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Latent Variable Methods for Engineering: CHE 765

Administrative Course outline Location and hours Course videos (last update: 11 November 2011) Copyright and other legal stuff Announcements Class notes for the class on 11 November are available.

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 Dealing with image data 10 Applications of latent variable methods: Classification 11 Dealing with batch data 12 Multiblock data analysis: dealing with data from multiple sources 13 Process optimization and new product development 14 Course project presentations Recorded videos of all classes (last update: 11 November 2011) References and readings

Assignments, projects and datasets Assignments Assignment 1 Assignment 2 Assignment 3 Assignment 4: updated on 1 Nov 2011 Project Course project All course datasets

Course calendar