Multivariate-Data-Analysis-CH5440
Assignments given in the course Multivariate Data Analysis for Process Modelling, Spring 2022. Following concepts were dealt with:
Assignment-1:
- Bivariable OLS, TLS, WTLS: analysis of the methods and their applications, including, CVAT and property comparison.
Assignment-2:
- Multilinear regression:
- Residual analysis
- Stepwise regression
- Nonlinear regression (least squares curve fitting - lsqnonlin() in MATLAB)
- Simple PCA - constraint estimation and data compression. % variance explained;
Assignment-3:
- Model identification using PCA:
- scaled PCA
- IPCA
- Leave One Out Cross Validation
- Multivariate Calibration Model:
- unscaled/scaled PCR
- IPCR
- MLPCR