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Course page for Statistical Inverse Methods — Tilastolliset inversiomenetelmät
Advanced Course, 5 credits, PAP303
Lecturer: Antti Penttilä, you can contact me by e-mail, antti.i.penttila (a t) helsinki.fi, or room D310 in Physicum. Course assistant: Alex Rawlings, alexander.rawlings (a t) helsinki.fi.
Lectures and topics
- Introduction
- Statistical inference
- Statistical tests
- Linear model
- Non-linear model
- Non-parametric methods
- Multivariate methods
- Bayesian inference
- Monte Carlo methods
- Markov chain Monte Carlo
- Artificial neural networks
Latest course webpage
The webpage for the ongoing course at 2023 is in Moodle, https://moodle.helsinki.fi/course/view.php?id=56604
Course material
SIM handout (updated 15-01-2023)
