InforLorV4, Main, Merge, bibRecord, 007537

Intelligent agents in multimedia communication environments: Towards the design of adaptive services

Identifieur interne : 007537 ( Main/Merge ); précédent : 007536; suivant : 007538

Intelligent agents in multimedia communication environments: Towards the design of adaptive services

Auteurs : Romaric Charton [France]

Source :

RBID : Hal:tel-00004910

Descripteurs français

mix :
- adaptation, apprentissage par renforcement, communication multimédia, communication multimédia., hétérogénéité, incertitude, modélisation stochastique, médiation, services, systèmes multi-agents.

English descriptors

mix :
- heterogeneity, multiagent systems, multimedia communication., reinforcement learning, stochastic models, uncertainty.

Abstract

This thesis describes our works on interaction policies for heterogeneous multiagent systems (hMAS), where human beings are placed in the system, and their application for providing multimedia communication services adaptation. To deal with agent heterogeneity, our solution proposes to insert a mediator in the system. We have defined a model where agents assume generic roles that can be assembled to build service classes. A service arises from a collaboration that satisfies a subset of agents. In order to define the behavior of the agents, we have considered different kinds of planning and chosen to use reinforcement learning in Markov Decision Processes (MDP). We have also studied user modeling and interaction monitoring for the adaptation to other agents and to execution hazards. The thesis details the specification of a mediator that is able to help a user in an information retrieval service. It also presents our architecture with four abstraction levels and a software library that we have implemented to build and execute adaptive services.

Url:

https://tel.archives-ouvertes.fr/tel-00004910

Links toward previous steps (curation, corpus...)

to stream Hal, to step Corpus: 002B88
to stream Hal, to step Curation: 002B88
to stream Hal, to step Checkpoint: 004F96

Links to Exploration step

Hal:tel-00004910

Le document en format XML

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Intelligent agents in multimedia communication environments: Towards the design of adaptive services

Intelligent agents in multimedia communication environments: Towards the design of adaptive services

Source :

Descripteurs français

English descriptors

Abstract

Links toward previous steps (curation, corpus...)

Links to Exploration step

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri