An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems

Julie Greensmith; Steve Cayzer

doi:10.1007/978-3-540-45192-1_14

An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems

Julie Greensmith, Steve Cayzer

Department of Mechanical Engineering

Research output: Chapter or section in a book/report/conference proceeding › Chapter or section

22 Citations (SciVal)

Abstract

AIRS, a resource limited artificial immune classifier system, has performed well on elementary classification tasks. This paper proposes the use of this system for the more complex task of hierarchical, multi-class document classification. This information can then be applied to the realm of taxonomy mapping, an active research area with far reaching implications. Our motivation comes from the use of a personal semantic structure for ease of navigation within a set of Internet based documents.

Original language	English
Title of host publication	Artificial Immune Systems
Subtitle of host publication	Second International Conference, ICARIS 2003, Edinburgh, UK, September 1-3, 2003. Proceedings
Editors	Jon Timmis, PeterJ. Bentley, Emma Hart
Publisher	Springer
Pages	136-146
Number of pages	11
Volume	2787
ISBN (Electronic)	978-3-540-45192-1
ISBN (Print)	978-3-540-40766-9
DOIs	https://doi.org/10.1007/978-3-540-45192-1_14
Publication status	Published - 2003

Publication series

Name	Lecture Notes in Computer Science

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10.1007/978-3-540-45192-1_14

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Greensmith, J., & Cayzer, S. (2003). An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems. In J. Timmis, P. Bentley, & E. Hart (Eds.), Artificial Immune Systems: Second International Conference, ICARIS 2003, Edinburgh, UK, September 1-3, 2003. Proceedings (Vol. 2787, pp. 136-146). (Lecture Notes in Computer Science). Springer. https://doi.org/10.1007/978-3-540-45192-1_14

An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems. / Greensmith, Julie; Cayzer, Steve.
Artificial Immune Systems: Second International Conference, ICARIS 2003, Edinburgh, UK, September 1-3, 2003. Proceedings. ed. / Jon Timmis; PeterJ. Bentley; Emma Hart. Vol. 2787 Springer, 2003. p. 136-146 (Lecture Notes in Computer Science).

Research output: Chapter or section in a book/report/conference proceeding › Chapter or section

Greensmith, J & Cayzer, S 2003, An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems. in J Timmis, P Bentley & E Hart (eds), Artificial Immune Systems: Second International Conference, ICARIS 2003, Edinburgh, UK, September 1-3, 2003. Proceedings. vol. 2787, Lecture Notes in Computer Science, Springer, pp. 136-146. https://doi.org/10.1007/978-3-540-45192-1_14

Greensmith J, Cayzer S. An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems. In Timmis J, Bentley P, Hart E, editors, Artificial Immune Systems: Second International Conference, ICARIS 2003, Edinburgh, UK, September 1-3, 2003. Proceedings. Vol. 2787. Springer. 2003. p. 136-146. (Lecture Notes in Computer Science). doi: 10.1007/978-3-540-45192-1_14

Greensmith, Julie ; Cayzer, Steve. / An Artificial Immune System Approach to Semantic Document Classification : Artificial Immune Systems. Artificial Immune Systems: Second International Conference, ICARIS 2003, Edinburgh, UK, September 1-3, 2003. Proceedings. editor / Jon Timmis ; PeterJ. Bentley ; Emma Hart. Vol. 2787 Springer, 2003. pp. 136-146 (Lecture Notes in Computer Science).

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An Artificial Immune System Approach to Semantic Document Classification: Artificial Immune Systems

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