Publications on TopoART neural networks


Marko Tscherepanow and Sören Riechers (2012). An Incremental On-line Classifier for Imbalanced, Incomplete, and Noisy Data. In Proceedings of the European Conference on Artificial Intelligence (ECAI), Workshop on Active and Incremental Learning (AIL), pp. 18-23. Montpellier, France.

Marko Tscherepanow, Sina Kühnel, and Sören Riechers (2012). Episodic Clustering of Data Streams Using a Topology-Learning Neural Network. In Proceedings of the European Conference on Artificial Intelligence (ECAI), Workshop on Active and Incremental Learning (AIL), pp. 24-29. Montpellier, France.

Marko Tscherepanow (2012). Incremental On-line Clustering with a Topology-Learning Hierarchical ART Neural Network Using Hyperspherical Categories. In Poster and Industry Proceedings of the Industrial Conference on Data Mining (ICDM), pp. 22–34. Fockendorf, Germany: ibai-publishing.

Marko Tscherepanow (2011). An Extended TopoART Network for the Stable On-Line Learning of Regression Functions. In Proceedings of the International Conference on Neural Information Processing (ICONIP), LNCS 7063, pp. 562–571. Berlin, Germany: Springer.

Marko Tscherepanow, Marco Kortkamp and Marc Kammer (2011). A Hierarchical ART Network for the Stable Incremental Learning of Topological Structures and Associations from Noisy Data. Neural Networks 24(8): 906-916. Elsevier.

Marko Tscherepanow (2010). TopoART: A topology learning hierarchical ART network. In Proceedings of the International Conference on Artificial Neural Networks (ICANN), LNCS 6354, pp. 157–167. Berlin, Germany: Springer.


Applications of TopoART neural networks


Patrick Holthaus and Sven Wachsmuth (2013). Direct On-Line Imitation of Human Faces with Hierarchical ART Networks. In Proceedings of the International Symposium on Robot and Human Interactive Communication (RO-MAN), pp. 370-371. Piscataway, NJ, USA: IEEE.

Marc Kammer, Marko Tscherepanow, Thomas Schack and Yukie Nagai (2011). A Perceptual Memory System for Affordance Learning in Humanoid Robots. In Proceedings of the International Conference on Artificial Neural Networks (ICANN), LNCS 6792, pp. 349–356. Berlin, Germany: Springer.

(If you have applied TopoART neural networks to solve a problem and want your corresponding publication to be listed here, please feel free to contact me.)