|44||0, 1, 2:1-6||Introduction. Simple linear regression, diagnostics.|
|45||4, 5:1-4, 6:1-2, 8:1-3||Multiple regression, diagnostics and testing.|
|46||14, 23, 9:1 + notes||Dummy variables, ANCOVA, Model selection.|
|47||11, 15 + notes||Model Selection criteria|
|48||26 + notes||Bootstrap. Cross-validation.|
|49||16:1-4, 17||Regularized regression|
|50||9:2-3, 9:5, 18||Weighted Least Squares, Non-linear models, Generalized linear models. In-class presentations|
|51 - Dec 17||Final Exam|
|Notes and handouts|
|44||Lecture 1 Lecture 2|
|45||Lecture 3 Lecture 4 Demo from class.|
|46||Lecture 5 . Pollution demo from class. Please note you have to unblock several commands to run this yourself, e.g. to read the data into R. Read the demo file before running it. The pollution data.|
|47|| Model selection code, The code that runs model selection several times.
|49|| CART and GLM
|50|| Regularized regression, I
Demo PCregression, ridge and lasso, Cars data for the demo
Demo Cross-validation. This is CV run K times on random splits of the data, B-fold CV., Updated code for model selection on the heart disease data, now including lasso.
|Labs and data links|
|44||Lab 1 R-tutorial. No report due.|
|45||Lab 2 . New due date Nov 17.|
|47|| Lab 3 . Due date Nov 27.
The exam takes place on Dec 17. Room: To be announced.
The exam is open-book and open notes.
Bring ID and receipt for your student union fee
You will be notified the result of your exam by email from LADOK (This is done automatically as soon as the exams have been marked an the results are registered..)
The exams will then be kept at the students' office in the Mathematical Sciences building.
Check that the number of points and your grade given on the exam and registered in LADOK coincide.
Complaints of the marking should be written and handed in at the office. There is a form you can use, ask the person in the office.).
The following link will tell you all about the examination room rules at Chalmers: Examination room instructions