Plural Reinforcement Learning

Informations projet

PLURELEARN

N° de convention de subvention: 249254

Projet clôturé

Date de début 1 Novembre 2009

Date de fin 31 Octobre 2013

Financé au titre de

• Specific programme "People" implementing the Seventh Framework Programme of the European Community for research, technological development and demonstration activities (2007 to 2013)

Coût total € 100 000,00

Contribution de l’UE € 100 000,00

Coordonné par

TECHNION - ISRAEL INSTITUTE OF TECHNOLOGY
Israël

Objectif

We propose a new paradigm for learning in complex high-dimensions dynamic environments. Our goal is to develop algorithms, theory, and applications that use plurality of learning approaches and models in a synergetic way. Our paradigm considers the task of learning a control policy by combining trial and error in the style of reinforcement learning with learning from a competent teacher whose interaction with the environment can be observed. Instead of using the teacher for imitation, our paradigm is focused on learning good representations of the world-model. We consider four specific issues in the new paradigm: (i) The usage of iteration and reiteration between learning from a teacher and reinforcement learning. (ii) Learning representation and structure from the teacher. (iii) Optimizing policies based on learned representations and reasoning about model uncertainty. (iv) Learning sub-strategies from a teacher and when and how to use them. We will develop algorithms and theory pertaining to the new paradigm and will apply it in two challenging domains: a fighter jet simulator and a network operating center simulator.

Champ scientifique (EuroSciVoc)

CORDIS classe les projets avec EuroSciVoc, une taxonomie multilingue des domaines scientifiques, grâce à un processus semi-automatique basé sur des techniques TLN. Voir: https://op.europa.eu/en/web/eu-vocabularies/euroscivoc.

• sciences naturelles › informatique et science de l'information › intelligence artificielle › apprentissage automatique › apprentissage par renforcement

Vous devez vous identifier ou vous inscrire pour utiliser cette fonction

Programme(s)

• FP7-PEOPLE - Specific programme "People" implementing the Seventh Framework Programme of the European Community for research, technological development and demonstration activities (2007 to 2013)

Thème(s)

• FP7-PEOPLE-2009-RG - Marie Curie Action: "Reintegration Grants"

Appel à propositions

FP7-PEOPLE-2009-RG
Voir d’autres projets de cet appel

Régime de financement

MC-IRG -

Coordinateur

TECHNION - ISRAEL INSTITUTE OF TECHNOLOGY

• Contribution de l’UE: € 100 000,00
• Adresse: SENATE BUILDING TECHNION CITY ; 32000 Haifa ; Israël
• Type d’activité: Établissements d’enseignement supérieur ou secondaire
• Coût total: Aucune donnée