Group Behavior Recognition using Dynamic Bayesian Networks: Understanding intentions, goals and actions that take place inside teams - Brossura

Gaitanis, Konstantinos D.

 
9783639126570: Group Behavior Recognition using Dynamic Bayesian Networks: Understanding intentions, goals and actions that take place inside teams
Brossura
ISBN 10: 3639126572 ISBN 13: 9783639126570
Casa editrice: VDM Verlag Dr. Müller, 2009

Sinossi

In this PhD thesis we analyze the concepts involved in the decision making of groups of agents and apply these concepts in creating a framework for performing group behavior recognition. We present an overview of the intention theory, as studied by some great theorists such as Searle, Bratmann and Cohen, and show the link with more recent researches. We study the advantages and drawbacks of some techniques in the domain and create a new model for representing and detecting group behaviors, the aim being to create a unified approach of the problem. Most of this thesis is consecrated in the detailed presentation of the model as well as the algorithm responsible for behavior recognition. Our model is tested on two different applications involving human gesture analysis and multimodal fusion of audio and video data. By means of these applications, we advance the argument that multivariate sets of correlated data can be efficiently analyzed under a unified framework of behavior recognition. We show that the correlation between different sets of data can be modeled as cooperation inside a team and that behavior recognition is a modern approach of classification and pattern recognition.

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L'autore

was born in Athens in 1981. He received his Engineering degree in 2004 and his PhD degree in 2007. Instead of spending most of his time in research, he is actively implied in ecology, self-construction using cob, cycling, renovative economical theories, strange musical instruments, martial arts and mostly, being in nature...

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Editore
VDM Verlag Dr. Müller
Data di pubblicazione
2009
Lingua
Inglese
ISBN 10 
3639126572
ISBN 13 
9783639126570
Rilegatura
Copertina flessibile
Numero di pagine
188
Contatto del produttore
non disponibile
Persona responsabile
non disponibile