TopoART: A Topology Learning Hierarchical ART Network

Tscherepanow M (2010)
In: Artificial Neural Networks (ICANN 2010). Diamantaras K, Duch W, Iliadis LS (Eds); Lecture Notes in Computer Science, 6354, . Berlin: Springer: 157-167.

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Conference Paper | Published | English
Editor
Diamantaras, Konstantinos ; Duch, Wlodek ; Iliadis, Lazaros S.
Abstract
In this paper, a novel unsupervised neural network combining elements from Adaptive Resonance Theory and topology learning neural networks, in particular the Self-Organising Incremental Neural Network, is introduced. It enables stable on-line clustering of stationary and non-stationary input data. In addition, two representations reflecting different levels of detail are learnt simultaneously. Furthermore, the network is designed in such a way that its sensitivity to noise is diminished, which renders it suitable for the application to real-world problems.
Publishing Year
Conference
International Conference on Artificial Neural Networks (ICANN 2010)
Location
Thessaloniki, Greece
Conference Date
2010-09-15
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Tscherepanow M. TopoART: A Topology Learning Hierarchical ART Network. In: Diamantaras K, Duch W, Iliadis LS, eds. Artificial Neural Networks (ICANN 2010). Lecture Notes in Computer Science, 6354. Berlin: Springer; 2010: 157-167.
Tscherepanow, M. (2010). TopoART: A Topology Learning Hierarchical ART Network. In K. Diamantaras, W. Duch, & L. S. Iliadis (Eds.), Lecture Notes in Computer Science, 6354. Artificial Neural Networks (ICANN 2010) (pp. 157-167). Berlin: Springer.
Tscherepanow, M. (2010). “TopoART: A Topology Learning Hierarchical ART Network” in Artificial Neural Networks (ICANN 2010), ed. K. Diamantaras, W. Duch, and L. S. Iliadis Lecture Notes in Computer Science, 6354 (Berlin: Springer), 157-167.
Tscherepanow, M., 2010. TopoART: A Topology Learning Hierarchical ART Network. In K. Diamantaras, W. Duch, & L. S. Iliadis, eds. Artificial Neural Networks (ICANN 2010). Lecture Notes in Computer Science, 6354. Berlin: Springer, pp. 157-167.
M. Tscherepanow, “TopoART: A Topology Learning Hierarchical ART Network”, Artificial Neural Networks (ICANN 2010), K. Diamantaras, W. Duch, and L.S. Iliadis, eds., Lecture Notes in Computer Science, 6354, Berlin: Springer, 2010, pp.157-167.
Tscherepanow, M.: TopoART: A Topology Learning Hierarchical ART Network. In: Diamantaras, K., Duch, W., and Iliadis, L.S. (eds.) Artificial Neural Networks (ICANN 2010). Lecture Notes in Computer Science, 6354. p. 157-167. Springer, Berlin (2010).
Tscherepanow, Marko. “TopoART: A Topology Learning Hierarchical ART Network”. Artificial Neural Networks (ICANN 2010). Ed. Konstantinos Diamantaras, Wlodek Duch, and Lazaros S. Iliadis. Berlin: Springer, 2010. Lecture Notes in Computer Science, 6354. 157-167.
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