Difference between revisions of "Main Page"

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'''Announcements'''
'''Announcements'''
* The teaching part of the course for 2011 is complete. You can view all the [[Course videos | class videos here]].
* The teaching part of the course for 2011 is complete. You can view all the [[Course videos | class videos here]].
* Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again in 2012.
* Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again in September 2012.


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Revision as of 03:49, 26 January 2012

Latent Variable Methods for Engineering: CHE 765


Administrative
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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 in September 2012.
Class materials
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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: 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

Assignments, projects and datasets
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Assignments

Project

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Course calendar

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