Group Behavior Recognition using Dynamic Bayesian Networks

Name: Group Behavior Recognition using Dynamic Bayesian Networks
Brand: VDM Verlag
SKU: 9783639126570
Price: 378.61 RON
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Autor: Konstantinos D Gaitanis

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Editura: VDM Verlag

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In this PhD thesis we analyze the concepts involved§in the decision making of groups of agents and a...

Informații despre carte

Autor

Konstantinos D Gaitanis

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2009

Pagini

188

EAN

9783639126570

ISBN

3639126572

Enbook ID

06821430

Editura

VDM Verlag

Greutate

281

Dimensiuni

152 x 229 x 11

Descriere completă

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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Group Behavior Recognition using Dynamic Bayesian Networks

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