EAN: 9780857296696

VISUAL ANALYSIS OF BEHAVIOUR - SHAOGANG GONG TA...

This book presents a comprehensive treatment of visual analysis of behaviour from
computational-modelling and algorithm-design perspectives. Topics: covers learning-group
activity models  unsupervised behaviour profiling  hierarchical behaviour discovery  learning
behavioural context  modelling rare behaviours  and man-in-the-loop active learning  examines
multi-camera behaviour correlation  person re-identification  and connecting-the-dots for
abnormal behaviour detection  discusses Bayesian information criterion  Bayesian networks 
bag-of-words representation  canonical correlation analysis  dynamic Bayesian networks 
Gaussian mixtures  and Gibbs sampling  investigates hidden conditional random fields  hidden
Markov models  human silhouette shapes  latent Dirichlet allocation  local binary patterns 
locality preserving projection  and Markov processes  explores probabilistic graphical models 
probabilistic topic models  space-time interest points  spectral clustering  and support vector
machines.

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