Statistical and Multivariate Analysis in Material Science
Introduction. Fundamental Statistical Concepts. Distributions. Hypothesis Tests. T-test. F-test. Extreme value statistics. Case studies.
Design of Experiment. Statistical Principles in Experimental Design. Factorial design. Fractional Factorial design. Special Design. Case studies. Pattern Recognition . Principal Component Analysis.
Case studies. Cluster analysis. Case studies. Multiway Pattern Recognition. Case studies. Regression Methods. Linear Regression. Multiple Linear Regression.
Principal component regression. Partial Least Squares. Model Validation. Case Studies. Appendix.