Bayesian nonparametric identification of piecewise affine ARX systems**This work was supported by the projects: Learning of complex dy-namical systems (Contract number: 637-2014-466) and Probabilistic modeling of dynamical systems (Contract number: 621-2013-5524), both funded by the Swedish Research Council.

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