Search

Advanced Search

Find results with:

Add another field

Search by date

to

Searching collections:

Institutional Repository

Add or remove collections

Home Learning a Rendezvous Task with Dynamic Joint Action Perception

Rate

To link to this object, paste this link in email, IM or document

To embed this object, paste this HTML in website

Learning a Rendezvous Task with Dynamic Joint Action Perception

View Description

Download

small (250x250 max)

medium (500x500 max)

large ( > 500x500)

Full Resolution

Print

PDF
Text

Description

Rating
Permanent URL	http://hdl.lib.byu.edu/1877/2525
Title	Learning a Rendezvous Task with Dynamic Joint Action Perception
BYU Creator	Fulda, Nancy Ventura, Dan A.
Keywords	learning agents; optimal behavior; dynamic joint action perception
Description/Abstract	Groups of reinforcement learning agents interacting in a common environment often fail to learn optimal behaviors. Poor performance is particularly common in environments where agents must coordinate with each other to receive rewards and where failed coordination attempts are penalized. This paper studies the effectiveness of the Dynamic Joint Action Perception (DJAP) algorithm on a grid-world rendezvous task with this characteristic. The effects of learning rate, exploration strategy, and training time on algorithm effectiveness are discussed. An analysis of the types of tasks for which DJAP learning is appropriate is also presented.
Source	Nancy Fulda and Dan Ventura, "Learning a Rendezvous Task with Dynamic Joint Action Perception", Proceedings of the International Joint Conference on Neural Networks, pp. 627-632, July 2006.;
Publisher	IEEE
Date Original	2006-07
Date Digital	2010-09-28
Language	English eng en
Publication Type	Articles Conference Proceedings
Type	Text
Format	application/pdf
Owning Institution	Brigham Young University
BYU College	College of Physical and Mathematical Sciences
BYU Department	Computer Science
Copyright Status	(c) 2006 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.;
Copyright Use Information	http://www.lib.byu.edu/generic_copyright.html

Tags

Add tags for Learning a Rendezvous Task with Dynamic Joint Action Perception

View as list | View as tag cloud | report abuse

Comments

Post a Comment for Learning a Rendezvous Task with Dynamic Joint Action Perception

you wish to report:

Your comment:

Your Name:

Submit

Cancel

...

Powered by CONTENTdm®