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eess.SY2015
Kernel Controllers: A Systems-Theoretic Approach for Data-Driven Modeling and Control of Spatiotemporally Evolving Processes
Hassan A. Kingravi, Harshal Maske, Girish Chowdhary
We consider the problem of modeling, estimating, and controlling the latent state of a spatiotemporally evolving continuous function using very few sensor measurements and actuator…
stat.ML2015
Reduced-Set Kernel Principal Components Analysis for Improving the Training and Execution Speed of Kernel Machines
Hassan A. Kingravi, Patricio A. Vela, Alexandar Gray
This paper presents a practical, and theoretically well-founded, approach to improve the speed of kernel manifold learning algorithms relying on spectral decomposition. Utilizing r…