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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
26
27 ===== Course material =====
28
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)
32
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}}
49
50 ===== Previous courses =====
51
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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