Difference between revisions of "Main Page"

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! Class
! Class
! Topic
! Topic
! Slides [[Image:Nuvola_mimetypes_pdf.png|20px]]
|-
|-
| 1
| 1
| [[Overview class | Course overview and introduction to latent variable methods]]
| [[Overview class | Course overview and introduction to latent variable methods]]
| [[Media:Lvm-class-1.pdf|Class 1 ]]
|-
|-
| 2, 3, 4
| 2, 3
| [[Principal Component Analysis | Principal component analysis]] (PCA)
| [[Principal Component Analysis | Principal component analysis]] (PCA)
| [[Media:Lvm-class-2.pdf|Class 2 ]],  [[Media:Lvm-class-3.pdf|Class 3 ]]
|-
|-
| 4, 5
| 4, 5
| [[Process monitoring| Application of PCA to process monitoring]]
| [[Process monitoring| Application of PCA to process monitoring]]
| [[Media:Lvm-class-4.pdf|Class 4 ]],  [[Media:Lvm-class-5.pdf|Class 5 ]]
|-
|-
| 6, 7
| 6, 7
| [[Projection to Latent Structures| Projection to latent structures]] (PLS)
| [[Projection to Latent Structures| Projection to latent structures]] (PLS)
| [[Media:Lvm-class-6.pdf|Class 6 ]],  [[Media:Lvm-class-7.pdf|Class 7 ]]
|-
|-
| 7, 8
| 7, 8
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Soft sensors; Advanced preprocessing
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Soft sensors; Advanced preprocessing
| [[Media:Lvm-class-7.pdf|Class 7 ]],  [[Media:Lvm-class-8.pdf|Class 8 ]]
|-
|-
| 9  
| 9  
| [[Dealing with image data|Dealing with image data]]
| [[Dealing with image data|Dealing with image data]]
| [[Media:Lvm-class-9.pdf|Class 9 ]]
|-  
|-  
| 10  
| 10  
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Classification
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Classification
| [[Media:Lvm-class-10.pdf|Class 10 ]]
|-
|-
| 11
| 11
| [[Dealing with batch data|Dealing with batch data]]
| [[Dealing with batch data|Dealing with batch data]]
| [[Media:Lvm-class-11.pdf|Class 11 ]]
|-
|-
| 12
| 12
| [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
| [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
| [[Media:Lvm-class-12.pdf|Class 12 ]]
|-
|-
| 13
| 13
| [[New product development and reformulation]]
| [[New product development and reformulation]]
| [[Media:Lvm-class-13.pdf|Class 13 ]]
|-
|-
| 14
| 14

Revision as of 20:47, 17 September 2018

Latent Variable Methods for Engineering


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 soon.
Assignments, projects and datasets
Class materials, datasets and video