Data analysis using artificial immune systems, cluster analysis and Kohonen networks: some comparisons

John Hunt; Mark Neal; John Timmis

Data analysis using artificial immune systems, cluster analysis and Kohonen networks: some comparisons

John Hunt, Mark Neal, John Timmis

Department of Computer Science

Research output: Contribution to conference › Other

Abstract

A novel data analysis technique inspired by the human immune system AIS (the artificial immune system) is examined. For this purpose, a reworked and improved theoretical foundation of the artificial immune system algorithm, that gives good quality results with benchmark data, is introduced. The effectiveness of the IAS and its visualization as an aid to the data mining and knowledge discovery processes is discussed.

Original language	English
Pages	922-927
Number of pages	6
Publication status	Published - 1999

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title = "Data analysis using artificial immune systems, cluster analysis and Kohonen networks: some comparisons",

abstract = "A novel data analysis technique inspired by the human immune system AIS (the artificial immune system) is examined. For this purpose, a reworked and improved theoretical foundation of the artificial immune system algorithm, that gives good quality results with benchmark data, is introduced. The effectiveness of the IAS and its visualization as an aid to the data mining and knowledge discovery processes is discussed.",

author = "John Hunt and Mark Neal and John Timmis",

note = "Neal M J Timmis J and Hunt J. Data analysis with artificial immune systems, cluster analysis and kohonen networks: some comparisons. In Proceedings of IEEE international conference of systems, man and cybernetics, pages 922-927, Tokyo, 1999. IEEE.",

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pages = "922--927",

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T1 - Data analysis using artificial immune systems, cluster analysis and Kohonen networks

T2 - some comparisons

AU - Hunt, John

AU - Neal, Mark

AU - Timmis, John

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PY - 1999

Y1 - 1999

N2 - A novel data analysis technique inspired by the human immune system AIS (the artificial immune system) is examined. For this purpose, a reworked and improved theoretical foundation of the artificial immune system algorithm, that gives good quality results with benchmark data, is introduced. The effectiveness of the IAS and its visualization as an aid to the data mining and knowledge discovery processes is discussed.

AB - A novel data analysis technique inspired by the human immune system AIS (the artificial immune system) is examined. For this purpose, a reworked and improved theoretical foundation of the artificial immune system algorithm, that gives good quality results with benchmark data, is introduced. The effectiveness of the IAS and its visualization as an aid to the data mining and knowledge discovery processes is discussed.

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M3 - Other

SP - 922

EP - 927

ER -

Data analysis using artificial immune systems, cluster analysis and Kohonen networks: some comparisons

Abstract

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