A novel architecture for capturing discrete sequences using self-organizing maps

Manjusri Ishwara; Jayantha Rajapakse; Damminda Alahakoon

doi:10.1007/978-3-319-12637-1_69

A novel architecture for capturing discrete sequences using self-organizing maps

Manjusri Ishwara, Jayantha Rajapakse, Damminda Alahakoon

Malaysia Sch of Information Technology

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

Abstract

This paper, proposes a layered approach to capture discrete sequences by exploiting the best matching unit (BMU) selection process of the self-organizing map (SOM) to generate a finite state machine (FSM). The FSM is used with thresholding to identify prominent subsequences available in input data.

Original language	English
Title of host publication	Neural Information Processing: 21st International Conference (ICONIP 2014)
Subtitle of host publication	Kuching, Malaysia, November 3-6, 2014, Proceedings, Part I
Editors	Chu Kiong Loo, Keem Siah Yap, Kok Wai Wong, Andrew Teoh, Kaizhu Huang
Place of Publication	Cham, Switzerland
Publisher	Springer
Pages	551-558
Number of pages	8
ISBN (Print)	9783319126364
DOIs	https://doi.org/10.1007/978-3-319-12637-1_69
Publication status	Published - 2014
Event	International Conference on Neural Information Processing 2014 - Kuching, Malaysia Duration: 3 Nov 2014 → 6 Nov 2014 Conference number: 21st https://link.springer.com/book/10.1007/978-3-319-12637-1

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer
Volume	8834
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	International Conference on Neural Information Processing 2014
Abbreviated title	ICONIP 2014
Country/Territory	Malaysia
City	Kuching
Period	3/11/14 → 6/11/14
Internet address	https://link.springer.com/book/10.1007/978-3-319-12637-1

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10.1007/978-3-319-12637-1_69

Cite this

Ishwara, M., Rajapakse, J., & Alahakoon, D. (2014). A novel architecture for capturing discrete sequences using self-organizing maps. In C. K. Loo, K. S. Yap, K. W. Wong, A. Teoh, & K. Huang (Eds.), Neural Information Processing: 21st International Conference (ICONIP 2014): Kuching, Malaysia, November 3-6, 2014, Proceedings, Part I (pp. 551-558). (Lecture Notes in Computer Science; Vol. 8834). Springer. https://doi.org/10.1007/978-3-319-12637-1_69

Ishwara, Manjusri ; Rajapakse, Jayantha ; Alahakoon, Damminda. / A novel architecture for capturing discrete sequences using self-organizing maps. Neural Information Processing: 21st International Conference (ICONIP 2014): Kuching, Malaysia, November 3-6, 2014, Proceedings, Part I. editor / Chu Kiong Loo ; Keem Siah Yap ; Kok Wai Wong ; Andrew Teoh ; Kaizhu Huang. Cham, Switzerland : Springer, 2014. pp. 551-558 (Lecture Notes in Computer Science).

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title = "A novel architecture for capturing discrete sequences using self-organizing maps",

abstract = "This paper, proposes a layered approach to capture discrete sequences by exploiting the best matching unit (BMU) selection process of the self-organizing map (SOM) to generate a finite state machine (FSM). The FSM is used with thresholding to identify prominent subsequences available in input data.",

author = "Manjusri Ishwara and Jayantha Rajapakse and Damminda Alahakoon",

year = "2014",

doi = "10.1007/978-3-319-12637-1_69",

language = "English",

isbn = "9783319126364",

series = "Lecture Notes in Computer Science",

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pages = "551--558",

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booktitle = "Neural Information Processing: 21st International Conference (ICONIP 2014)",

note = "International Conference on Neural Information Processing 2014, ICONIP 2014 ; Conference date: 03-11-2014 Through 06-11-2014",

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Ishwara, M, Rajapakse, J & Alahakoon, D 2014, A novel architecture for capturing discrete sequences using self-organizing maps. in CK Loo, KS Yap, KW Wong, A Teoh & K Huang (eds), Neural Information Processing: 21st International Conference (ICONIP 2014): Kuching, Malaysia, November 3-6, 2014, Proceedings, Part I. Lecture Notes in Computer Science, vol. 8834, Springer, Cham, Switzerland, pp. 551-558, International Conference on Neural Information Processing 2014, Kuching, Malaysia, 3/11/14. https://doi.org/10.1007/978-3-319-12637-1_69

A novel architecture for capturing discrete sequences using self-organizing maps. / Ishwara, Manjusri; Rajapakse, Jayantha; Alahakoon, Damminda.
Neural Information Processing: 21st International Conference (ICONIP 2014): Kuching, Malaysia, November 3-6, 2014, Proceedings, Part I. ed. / Chu Kiong Loo; Keem Siah Yap; Kok Wai Wong; Andrew Teoh; Kaizhu Huang. Cham, Switzerland: Springer, 2014. p. 551-558 (Lecture Notes in Computer Science; Vol. 8834).

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

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Ishwara M, Rajapakse J, Alahakoon D. A novel architecture for capturing discrete sequences using self-organizing maps. In Loo CK, Yap KS, Wong KW, Teoh A, Huang K, editors, Neural Information Processing: 21st International Conference (ICONIP 2014): Kuching, Malaysia, November 3-6, 2014, Proceedings, Part I. Cham, Switzerland: Springer. 2014. p. 551-558. (Lecture Notes in Computer Science). doi: 10.1007/978-3-319-12637-1_69

A novel architecture for capturing discrete sequences using self-organizing maps

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