Episodic Clustering of Data Streams Using a Topology-Learning Neural Network

Tscherepanow M, Kühnel S, Riechers S (2012)
In: Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL). Lemaire V, Lamirel J-C, Cuxac P (Eds); 24-29.

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Conference Paper | Published | English
Author
Editor
Lemaire, Vincent ; Lamirel, Jean-Charles ; Cuxac, Pascal
Abstract
In this paper, an extension of the unsupervised topology-learning TopoART neural network is presented. Like TopoART, it is capable of stable incremental on-line clustering of real-valued data. However, it incorporates temporal information in such a way that consecutive input vectors with a low distance in the input space are summarised to episode-like clusters. Inspired by natural memory systems, we propose two recall methods enabling the selection and retrieval of these episodes. They are demonstrated at the example of a video stream recorded in a natural environment.
Publishing Year
Conference
European Conference on Artificial Intelligence (ECAI), Workshop on Active and Incremental Learning (AIL)
Location
Montpellier, France
Conference Date
2012-08-27
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Tscherepanow M, Kühnel S, Riechers S. Episodic Clustering of Data Streams Using a Topology-Learning Neural Network. In: Lemaire V, Lamirel J-C, Cuxac P, eds. Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL). 2012: 24-29.
Tscherepanow, M., Kühnel, S., & Riechers, S. (2012). Episodic Clustering of Data Streams Using a Topology-Learning Neural Network. In V. Lemaire, J. - C. Lamirel, & P. Cuxac (Eds.), Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL) (pp. 24-29).
Tscherepanow, M., Kühnel, S., and Riechers, S. (2012). “Episodic Clustering of Data Streams Using a Topology-Learning Neural Network” in Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL), ed. V. Lemaire, J. - C. Lamirel, and P. Cuxac 24-29.
Tscherepanow, M., Kühnel, S., & Riechers, S., 2012. Episodic Clustering of Data Streams Using a Topology-Learning Neural Network. In V. Lemaire, J. - C. Lamirel, & P. Cuxac, eds. Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL). pp. 24-29.
M. Tscherepanow, S. Kühnel, and S. Riechers, “Episodic Clustering of Data Streams Using a Topology-Learning Neural Network”, Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL), V. Lemaire, J.-C. Lamirel, and P. Cuxac, eds., 2012, pp.24-29.
Tscherepanow, M., Kühnel, S., Riechers, S.: Episodic Clustering of Data Streams Using a Topology-Learning Neural Network. In: Lemaire, V., Lamirel, J.-C., and Cuxac, P. (eds.) Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL). p. 24-29. (2012).
Tscherepanow, Marko, Kühnel, Sina, and Riechers, Sören. “Episodic Clustering of Data Streams Using a Topology-Learning Neural Network”. Proceedings of the ECAI Workshop on Active and Incremental Learning (AIL). Ed. Vincent Lemaire, Jean-Charles Lamirel, and Pascal Cuxac. 2012. 24-29.
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