Machine Learning, Design of Experiments and Statistical Process Control Using MATLAB

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Machine Learning, Design of Experiments and Statistical Process Control Using MATLAB

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內容描述

The aim of this book is to work with Machine Learning, Design of Experiments and Statistical Process Control using MATLAB. The essential content is as follows: • “Supervised Learning (Machine Learning) Workflow and Algorithms” • “Classification Using Nearest Neighbors” • “Classification Trees and Regression Trees” • “Splitting Categorical Predictors” • “Ensemble Methods” • “Hidden Markov Models (HMM)” • “Design of Experiments” • “Full Factorial Designs” • “Fractional Factorial Designs” • “Response Surface Designs” • “D-Optimal Designs” • “Introduction to Statistical Process Control” • “Control Charts” • “Capability Studies”