Difference between revisions of "Applications of Latent Variable Methods"
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'''Note''': the first few slides are similar to last week's slides that we didn't cover in class. | '''Note''': the first few slides are similar to last week's slides that we didn't cover in class. | ||
=== R script used to compare models === | == Class 10: Classification (11 November) == | ||
<pdfreflow> | |||
class_date = 11 November 2011 [11.4 Mb] | |||
button_label = Create my projector slides! | |||
show_page_layout = 1 | |||
show_frame_option = 1 | |||
pdf_file = lvm-class-10.pdf | |||
</pdfreflow> | |||
or you may [[Media:Lvm-class-10.pdf|download the lecture slides]] directly. | |||
Also download and bring the following data set to class: | |||
* [http://latent.connectmv.com/images/a/ae/Olive-oil.csv Olive oil] | |||
<!-- === R script used to compare models === | |||
<syntaxhighlight lang="R"> | <syntaxhighlight lang="R"> | ||
# Load the data and create training/testing splits | # Load the data and create training/testing splits | ||
| Line 198: | Line 212: | ||
c(0.3416, 0.3180, 0.2484, 0.1261) / model.pls$scale * sd(cheese$Taste) | c(0.3416, 0.3180, 0.2484, 0.1261) / model.pls$scale * sd(cheese$Taste) | ||
</syntaxhighlight> | </syntaxhighlight> | ||
--> | |||
Revision as of 18:22, 11 November 2011
Class 7: soft sensors (21 October)
<pdfreflow> class_date = 21 October 2011 [3.6 Mb] button_label = Create my projector slides! show_page_layout = 1 show_frame_option = 1 pdf_file = lvm-class-7.pdf </pdfreflow> or you may download the lecture slides directly.
Please download and bring the following data sets to class:
- Sawdust: http://datasets.connectmv.com/info/sawdust
- Distillation tower: http://datasets.connectmv.com/info/distillation-tower
Class 8: advanced preprocessing, empirical models, adaptive models (21 October)
<pdfreflow> class_date = 28 October 2011 [1.3 Mb] button_label = Create my projector slides! show_page_layout = 1 show_frame_option = 1 pdf_file = lvm-class-8.pdf </pdfreflow> or you may download the lecture slides directly.
Please download and bring the following data sets to class:
- Kamyr digester: http://datasets.connectmv.com/info/kamyr-digester
Note: the first few slides are similar to last week's slides that we didn't cover in class.
Class 10: Classification (11 November)
<pdfreflow> class_date = 11 November 2011 [11.4 Mb] button_label = Create my projector slides! show_page_layout = 1 show_frame_option = 1 pdf_file = lvm-class-10.pdf </pdfreflow> or you may download the lecture slides directly.
Also download and bring the following data set to class: