Kernel exploratory projection pursuit

Donald MacDonald; Colin Fyfe; Darryl Charles

doi:10.1109/KES.2000.885790

Kernel exploratory projection pursuit

Donald MacDonald, Colin Fyfe, Darryl Charles

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

2 Citations (Scopus)

Abstract

Kernel methods are a recent innovation allowing us to perform efficient linear operations in a nonlinear space with the net effect of having nonlinear operations in data space. We derive three different methods of performing Exploratory Projection Pursuit in Kernel space and show on a standard data set that each gives interesting but different projections.

Original language	English
Title of host publication	4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings
Editors	R.J. Howlett, L C Jain
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	193-196
Number of pages	4
ISBN (Electronic)	0780364007, 9780780364004
DOIs	https://doi.org/10.1109/KES.2000.885790
Publication status	Published (in print/issue) - 2000
Event	4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Brighton, United Kingdom Duration: 30 Aug 2000 → 1 Sept 2000

Publication series

Name	4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings
Volume	1

Conference

Conference	4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000
Country/Territory	United Kingdom
City	Brighton
Period	30/08/00 → 1/09/00

Bibliographical note

Publisher Copyright:
© 2000 IEEE

Access to Document

10.1109/KES.2000.885790

Cite this

MacDonald, D., Fyfe, C., & Charles, D. (2000). Kernel exploratory projection pursuit. In R. J. Howlett, & L. C. Jain (Eds.), 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings (pp. 193-196). (4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings; Vol. 1). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/KES.2000.885790

MacDonald, Donald ; Fyfe, Colin ; Charles, Darryl. / Kernel exploratory projection pursuit. 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings. editor / R.J. Howlett ; L C Jain. Institute of Electrical and Electronics Engineers Inc., 2000. pp. 193-196 (4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings).

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abstract = "Kernel methods are a recent innovation allowing us to perform efficient linear operations in a nonlinear space with the net effect of having nonlinear operations in data space. We derive three different methods of performing Exploratory Projection Pursuit in Kernel space and show on a standard data set that each gives interesting but different projections.",

author = "Donald MacDonald and Colin Fyfe and Darryl Charles",

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series = "4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings",

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MacDonald, D, Fyfe, C & Charles, D 2000, Kernel exploratory projection pursuit. in RJ Howlett & LC Jain (eds), 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings. 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings, vol. 1, Institute of Electrical and Electronics Engineers Inc., pp. 193-196, 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000, Brighton, United Kingdom, 30/08/00. https://doi.org/10.1109/KES.2000.885790

Kernel exploratory projection pursuit. / MacDonald, Donald; Fyfe, Colin; Charles, Darryl.
4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings. ed. / R.J. Howlett; L C Jain. Institute of Electrical and Electronics Engineers Inc., 2000. p. 193-196 (4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings; Vol. 1).

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

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AU - Fyfe, Colin

AU - Charles, Darryl

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AB - Kernel methods are a recent innovation allowing us to perform efficient linear operations in a nonlinear space with the net effect of having nonlinear operations in data space. We derive three different methods of performing Exploratory Projection Pursuit in Kernel space and show on a standard data set that each gives interesting but different projections.

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M3 - Conference contribution

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BT - 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings

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PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000

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MacDonald D, Fyfe C, Charles D. Kernel exploratory projection pursuit. In Howlett RJ, Jain LC, editors, 4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2000. p. 193-196. (4th International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, KES 2000 - Proceedings). doi: 10.1109/KES.2000.885790

Kernel exploratory projection pursuit

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