A comparative study between motivated learning and reinforcement learning

This paper analyzes advanced reinforcement learning techniques and compares some of them to motivated learning. Motivated learning is briefly discussed indicating its relation to reinforcement learning. A black box scenario for comparative analysis of learning efficiency in autonomous agents is deve...

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Main Authors:	GRAHAM, James T., STARZYK, Janusz A., NI, Zhen, HE, Haibo, TENG, T.-H., TAN, Ah-Hwee
Format:	text
Language:	English
Published:	Institutional Knowledge at Singapore Management University 2015
Subjects:	motivated learning reinforcement learning goal creation pain signals desired resources Databases and Information Systems Theory and Algorithms
Online Access:	https://ink.library.smu.edu.sg/sis_research/5383 https://ink.library.smu.edu.sg/context/sis_research/article/6387/viewcontent/PID3666681.pdf
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Institution:	Singapore Management University
Language:	English

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spelling	sg-smu-ink.sis_research-63872020-12-02T04:31:16Z A comparative study between motivated learning and reinforcement learning GRAHAM, James T. STARZYK, Janusz A. NI, Zhen HE, Haibo TENG, T.-H. TAN, Ah-Hwee This paper analyzes advanced reinforcement learning techniques and compares some of them to motivated learning. Motivated learning is briefly discussed indicating its relation to reinforcement learning. A black box scenario for comparative analysis of learning efficiency in autonomous agents is developed and described. This is used to analyze selected algorithms. Reported results demonstrate that in the selected category of problems, motivated learning outperformed all reinforcement learning algorithms we compared with. 2015-07-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/5383 info:doi/10.1109/IJCNN.2015.7280723 https://ink.library.smu.edu.sg/context/sis_research/article/6387/viewcontent/PID3666681.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University motivated learning reinforcement learning goal creation pain signals desired resources Databases and Information Systems Theory and Algorithms
institution	Singapore Management University
building	SMU Libraries
continent	Asia
country	Singapore Singapore
content_provider	SMU Libraries
collection	InK@SMU
language	English
topic	motivated learning reinforcement learning goal creation pain signals desired resources Databases and Information Systems Theory and Algorithms
spellingShingle	motivated learning reinforcement learning goal creation pain signals desired resources Databases and Information Systems Theory and Algorithms GRAHAM, James T. STARZYK, Janusz A. NI, Zhen HE, Haibo TENG, T.-H. TAN, Ah-Hwee A comparative study between motivated learning and reinforcement learning
description	This paper analyzes advanced reinforcement learning techniques and compares some of them to motivated learning. Motivated learning is briefly discussed indicating its relation to reinforcement learning. A black box scenario for comparative analysis of learning efficiency in autonomous agents is developed and described. This is used to analyze selected algorithms. Reported results demonstrate that in the selected category of problems, motivated learning outperformed all reinforcement learning algorithms we compared with.
format	text
author	GRAHAM, James T. STARZYK, Janusz A. NI, Zhen HE, Haibo TENG, T.-H. TAN, Ah-Hwee
author_facet	GRAHAM, James T. STARZYK, Janusz A. NI, Zhen HE, Haibo TENG, T.-H. TAN, Ah-Hwee
author_sort	GRAHAM, James T.
title	A comparative study between motivated learning and reinforcement learning
title_short	A comparative study between motivated learning and reinforcement learning
title_full	A comparative study between motivated learning and reinforcement learning
title_fullStr	A comparative study between motivated learning and reinforcement learning
title_full_unstemmed	A comparative study between motivated learning and reinforcement learning
title_sort	comparative study between motivated learning and reinforcement learning
publisher	Institutional Knowledge at Singapore Management University
publishDate	2015
url	https://ink.library.smu.edu.sg/sis_research/5383 https://ink.library.smu.edu.sg/context/sis_research/article/6387/viewcontent/PID3666681.pdf
_version_	1770575439243247616

A comparative study between motivated learning and reinforcement learning

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