Improved automatic discovery of subgoals for options in hierarchical

Options have been shown to be a key step in extending reinforcement learning beyond low-level reactionary systems to higher-level, planning systems. Most of the options research involves hand-crafted options; there has been only very limited work in the automated discovery of options. We extend earl...

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Detalles Bibliográficos
Autores principales: Kretchmar, R. Matthew, Feil, Todd, Bansal, Rohit
Formato: Articulo
Lenguaje:Inglés
Publicado: 2003
Materias:
Ciencias Informáticas
Learning
subgoal discovery
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/9461
http://journal.info.unlp.edu.ar/wp-content/uploads/JCST-Oct03-2.pdf
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-9461
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Learning
subgoal discovery
spellingShingle Ciencias Informáticas
Learning
subgoal discovery
Kretchmar, R. Matthew
Feil, Todd
Bansal, Rohit
Improved automatic discovery of subgoals for options in hierarchical
topic_facet Ciencias Informáticas
Learning
subgoal discovery
description Options have been shown to be a key step in extending reinforcement learning beyond low-level reactionary systems to higher-level, planning systems. Most of the options research involves hand-crafted options; there has been only very limited work in the automated discovery of options. We extend early work in automated option discovery with a flexible and robust method.
format Articulo
Articulo
author Kretchmar, R. Matthew
Feil, Todd
Bansal, Rohit
author_facet Kretchmar, R. Matthew
Feil, Todd
Bansal, Rohit
author_sort Kretchmar, R. Matthew
title Improved automatic discovery of subgoals for options in hierarchical
title_short Improved automatic discovery of subgoals for options in hierarchical
title_full Improved automatic discovery of subgoals for options in hierarchical
title_fullStr Improved automatic discovery of subgoals for options in hierarchical
title_full_unstemmed Improved automatic discovery of subgoals for options in hierarchical
title_sort improved automatic discovery of subgoals for options in hierarchical
publishDate 2003
url http://sedici.unlp.edu.ar/handle/10915/9461
http://journal.info.unlp.edu.ar/wp-content/uploads/JCST-Oct03-2.pdf
work_keys_str_mv AT kretchmarrmatthew improvedautomaticdiscoveryofsubgoalsforoptionsinhierarchical
AT feiltodd improvedautomaticdiscoveryofsubgoalsforoptionsinhierarchical
AT bansalrohit improvedautomaticdiscoveryofsubgoalsforoptionsinhierarchical
bdutipo_str Repositorios
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