externally published	Yes
Event	7th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2006 - Burgos, Spain Duration: 20 Sept 2006 → 23 Sept 2006

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	4224 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	7th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2006
Country/Territory	Spain
City	Burgos
Period	20/09/06 → 23/09/06

ASJC Scopus subject areas

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/11875581_117

Cite this

Bellotti, T., Luo, Z., & Gammerman, A. (2006). Strangeness minimisation feature selection with confidence machines. In Intelligent Data Engineering and Automated Learning, IDEAL 2006 - 7th International Conference, Proceedings (pp. 978-985). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4224 LNCS). Springer Verlag. https://doi.org/10.1007/11875581_117

Bellotti, Tony ; Luo, Zhiyuan ; Gammerman, Alex. / Strangeness minimisation feature selection with confidence machines. Intelligent Data Engineering and Automated Learning, IDEAL 2006 - 7th International Conference, Proceedings. Springer Verlag, 2006. pp. 978-985 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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author = "Tony Bellotti and Zhiyuan Luo and Alex Gammerman",

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Bellotti, T, Luo, Z & Gammerman, A 2006, Strangeness minimisation feature selection with confidence machines. in Intelligent Data Engineering and Automated Learning, IDEAL 2006 - 7th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 4224 LNCS, Springer Verlag, pp. 978-985, 7th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2006, Burgos, Spain, 20/09/06. https://doi.org/10.1007/11875581_117

Strangeness minimisation feature selection with confidence machines. / Bellotti, Tony; Luo, Zhiyuan; Gammerman, Alex.
Intelligent Data Engineering and Automated Learning, IDEAL 2006 - 7th International Conference, Proceedings. Springer Verlag, 2006. p. 978-985 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4224 LNCS).

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

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Bellotti T, Luo Z, Gammerman A. Strangeness minimisation feature selection with confidence machines. In Intelligent Data Engineering and Automated Learning, IDEAL 2006 - 7th International Conference, Proceedings. Springer Verlag. 2006. p. 978-985. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/11875581_117

Strangeness minimisation feature selection with confidence machines

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