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.

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Conference Paper | Published | English
Editor
Lu, Bao-Liang ; Zhang, Liqing ; Kwok, James
Abstract
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.
Publishing Year
Conference
18th International Conference on Neural Information Processing (ICONIP)
Location
Shanghai, China
Conference Date
2011-11-14
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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.
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, ed. B. - L. Lu, L. Zhang, and J. Kwok 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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