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Document type:
Konferenzbeitrag 
Contribution type:
Vortrag / Präsentation 
Author(s):
Geiger, B. C. and Amjad, R. A. 
Title:
Generalized Kullback-Leibler Aggregation of Markov Chains 
Abstract:
The Markov aggregation problem considers approximating a Markov chain with a large alphabet by a Markov chain with a small alphabet, such that the latter preserves relevant aspects of the former while significantly reducing model complexity. Recently, information-theoretic cost functions have been proposed for the Markov aggregation problem, and they have been shown to be connected to predictability, spectral clustering, lumpability, and the information bottleneck method. In this talk, we develo...    »
 
Book / Congress title:
Workshop on Information and Communication Theory in Control Systems 
Organization:
Chair of Real-Time Computer Systems, TUM 
Date of congress:
22.-23.05.2017 
Date of publication:
22.05.2017 
Year:
2017 
Quarter:
2. Quartal 
Year / month:
2017-05 
Month:
May 
Reviewed:
ja