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The author studies continuous processes indexed by a special family of graphs. Processes indexed by vertices of graphs are known as probabilistic graphical mode

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making deci

A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computati

This open access book assesses the potential of data-driven methods in industrial process monitoring engineering. The process modeling, fault detection, classif

Master probabilistic graphical models by learning through real-world problems and illustrative code examples in Python About This Book Gain in-depth knowledge o