Using Concept Taxonomies for effective tree induction

Hong Yan Yi; B. de la Iglesia; V. J. Rayward-Smith

doi:10.1007/11596981_150

Using Concept Taxonomies for effective tree induction

Hong Yan Yi, B. de la Iglesia, V. J. Rayward-Smith

Research output: Chapter in Book/Report/Conference proceeding › Chapter

3 Citations (Scopus)

Abstract

Taxonomies are exploited to generate improved decision trees. Experiments show very considerable improvements in tree simplicity can be achieved with little or no loss of accuracy.

Original language	English
Title of host publication	Computational Intelligence and Security
Editors	Yue Hao, Jiming Liu, Yu-Ping Wang, Yiu-ming Cheung, Hujun Yin, Licheng Jiao, Jianfeng Ma, Yong-Chang Jiao
Publisher	Springer Berlin / Heidelberg
Pages	1011-1016
Number of pages	6
Volume	3802
ISBN (Print)	978-3-540-30819-5
DOIs	https://doi.org/10.1007/11596981_150
Publication status	Published - 2005

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer Berlin / Heidelberg

Access to Document

10.1007/11596981_150

Cite this

Yi, H. Y., de la Iglesia, B., & Rayward-Smith, V. J. (2005). Using Concept Taxonomies for effective tree induction. In Y. Hao, J. Liu, Y-P. Wang, Y. Cheung, H. Yin, L. Jiao, J. Ma, & Y-C. Jiao (Eds.), Computational Intelligence and Security (Vol. 3802, pp. 1011-1016). (Lecture Notes in Computer Science). Springer Berlin / Heidelberg. https://doi.org/10.1007/11596981_150

Yi, Hong Yan ; de la Iglesia, B. ; Rayward-Smith, V. J. / Using Concept Taxonomies for effective tree induction. Computational Intelligence and Security. editor / Yue Hao ; Jiming Liu ; Yu-Ping Wang ; Yiu-ming Cheung ; Hujun Yin ; Licheng Jiao ; Jianfeng Ma ; Yong-Chang Jiao. Vol. 3802 Springer Berlin / Heidelberg, 2005. pp. 1011-1016 (Lecture Notes in Computer Science).

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title = "Using Concept Taxonomies for effective tree induction",

abstract = "Taxonomies are exploited to generate improved decision trees. Experiments show very considerable improvements in tree simplicity can be achieved with little or no loss of accuracy.",

author = "Yi, {Hong Yan} and {de la Iglesia}, B. and Rayward-Smith, {V. J.}",

note = "International Conference, CIS 2005, Xi{\textquoteright}an, China, December 15-19, 2005, Proceedings, Part II",

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Using Concept Taxonomies for effective tree induction. / Yi, Hong Yan; de la Iglesia, B.; Rayward-Smith, V. J.

Computational Intelligence and Security. ed. / Yue Hao; Jiming Liu; Yu-Ping Wang; Yiu-ming Cheung; Hujun Yin; Licheng Jiao; Jianfeng Ma; Yong-Chang Jiao. Vol. 3802 Springer Berlin / Heidelberg, 2005. p. 1011-1016 (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceeding › Chapter

TY - CHAP

T1 - Using Concept Taxonomies for effective tree induction

AU - Yi, Hong Yan

AU - de la Iglesia, B.

AU - Rayward-Smith, V. J.

N1 - International Conference, CIS 2005, Xi’an, China, December 15-19, 2005, Proceedings, Part II

PY - 2005

Y1 - 2005

N2 - Taxonomies are exploited to generate improved decision trees. Experiments show very considerable improvements in tree simplicity can be achieved with little or no loss of accuracy.

AB - Taxonomies are exploited to generate improved decision trees. Experiments show very considerable improvements in tree simplicity can be achieved with little or no loss of accuracy.

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DO - 10.1007/11596981_150

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T3 - Lecture Notes in Computer Science

SP - 1011

EP - 1016

BT - Computational Intelligence and Security

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A2 - Liu, Jiming

A2 - Wang, Yu-Ping

A2 - Cheung, Yiu-ming

A2 - Yin, Hujun

A2 - Jiao, Licheng

A2 - Ma, Jianfeng

A2 - Jiao, Yong-Chang

PB - Springer Berlin / Heidelberg

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