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| Semester | spring semester 2021 |
| Course frequency | Irregular |
| Lecturers | Mariela Elena Jaffé (mariela.jaffe@unibas.ch, Assessor) |
| Content | Leitung: Stefan Radev (University of Heidelberg). In this workshop, we will extend our introduction to Bayesian inference with a principled workflow for developing own Bayesian pipelines for estimating complex models. We will focus on parameter estimation of evidence accumulator models with Stan and discuss limitations of standard Bayesian parameter estimation when applied to complex (and intractable models). We will then introduce simulation-based inference as a powerful and general paradigm for performing parameter estimation on models with intractable or unknown likelihood function. We will illustrate the basic principles of simulation-based inference on simple toy models and then return to the estimation of intractable evidence accumulator models (e.g., LCA, FFI). Participants will then be invited to implement their own version of an evidence accumulator model for a task of choice and apply a simulation-based inference pipeline to the model. Finally, we will conclude with the outlook and potential vistas for future research. |
| Comments | Dies ist ein Angebot des Doktoratsprogramms SED-PSY. Maximale Anzahl Studierende: 15. Auswahlkriterien bei Überbelegung: 1) Doktorierende SED-PSY 2) Masterstudierende SWE Science Track 3) Doktorierende anderer Vertiefungsrichtungen |
| Admission requirements | Doktorat im Bereich SED-PSY. Für Masterstudierende im SWE Science Track: Anmeldung und erfolgreiche Aufnahme in den SWE Science Track. Siehe: https://www.psychologie.unibas.ch/de/studium/doktoratsstudium/doktoratsprogramme/sozial-wirtschafts-und-entscheidungspsychologie/master-science-track/ |
| Language of instruction | English |
| Use of digital media | Online course |
| Interval | Weekday | Time | Room |
|---|---|---|---|
| unregelmässig | See individual dates | ||
| Comments | 11.-12. März 2021 (Donnerstag 14-18 Uhr, Freitag 9-13 Uhr). |
| Date | Time | Room |
|---|---|---|
| Thursday 11.03.2021 | 14.00-18.00 | - Online Präsenz -, -- |
| Friday 12.03.2021 | 09.00-13.00 | - Online Präsenz -, -- |
| Modules |
Doctorate Psychology: Recommendations (PhD subject: Psychology) Module: Science Track in Social, Economic, and Decision Psychology (Master's Studies: Psychology) |
| Assessment format | continuous assessment |
| Assessment registration/deregistration | Reg.: course registration, dereg: cancel course registration |
| Repeat examination | no repeat examination |
| Scale | Pass / Fail |
| Repeated registration | as often as necessary |
| Responsible faculty | Faculty of Psychology, studiendekanat-psychologie@unibas.ch |
| Offered by | Faculty of Psychology |