Main Page

Latent Variable Methods for Engineering: CHE 765

Administrative Course outline Location and hours Course videos (last update: 28 October) Copyright and other legal stuff Announcements All course videos are at the link (see above this line) The next class starts at 16:00 Source code for the model comparisons is posted

Class materials 1: Course overview and introduction to latent variable methods 2,3,4: Principal component analysis (PCA) 4,5: Application of PCA to process monitoring 6: Projection to latent structures (PLS) 7,8 Applications of latent variable methods 9,10 Dealing with 3D data: batch and image data 11 Multiblock data analysis: dealing with data from multiple sources 12 Optimization and new product development 13 Course project presentations Review of basic statistical concepts References and readings

Assignments, projects and datasets Assignments Assignment 1 Assignment 2 Assignment 3 Assignment 4 Project Course project All course datasets

Course calendar