Wiki source code of Statistical Inverse Methods, spring 2018
Last modified by aipentti@helsinki_fi on 2024/01/09 08:21
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1 | (% style="color: rgb(0,0,0);" %)Course page for Statistical Inverse Methods — Tilastolliset inversiomenetelmät | ||
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3 | ===== Advanced Course, 5 credits, PAP303, spring 2018, periods 3 and 4 ===== | ||
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5 | Course is held in Physicum, on Tuesdays at 12-14 in D106. Exercise sessions will be held on Wednesdays at 10-12 in computer class D210. | ||
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7 | Lecturer: Antti Penttilä, you can contact me by e-mail, Antti.I.Penttila (a t) helsinki.fi, or room D310 in Physicum. Course assistant is Timo Väisänen, Timo.H.Vaisanen (a t) helsinki.fi. | ||
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9 | ---- | ||
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11 | ===== Lectures and schedule ===== | ||
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13 | * 16.01. [[Introduction>>attach:Intro_small.pdf]] | ||
14 | * 23.01. Distributions, [[statistical inference>>attach:Inference_small.pdf]] | ||
15 | * 30.01. Statistical tests, [[linear model>>attach:Linear_model_small.pdf]] | ||
16 | * 06.02. Linear model | ||
17 | * 13.02. ~-~--TRAVELING, NO LECTURE~-~-- | ||
18 | * 20.02. [[Nonlinear model>>attach:Nonlinear_model_small.pdf]], [[nonparametrical methods>>attach:Nonparametric_small.pdf]] | ||
19 | * 27.02. [[Multivariate methods>>attach:Multivariate_methods_small.pdf]] | ||
20 | * 13.03. [[Bayesian inference>>attach:Bayesian_inference_small.pdf]] | ||
21 | * 20.03. [[Monte Carlo -methods>>attach:Monte_Carlo_small.pdf]] | ||
22 | * 27.03. ~-~--TRAVELING, NO LECTURE~-~-- | ||
23 | * 10.04. [[Markov Chain Monte Carlo>>attach:MCMC_small.pdf]] | ||
24 | * 17.04. ~-~--TRAVELING, NO LECTURE~-~-- | ||
25 | * 24.04. Markov Chain Monte Carlo | ||
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27 | ===== Course material ===== | ||
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29 | The course handout follows previous years but is refined during the course. Latest version is distributed here, but be aware that I will update the material while we advance in the lectures. | ||
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31 | Final [[SIM'2018 handout>>attach:SIM_latest_small.pdf]] (updated 02-05-2018) | ||
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33 | ===== Exercise sessions ===== | ||
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35 | * 24.01. Complete [[Exercise 1>>attach:ex-1.pdf]] | ||
36 | * 31.01. [[Exercise 2>>attach:ex-2.pdf]] | ||
37 | * 07.02. [[Exercise 3>>attach:ex-3.pdf]] | ||
38 | * 14.02. ~-~--TRAVELING, NO SESSION~-~-- | ||
39 | * 21.02. [[Exercise 4>>attach:ex-4.pdf]] | ||
40 | * 28.02. [[Exercise 5>>attach:ex-5.pdf]] | ||
41 | * 14.03. [[Exercise 6>>attach:ex-6.pdf]] | ||
42 | * 21.03. [[Exercise 7>>attach:ex-7.pdf]] | ||
43 | * 28.03. [[Exercise 8>>attach:ex-8.pdf]] | ||
44 | * 11.04. [[Exercise 9>>attach:ex-9.pdf]] | ||
45 | * 18.04. [[Exercise 10>>attach:ex-10.pdf]] | ||
46 | * 02.05. [[Exercise 11>>attach:ex-11.pdf]] | ||
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48 | Supplementary data: [[attach:two-variable.dat]][[attach:linear-model-data-1.dat]][[attach:linear-model-data-2a.dat]][[attach:linear-model-data-2b.dat]][[attach:linear-model-data-3.dat]][[attach:dataRed.dat]][[attach:asteroid_density.dat]][[attach:MN-data-1.dat]][[attach:MN-data-2.dat]][[attach:MN-data-3.dat]][[attach:spectra.dat]][[attach:Iris.dat]]{{code language="none"}}, , , , , , , , , , ,{{/code}} | ||
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50 | ===== Previous courses ===== | ||
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52 | * [[SIM in spring 2016>>doc:PAP303.Statistical Inverse Methods.Statistical Inverse Methods in Astronomy, spring 2016.WebHome]] | ||
53 | * [[DAIM in spring 2014>>doc:PAP303.Statistical Inverse Methods.Data-analysis and Inverse Methods in Astronomy, spring 2014.WebHome]] | ||
54 | * [[DAIM in spring 2012>>doc:PAP303.Statistical Inverse Methods.Data-analysis and Inverse Methods in Astronomy, spring 2012.WebHome]] | ||
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