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00_cheatsheet
01.R_basics
02.binomial_globe
03.bernoulli_coin
04.regression_height
05.regression_height_poly
06.reinforcement_learning
07.optm_rl
08.compare_models
09.debugging
10.model_based
11.delay_discounting
.gitattributes
.gitignore
BayesCog_Zhang_2018_Day01.pdf
BayesCog_Zhang_2018_Day02.pdf
BayesCog_Zhang_2018_Day03.pdf
BayesCog_course_description.pdf
LICENSE
README.md

README.md

This repository contains all materials (slides & codes) from my BayesCog_v0.2 workshop.
UKE, Hamburg, 2018

What's new:

  • Unpack reinforcement learning model
  • Add details of model comparison
  • Add posterior predictive check for RL models
  • Add justification for RPE signal (in model-based fMRI)

List of Folders and their Content

Folder Task Model
00.cheatsheet NA NA
01.R_basics NA NA
02.binomial_globe Globe toss Binomial Model
03.bernoulli_coin Coin flip Bernoulli Model
04.regression_height Observed weight and height Linear regression model
05.regression_height_poly Observed weight and height Linear regression model
06.reinforcement_learning 2-armed bandit task Simple reinforcement learning (RL)
07.optm_rl 2-armed bandit task Simple reinforcement learning (RL)
08.compare_models Probabilistic reversal learning task Simple and fictitious RL models
09.debugging Memory Retention Exponential decay model
10.model_based 2-armed bandit task Simple RL model
11.delay_discounting Delay discounting task Hyperbolic and exponential discounting model

LICENSE

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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