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Bayesian Nonparametric Probabilistic Methods in Machine Learning
Many aspects of modern science, business and engineering have become data-centric, relying on tools from Artificial Intelligence and Machine Learning. Practitioners and researchers in these fields need tools that can ...
Fault Diagnosis and Prognosis in Industrial Systems Using Machine Learning Techniques
This dissertation concerns the development and usage of advanced machine learning and signal processing methods for fault diagnosis and prognosis in industrial systems. It establishes a mathematical framework for ...