Publications on TopoART neural networks
Raghu Yelugam, Leonardo Enzo Brito da Silva, and Donald C. Wunsch II (2020). TopoBARTMAP: Biclustering ARTMAP with or without Topological Methods in a Blood Cancer Study. In Proceedings of the International Joint Conference on Neural Networks (IJCNN), pp. 1-8. Glasgow, UK.
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
Sakmongkon Chumkamon, Eiji Hayashi, and Koike Masato (2016). Intelligent emotion and behavior based on topological consciousness and adaptive resonance theory in a companion robot. Biologically Inspired Cognitive Architectures 18(October 2016): 51-67. Elsevier.
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.