Difference between revisions of "Least squares modelling (2014)"
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Kevin Dunn (talk | contribs) (Created page with "__NOTOC__{{ClassSidebar | date = 29 January 2013 to 13 February 2013 | dates_alt_text = | vimeoID1 = | vimeoID2 = | vimeoID3 = | vimeoID4 = | vimeoID5 = | vimeoID6 = | vimeoI...") |
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__NOTOC__{{ | __NOTOC__{{ClassSidebarYouTube | ||
| date = 29 January | | date = 29 January 2014 to 26 February 2014 | ||
| dates_alt_text = | | dates_alt_text = | ||
| vimeoID1 = | | vimeoID1 = Ja1tJeDPUds | ||
| vimeoID2 = | | vimeoID2 = UZz4vA49pPg | ||
| vimeoID3 = | | vimeoID3 = pkgwO8q0Oig | ||
| vimeoID4 = | | vimeoID4 = qeuQNS-g05w | ||
| vimeoID5 = | | vimeoID5 = QuO4R_ynd3M | ||
| vimeoID6 = | | vimeoID6 = 4PmKI3lOQXk | ||
| vimeoID7 = | | vimeoID7 = AkJcGmmT2S8 | ||
| vimeoID8 = | | vimeoID8 = pVzMPZYFzGE | ||
| course_notes_PDF = 2014-4C3-6C3-Least-squares-modelling.pdf | | course_notes_PDF = 2014-4C3-6C3-Least-squares-modelling.pdf | ||
| course_notes_alt = Course slides | | course_notes_alt = Course slides | ||
Line 15: | Line 15: | ||
| assignment_instructions = | | assignment_instructions = | ||
| assignment_solutions = | | assignment_solutions = | ||
| video_download_link_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class- | | video_download_link_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-04C.mp4 | ||
| video_download_link_MP4_size = | | video_download_link_MP4_size = 119M | ||
| video_notes1 = | | video_notes1 = | ||
| video_download_link2_MP4 = | | video_download_link2_MP4 =http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-04D.mp4 | ||
| video_download_link2_MP4_size = M | | video_download_link2_MP4_size = 304 M | ||
| video_notes2 = | | video_notes2 = | ||
| video_download_link3_MP4 = | | video_download_link3_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05A.mp4 | ||
| video_download_link3_MP4_size = M | | video_download_link3_MP4_size = 291 M | ||
| video_notes3 = | | video_notes3 = | ||
| video_download_link4_MP4 = | | video_download_link4_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05B.mp4 | ||
| video_download_link4_MP4_size = M | | video_download_link4_MP4_size = 216 M | ||
| video_notes4 = | | video_notes4 = | ||
| video_download_link5_MP4 = | | video_download_link5_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05C.mp4 | ||
| video_download_link5_MP4_size = M | | video_download_link5_MP4_size = 276 M | ||
| video_notes5 = | | video_notes5 = | ||
| video_download_link6_MP4 = | | video_download_link6_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-06A.mp4 | ||
| video_download_link6_MP4_size = M | | video_download_link6_MP4_size = 239 M | ||
| video_notes6 = | | video_notes6 = | ||
| video_download_link7_MP4 = | | video_download_link7_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-06B.mp4 | ||
| video_download_link7_MP4_size = M | | video_download_link7_MP4_size = 259 M | ||
| video_notes7 = | | video_notes7 = | ||
| video_download_link8_MP4 = | | video_download_link8_MP4 = http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-07B.mp4 | ||
| video_download_link8_MP4_size = M | | video_download_link8_MP4_size = 277 M | ||
| video_notes8 = | | video_notes8 = | ||
}} | }} | ||
<span style="color:#900000">{{Huge|This page is out of date.}}</span> {{Huge|Please see the [[Least_squares_modelling |latest version of these notes]].}} | |||
== Course notes and slides == | == Course notes and slides == | ||
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* [http://learnche.mcmaster.ca/pid/?source=Least-squares Course textbook] (print chapter 4) | * [http://learnche.mcmaster.ca/pid/?source=Least-squares Course textbook] (print chapter 4) | ||
* [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:2014-4C3-6C3-Least-squares-modelling.pdf ]] [[Media:2014-4C3-6C3-Least-squares-modelling.pdf |Slides for class]] | * [[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:2014-4C3-6C3-Least-squares-modelling.pdf ]] [[Media:2014-4C3-6C3-Least-squares-modelling.pdf |Slides for class]] | ||
{| class="wikitable" style="text-align: center;" | |||
|- | |||
! Date | |||
! Class number | |||
! colspan="2"|Video and audio files | |||
! Other materials | |||
! Reading (PID) | |||
! Slides | |||
|- | |||
| 29 January | |||
| 04C | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-04C.mp4 Video] (119 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-04C.mp3 Audio] (18 M) | |||
| None | |||
| rowspan="10"|[http://learnche.mcmaster.ca/pid/?source=Least-squares Chapter 4] | |||
| rowspan="10"|[[Image:Nuvola_mimetypes_pdf.png|20px|link=Media:2014-4C3-6C3-Least-squares-modelling.pdf]] [[Media:2014-4C3-6C3-Least-squares-modelling.pdf|Slides for class]] | |||
|- | |||
| 30 January | |||
| 04D | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-04D.mp4 Video] (304 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-04D.mp3 Audio] (42 M) | |||
| See the source code below | |||
|- | |||
| 03 February | |||
| 05A | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05A.mp4 Video] (291 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05A.mp3 Audio] (41 M) | |||
| See the source code below | |||
|- | |||
| 05 February | |||
| 05B | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05B.mp4 Video] (216 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05B.mp3 Audio] (42 M) | |||
| None | |||
|- | |||
| 06 February | |||
| 05C | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05C.mp4 Video] (276 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-05C.mp3 Audio] (42 M) | |||
| [[Media:2014-4C3-6C3-Least-squares-practice-problems.pdf|Practice problems]] (with partial solutions) | |||
|- | |||
| 10 February | |||
| 06A | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-06A.mp4 Video] (239 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-06A.mp3 Audio] (43 M) | |||
| None | |||
|- | |||
| 12 February | |||
| 06B | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-06B.mp4 Video] (259 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-06B.mp3 Audio] (42 M) | |||
| None | |||
|- | |||
| 13 February | |||
| NA | |||
| None | |||
| None | |||
| [[Written_midterm_-_2014|Collaborative midterm]] | |||
|- | |||
| 24 February | |||
| 07A | |||
| None | |||
| None | |||
| style="text-align: left;" | | |||
* [[Media:Course-evaluation-2014.pdf|Course evaluation]] | |||
* [[Media:Multiple-linear-regression-learning-2014.pdf|Multiple linear regression exercise]] | |||
|- | |||
| 26 February | |||
| 07B | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-07B.mp4 Video] (277 M) | |||
| [http://learnche.mcmaster.ca/media/2014-4C3-6C3-Class-07B.mp3 Audio] (41 M) | |||
| None | |||
|} | |||
== Software source code == | == Software source code == | ||
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Take a look at [[Software_tutorial|the software tutorial]], particularly steps 16 to 22. | Take a look at [[Software_tutorial|the software tutorial]], particularly steps 16 to 22. | ||
== Code used in class == | == Code used in class == | ||
Least squares demo | Least squares demo; [http://www.r-fiddle.org/#/fiddle?id=kLmMLXev&version=1 run this code in your web-browser]. | ||
<syntaxhighlight lang="sas"> | <syntaxhighlight lang="sas"> | ||
x <- c(10, 8, 13, 9, 11, 14, 6, 4, 12, 7, 5) | x <- c(10, 8, 13, 9, 11, 14, 6, 4, 12, 7, 5) | ||
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coef(model.ls) | coef(model.ls) | ||
confint(model.ls) | |||
names(model.ls) | names(model.ls) | ||
model$resisduals | model.ls$resisduals | ||
resid(model.ls) | resid(model.ls) | ||
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</syntaxhighlight> | </syntaxhighlight> | ||
<!-- | |||
Thermocouple data | Thermocouple data | ||
<syntaxhighlight lang="sas"> | <syntaxhighlight lang="sas"> |
Latest revision as of 07:19, 4 January 2017
Class date(s): | 29 January 2014 to 26 February 2014 | ||||
(PDF) | Course slides | ||||
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This page is out of date. Please see the latest version of these notes.
Course notes and slides
- Course textbook (print chapter 4)
- Slides for class
Date | Class number | Video and audio files | Other materials | Reading (PID) | Slides | |
---|---|---|---|---|---|---|
29 January | 04C | Video (119 M) | Audio (18 M) | None | Chapter 4 | Slides for class |
30 January | 04D | Video (304 M) | Audio (42 M) | See the source code below | ||
03 February | 05A | Video (291 M) | Audio (41 M) | See the source code below | ||
05 February | 05B | Video (216 M) | Audio (42 M) | None | ||
06 February | 05C | Video (276 M) | Audio (42 M) | Practice problems (with partial solutions) | ||
10 February | 06A | Video (239 M) | Audio (43 M) | None | ||
12 February | 06B | Video (259 M) | Audio (42 M) | None | ||
13 February | NA | None | None | Collaborative midterm | ||
24 February | 07A | None | None | |||
26 February | 07B | Video (277 M) | Audio (41 M) | None |
Software source code
Take a look at the software tutorial, particularly steps 16 to 22.
Code used in class
Least squares demo; run this code in your web-browser.
x <- c(10, 8, 13, 9, 11, 14, 6, 4, 12, 7, 5)
y <- c(8.04, 6.95, 7.58, 8.81, 8.33, 9.96, 7.24, 4.26, 10.84, 4.82, 5.68)
plot(x,y)
model.ls <- lm(y ~ x)
summary(model.ls)
coef(model.ls)
confint(model.ls)
names(model.ls)
model.ls$resisduals
resid(model.ls)
plot(x, y)
abline(model.ls)