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Latent Variable Methods for Engineering


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Announcements

  • The teaching part of the course for 2011 is complete. You can view all the class videos here.
  • Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again soon.
Assignments, projects and datasets
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Assignments

Project

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Class materials, datasets and video
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Class Topic
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, 7 Projection to latent structures (PLS)
7, 8 Applications of latent variable methods: Soft sensors; Advanced preprocessing
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 New product development and reformulation
14 Course project presentations
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