An Extended TopoART Network for the Stable On-Line Learning of Regression Functions

Tscherepanow, Marko

An Extended TopoART Network for the Stable On-Line Learning of Regression Functions

Tscherepanow M (2011)
In: Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II. Lu B-L, Zhang L, Kwok J (Eds); Lecture notes in computer science, 7063. Berlin: Springer: 562-571.

Konferenzbeitrag | Veröffentlicht | Englisch

Download

tscherepanow.marko2011anextended-ICONIP.pdf

URL

http://www.springerlink.com/content/g46154308108150t/

DOI

https://doi.org/10.1007/978-3-642-24958-7_65

URN

urn:nbn:de:0070-pub-23011919

Autor*in

Tscherepanow, Marko^UniBi

Herausgeber*in

Lu, Bao-Liang; Zhang, Liqing; Kwok, James

Einrichtung

Center of Excellence - Cognitive Interaction Technology CITEC
Technische Fakultät > AG Angewandte Informatik

Abstract / Bemerkung

In this paper, a novel on-line regression method is presented. Due to its origins in Adaptive Resonance Theory neural networks, this method is particularly well-suited to problems requiring stable incremental learning. Its performance on five publicly available datasets is shown to be at least comparable to two established off-line methods. Furthermore, it exhibits considerable improvements in comparison to its closest supervised relative Fuzzy ARTMAP.

Stichworte

On-line learning; Adaptive Resonance Theory; Regression; TopoART

Erscheinungsjahr

2011

Titel des Konferenzbandes

Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II

Serien- oder Zeitschriftentitel

Lecture notes in computer science, 7063

Seite(n)

562-571

Konferenz

18th International Conference on Neural Information Processing (ICONIP)

Konferenzort

Shanghai, China

Konferenzdatum

2011-11-14

ISBN

978-3-642-24958-7

Page URI

https://pub.uni-bielefeld.de/record/2301191

Zitieren

Tscherepanow M. An Extended TopoART Network for the Stable On-Line Learning of Regression Functions. In: Lu B-L, Zhang L, Kwok J, eds. Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II. Lecture notes in computer science, 7063. Berlin: Springer; 2011: 562-571.

Tscherepanow, M. (2011). An Extended TopoART Network for the Stable On-Line Learning of Regression Functions. In B. - L. Lu, L. Zhang, & J. Kwok (Eds.), Lecture notes in computer science, 7063. Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II (pp. 562-571). Berlin: Springer. https://doi.org/10.1007/978-3-642-24958-7_65

Tscherepanow, Marko. 2011. “An Extended TopoART Network for the Stable On-Line Learning of Regression Functions”. In Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II, ed. Bao-Liang Lu, Liqing Zhang, and James Kwok, 562-571. Lecture notes in computer science, 7063. Berlin: Springer.

Tscherepanow, M. (2011). “An Extended TopoART Network for the Stable On-Line Learning of Regression Functions” in Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II, Lu, B. - L., Zhang, L., and Kwok, J. eds. Lecture notes in computer science, 7063 (Berlin: Springer), 562-571.

Tscherepanow, M., 2011. An Extended TopoART Network for the Stable On-Line Learning of Regression Functions. In B. - L. Lu, L. Zhang, & J. Kwok, eds. Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II. Lecture notes in computer science, 7063. Berlin: Springer, pp. 562-571.

M. Tscherepanow, “An Extended TopoART Network for the Stable On-Line Learning of Regression Functions”, Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II, B.-L. Lu, L. Zhang, and J. Kwok, eds., Lecture notes in computer science, 7063, Berlin: Springer, 2011, pp.562-571.

Tscherepanow, M.: An Extended TopoART Network for the Stable On-Line Learning of Regression Functions. In: Lu, B.-L., Zhang, L., and Kwok, J. (eds.) Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II. Lecture notes in computer science, 7063. p. 562-571. Springer, Berlin (2011).

Tscherepanow, Marko. “An Extended TopoART Network for the Stable On-Line Learning of Regression Functions”. Neural Information Processing : 18th International Conference, ICONIP 2011, November 13-17, 2011, Proceedings, Part II. Ed. Bao-Liang Lu, Liqing Zhang, and James Kwok. Berlin: Springer, 2011. Lecture notes in computer science, 7063. 562-571.

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