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Modelling and Simulation

Lecturer: Prof. Gaston Gonnet

Assistants: Nives Skunca, Aparna Taneja, Stefan Zoller

Time and Place

The lecture takes place on Tuesday, 8 - 10, CAB G61 and Friday 8 - 10, CAB G61.
Exercises on Tuesday, 13-16, HG D3.3 or Thursday, 15-18 ML H43.

Syllabus

Linear and nonlinear least squares, sensitivity analysis, constraint minimization (Lagrange multipliers) , conjugate gradient method SVD, Linear programming, support vector classification, variational calculus, linear filter theory (Wiener filter), nonlinear diffusion, dynamic programming, parsimony.

Recommended Reading

The lecture closely follows the book "Scientific Computation" by Gaston Gonnet and Ralf Scholl. You can get the book in the Polybuchhandlung or at Amazon, among other shops.

Exercises

The exercises will be published on this page before each session. There will be one exercise each week (except for the first week). Both new and repeating students are highly recommended (but not required) to do the exercises.

The exercises should take about 3 hours of work each week; during exercise sessions, TAs will present the new problems and discuss the solved ones. You will also have time to solve your exercises during these sessions and ask questions about the lecture.

If you have any questions concerning the exercise sessions or the questions in the exercises, please send a mail to one of the assistants.

Resources

Lots of the solutions to the exercises (plus some code examples in the lecture) are written for Maple. Programming fluently in Maple is not a prerequisite for this course, but you might want to make yourself comfortable with the syntax to be able to follow all examples. For Maple newbies, you could work through a document such as this Maple tutorial in german. There are also other tutorials out there, e.g. this one in english.

Exercise sessions

  Handed out Due to Assignment Solution Add. material
Serie 1 February 28 March 6 ex1.pdf sol1.pdf  
Serie 2 March 6 March 13 ex2.pdf sol2.pdf  
Serie 3 March 13 March 20 ex3.pdf sol3.pdf  
Serie 4 March 20 March 27 ex4.pdf sol4.pdf  
Serie 5 March 27 April 3 ex5.pdf sol5.pdf, sol5.mws ex5_test.dat, ex5_training.dat
Serie 6 April 3 April 17 ex6.pdf sol6.pdf  
Serie 7 April 17 April 24 ex7.pdf sol7.pdf  
Serie 8 April 24 May 3 ex8.pdf sol8.pdf ex8.5.pdf (3d simplex), ex8.5.mw (maple graph)
Serie 9 May 3 May 10 ex9.pdf sol9.pdf  
Serie 10 May 10 May 22 ex10.pdf    
Serie 11 May 22 May 29      

Exam

The final exam will be in the Pruefungssession. Eight handwritten A4 pages (four sheets) and a non-programmable calculator are allowed on the exam. No communication devices or music players are allowed. There will be no midterm exam.

 

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© 2012 ETH Zurich | Imprint | Disclaimer | 9 May 2012
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