Statistical Inverse Methods

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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)

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