Browsing by Author "Xie, Shuilian"
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Xie, Shuilian (2013-10-07)In this research thesis, we implement Markov Chain Monte Carlo techniques and polynomial-chaos expansion based techniques for states and parameters estimation in hidden Markov models (HMM). Our goal is to estimate the ...
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Xie, Shuilian (2021-05-18)The standard assumption in classification is that the training data are independent and identically distributed. Indeed, this assumption is so pervasive that it is often applied without mention. In this dissertation, we ...