Topology and intelligent data analysis

V. Robins; J. Abernethy; N. Rooney; E. Bradley

doi:10.1007/978-3-540-45231-7_11

Topology and intelligent data analysis

V. Robins, J. Abernethy, N. Rooney, E. Bradley

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

3 Citations (Scopus)

Abstract

A broad range of mathematical techniques, ranging from statistics to fuzzy logic, have been used to great advantage in intelligent data analysis. Topology - the fundamental mathematics of shape - has to date been conspicuously absent from this repertoire. This paper shows how topology, properly reformulated for a finite-precision world, can be useful in intelligent data analysis tasks.

Original language	English
Title of host publication	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Editors	Michael R. Berthold, Hans-Joachim Lenz, Elizabeth Bradley, Rudolf Kruse, Christian Borgelt
Publisher	Springer Verlag
Pages	111-122
Number of pages	12
ISBN (Print)	3540408134, 9783540408130
DOIs	https://doi.org/10.1007/978-3-540-45231-7_11
Publication status	Published - 2003

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	2810
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

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10.1007/978-3-540-45231-7_11

Cite this

Robins, V., Abernethy, J., Rooney, N., & Bradley, E. (2003). Topology and intelligent data analysis. In M. R. Berthold, H.-J. Lenz, E. Bradley, R. Kruse, & C. Borgelt (Eds.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (pp. 111-122). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2810). Springer Verlag. https://doi.org/10.1007/978-3-540-45231-7_11

Robins, V. ; Abernethy, J. ; Rooney, N. et al. / Topology and intelligent data analysis. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). editor / Michael R. Berthold ; Hans-Joachim Lenz ; Elizabeth Bradley ; Rudolf Kruse ; Christian Borgelt. Springer Verlag, 2003. pp. 111-122 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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abstract = "A broad range of mathematical techniques, ranging from statistics to fuzzy logic, have been used to great advantage in intelligent data analysis. Topology - the fundamental mathematics of shape - has to date been conspicuously absent from this repertoire. This paper shows how topology, properly reformulated for a finite-precision world, can be useful in intelligent data analysis tasks.",

author = "V. Robins and J. Abernethy and N. Rooney and E. Bradley",

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Robins, V, Abernethy, J, Rooney, N & Bradley, E 2003, Topology and intelligent data analysis. in MR Berthold, H-J Lenz, E Bradley, R Kruse & C Borgelt (eds), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2810, Springer Verlag, pp. 111-122. https://doi.org/10.1007/978-3-540-45231-7_11

Topology and intelligent data analysis. / Robins, V.; Abernethy, J.; Rooney, N. et al.
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). ed. / Michael R. Berthold; Hans-Joachim Lenz; Elizabeth Bradley; Rudolf Kruse; Christian Borgelt. Springer Verlag, 2003. p. 111-122 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2810).

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

TY - CHAP

T1 - Topology and intelligent data analysis

AU - Robins, V.

AU - Abernethy, J.

AU - Rooney, N.

AU - Bradley, E.

PY - 2003

Y1 - 2003

N2 - A broad range of mathematical techniques, ranging from statistics to fuzzy logic, have been used to great advantage in intelligent data analysis. Topology - the fundamental mathematics of shape - has to date been conspicuously absent from this repertoire. This paper shows how topology, properly reformulated for a finite-precision world, can be useful in intelligent data analysis tasks.

AB - A broad range of mathematical techniques, ranging from statistics to fuzzy logic, have been used to great advantage in intelligent data analysis. Topology - the fundamental mathematics of shape - has to date been conspicuously absent from this repertoire. This paper shows how topology, properly reformulated for a finite-precision world, can be useful in intelligent data analysis tasks.

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DO - 10.1007/978-3-540-45231-7_11

M3 - Chapter

AN - SCOPUS:35248884878

SN - 3540408134

SN - 9783540408130

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 111

EP - 122

BT - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

A2 - Berthold, Michael R.

A2 - Lenz, Hans-Joachim

A2 - Bradley, Elizabeth

A2 - Kruse, Rudolf

A2 - Borgelt, Christian

PB - Springer Verlag

ER -

Robins V, Abernethy J, Rooney N, Bradley E. Topology and intelligent data analysis. In Berthold MR, Lenz HJ, Bradley E, Kruse R, Borgelt C, editors, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag. 2003. p. 111-122. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-540-45231-7_11

Topology and intelligent data analysis

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