Supervised Learning for Dynamical System Learning.
Ahmed Hefny, Carlton Downey, Geoffrey J. Gordon · PubMed · 2015
regularization. Many existing spectral methods are special cases of this new framework, using linear regression as the supervised learner. We demonstrate the effectiveness of our framework by showing examples where nonlinear regression or lasso let us learn better state representations than plain linear regression does; the correctness of these instances follows directly from our general analysis.