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12/05/2012
Multiscale Markov Decision Problems: Compression, Solution, and Transfer Learning
Many problems in sequential decision making and stochastic control often...
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04/03/2012
Kernel Methods for the Approximation of Some Key Quantities of Nonlinear Systems
We introduce a data-based approach to estimating key quantities which ar...
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08/14/2011
Kernel Methods for the Approximation of Nonlinear Systems
We introduce a data-driven order reduction method for nonlinear control ...
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11/12/2010
Balanced Reduction of Nonlinear Control Systems in Reproducing Kernel Hilbert Space
We introduce a novel data-driven order reduction method for nonlinear co...
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10/21/2010