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Model-Based Reinforcement Learning as Cognitive Search: Neurocomputational Theories

Nathaniel D. Daw

in Cognitive Search: Evolution, Algorithms, and the Brain

Published in print:
2012
Published Online:
May 2016
ISBN:
9780262018098
eISBN:
9780262306003
Item type:
chapter
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262018098.003.0012
Subject:
Sociology, Social Psychology and Interaction

One oft-envisioned function of search is planning actions (e.g., by exploring routes through a cognitive map). Yet, among the most prominent and quantitatively successful neuroscentific theories of ... More


The Machine-Learning Approach of Reinforcement Learning

Thomas Boraud

in How the Brain Makes Decisions

Published in print:
2020
Published Online:
November 2020
ISBN:
9780198824367
eISBN:
9780191863202
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780198824367.003.0016
Subject:
Neuroscience, Behavioral Neuroscience

This chapter assesses alternative approaches of reinforcement learning that are developed by machine learning. The initial goal of this branch of artificial intelligence, which appeared in the middle ... More


Reinforcement learning

Thomas P. Trappenberg

in Fundamentals of Machine Learning

Published in print:
2019
Published Online:
January 2020
ISBN:
9780198828044
eISBN:
9780191883873
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780198828044.003.0010
Subject:
Neuroscience, Behavioral Neuroscience

The discussion here considers a much more common learning condition where an agent, such as a human or a robot, has to learn to make decisions in the environment from simple feedback. Such feedback ... More


Behavior is Reward-oriented

Martin V. Butz and Esther F. Kutter

in How the Mind Comes into Being: Introducing Cognitive Science from a Functional and Computational Perspective

Published in print:
2017
Published Online:
July 2017
ISBN:
9780198739692
eISBN:
9780191834462
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/acprof:oso/9780198739692.003.0005
Subject:
Psychology, Cognitive Models and Architectures, Cognitive Psychology

Delving further into development, adaptation, and learning, this chapter considers the potential of reward-oriented optimization of behavior. Reinforcement learning (RL) is motivated from the ... More


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