diff --git a/07_final_assignment/paper/main.tex b/07_final_assignment/paper/main.tex index 9c0f4e4..84954b7 100644 --- a/07_final_assignment/paper/main.tex +++ b/07_final_assignment/paper/main.tex @@ -43,6 +43,11 @@ \section{Introduction} \todo{statement of the problem} +\subsection{Naive Discrimination Learning} +Since the first experiments in modern learning theory by Ivan Pavlov it's observable, that learning is not only making associations between co-occurring cues and outcomes but discriminating which cues predict the presence and the absence of a outcome \parencite{baayen2015abstraction}. + +A naive discrimination learning (\emph{ndl}) model as a 2-layer network implementation of the established learning rules described by \cite{rescorla1972theory} fulfills this and was applied successfully in the language context (e.g. \cite{baayen2016comprehension}). + \section{Simulations} \subsection{Experimental Code} The simulation code is split in three parts, the creation of the trials, the learning of the monkey and the analysis of the learning results, implemented in the \emph{R Programming Language} \parencite{Rcore}. diff --git a/07_final_assignment/paper/references.bib b/07_final_assignment/paper/references.bib index f1a59b8..de6c0ac 100644 --- a/07_final_assignment/paper/references.bib +++ b/07_final_assignment/paper/references.bib @@ -65,4 +65,31 @@ author = {Jacolien {van Rij} and Martijn Wieling and R. Harald Baayen and Hedderik {van Rijn}}, year = {2016}, note = {R package version 2.0}, +} +@article{baayen2015abstraction, + title={Abstraction, storage and naive discriminative learning}, + author={Baayen, RH and Ramscar, M}, + journal={Handbook of cognitive linguistics}, + pages={99--120}, + year={2015}, + publisher={De Gruyter Mouton} +} +@article{rescorla1972theory, + title={A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and nonreinforcement}, + author={Rescorla, Robert A and Wagner, Allan R and others}, + journal={Classical conditioning II: Current research and theory}, + volume={2}, + pages={64--99}, + year={1972}, + publisher={New York} +} +@article{baayen2016comprehension, + title={Comprehension without segmentation: A proof of concept with naive discriminative learning}, + author={Baayen, R Harald and Shaoul, Cyrus and Willits, Jon and Ramscar, Michael}, + journal={Language, Cognition and Neuroscience}, + volume={31}, + number={1}, + pages={106--128}, + year={2016}, + publisher={Taylor \& Francis} } \ No newline at end of file