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In this paper, we propose nonparametric Bayesian (NPB) models for autoregressive (AR) and autoregressive exogenous (ARX) identification. In the proposed AR model, we assumed that its coefficients are given by the Bernoulli process. Then, the proposed AR model was extended to the NPB model for ARX identification using two independent Bernoulli processes. The posterior distributions of the proposed...
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