{"product_id":"9781447161240","title":"Visual Analysis of Behaviour: From Pixels to Semantics","description":"\u003ch1\u003eVisual Analysis of Behaviour: From Pixels to Semantics\u003c\/h1\u003e \u003ch2\u003eGong, Shaogang; Xiang, Tao\u003c\/h2\u003e \u003cp\u003eThis 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.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2014-08-31\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9781447161240\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-0-85729-670-2\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 356\u003c\/p\u003e ","brand":"Springer London","offers":[{"title":"Default Title","offer_id":50149802836108,"sku":"9781447161240","price":152.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781447161240.jpg?v=1779580362","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9781447161240","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}