Klaus Pawelzik, Jens Kohlmorgen, Klaus-Robert Müller  Home/Search
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Abstract: We present a method for the unsupervised segmentation of data streams originating from different unknown sources which alternate in time. We use an architecture consisting of competing neural networks. Memory is included in order to resolve ambiguities of input-output relations. In order to obtain maximal specialization, the competition is adiabatically increased during training. Our method achieves almost perfect identification and segmentation in the case of switching chaotic dynamics where... (Update)
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BibTeX entry: (Update)
Pawelzik, K., Kohlmorgen, J. & Muller, K.-R. (1996). Annealed competition of experts for a segmentation and classification of switching dynamics. Neural Computation, 8(2), 340--356. http://citeseer.ist.psu.edu/pawelzik96annealed.html More
@article{ pawelzik96annealed,
author = "Klaus Pawelzik and Jens Kohlmorgen and Klaus-Robert Muller",
title = "Annealed Competition of Experts for a Segmentation and Classification of Switching Dynamics",
journal = "Neural Computation",
volume = "8",
number = "2",
pages = "340--356",
year = "1996",
url = "citeseer.ist.psu.edu/pawelzik96annealed.html" }
Citations (may not include all citations):1362 A Tutorial on Hidden Markov Models and Selected Applications.. (context) - Rabiner - 1988
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398 Fast Learning in Networks of Locally-Tuned Processing Units (context) - Moody, Darken - 1989
216 Phoneme Recognition Using Time-Delay Neural Networks (context) - Waibel, Hanazawa et al. - 1989
193 Detecting Strange Attractors in Turbulence (context) - Takens - 1981
168 Time Series Prediction: Forecasting the Future and Understan.. (context) - Weigend, Gershenfeld - 1994
127 Oscillation and Chaos in a Physiological Control System (context) - Mackey, Glass - 1977
88 Statistical Mechanics and Phase Transitions in Clustering (context) - Rose, Gurewitz et al. - 1990
75 Nonlinear Prediction of Chaotic Time Series (context) - Casdagli - 1989
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37 Mixture models (context) - McLachlan, Basford - 1988
31 Gain scheduling: potential hazards and possible remedies (context) - Shamma, Athans - 1992
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21 Analysis of Switching Dynamics with Competing Neural Network.. - Muller, Kohlmorgen et al. - 1995
15 Optimal Embeddings of Chaotic Attractors from Topological Co.. (context) - Liebert, Pawelzik et al. - 1991
13 Threshold autoregression (context) - Tong, Lim - 1980
13 Competing Predictors Segment and Identify Switching Dynamics - Kohlmorgen, Muller et al. - 1994
11 Chaotic but Regular Posi-Nega Switch among Coded Attractors .. (context) - Kaneko - 1989
8 Detecting coherence in neuronal data (context) - Pawelzik - 1994
8 Statistical Physics (context) - Yuille, Stolorz et al. - 1994
6 Segmentation and Identification of Switching Dynamics with C.. (context) - Muller, Kohlmorgen et al. - 1994
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