https://wiki.thewiselab.org/docs/computational_modelling/guide/Recent content in Guide on Wise Lab WikiHugoenCopyright (c) 2020-2024 HyasThu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/1.-building-basic-models/Thu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/1.-building-basic-models/This guide will take you through the process of building trial-by-trial learning models. It assumes some knowledge of how these models work, and is more focused on the implementation.https://wiki.thewiselab.org/docs/computational_modelling/guide/2.-modelling-multiple-participants/Thu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/2.-modelling-multiple-participants/In the previous section, we discussed how to model a single participant. In this section, we will discuss how to model multiple participants.https://wiki.thewiselab.org/docs/computational_modelling/guide/3.-mcmc-sampling/Thu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/3.-mcmc-sampling/The previous sections outline how to generate simulated data using a computational model. In this section, we will discuss how to use Markov Chain Monte Carlo (MCMC) sampling to fit a model to data.https://wiki.thewiselab.org/docs/computational_modelling/guide/4.-hierarchical-models/Thu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/4.-hierarchical-models/The statistical model described in the previous section assumes that participants are independent of one another. In reality, participants are drawn from a group that will often have shared characteristics.https://wiki.thewiselab.org/docs/computational_modelling/guide/5.-visualising-mcmc-results/Thu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/5.-visualising-mcmc-results/The best way to visualise and check the results when using sampling is to use the ArviZ library. This library is designed to work with a range of sampling packages, including NumPyro.https://wiki.thewiselab.org/docs/computational_modelling/guide/6.-simulation-based-inference/Thu, 07 Sep 2023 16:04:48 +0200https://wiki.thewiselab.org/docs/computational_modelling/guide/6.-simulation-based-inference/Coming soon…