Mixture Models and Applications

Front Matter ....Pages i-xii
Front Matter ....Pages 1-1
 A Gaussian Mixture Model Approach to Classifying Response Types  (Owen E. Parsons)....Pages 3-22
 Interactive Generation of Calligraphic Trajectories from Gaussian Mixtures  (Daniel Berio, Frederic Fol Leymarie, Sylvain Calinon)....Pages 23-38
 Mixture Models for the Analysis, Edition, and Synthesis of Continuous Time Series  (Sylvain Calinon)....Pages 39-57
Front Matter ....Pages 59-59
 Multivariate Bounded Asymmetric Gaussian Mixture Model  (Muhammad Azam, Basim Alghabashi, Nizar Bouguila)....Pages 61-80
 Online Recognition via a Finite Mixture of Multivariate Generalized Gaussian Distributions  (Fatma Najar, Sami Bourouis, Rula Al-Azawi, Ali Al-Badi)....Pages 81-106
Front Matter ....Pages 107-107
 L2 Normalized Data Clustering Through the Dirichlet Process Mixture Model of von Mises Distributions with Localized Feature Selection  (Wentao Fan, Nizar Bouguila, Yewang Chen, Ziyi Chen)....Pages 109-123
 Deriving Probabilistic SVM Kernels from Exponential Family Approximations to Multivariate Distributions for Count Data  (Nuha Zamzami, Nizar Bouguila)....Pages 125-153
 Toward an Efficient Computation of Log-Likelihood Functions in Statistical Inference: Overdispersed Count Data Clustering  (Masoud Daghyani, Nuha Zamzami, Nizar Bouguila)....Pages 155-176
Front Matter ....Pages 177-177
 A Frequentist Inference Method Based on Finite Bivariate and Multivariate Beta Mixture Models  (Narges Manouchehri, Nizar Bouguila)....Pages 179-208
 Finite Inverted Beta-Liouville Mixture Models with Variational Component Splitting  (Kamal Maanicshah, Muhammad Azam, Hieu Nguyen, Nizar Bouguila, Wentao Fan)....Pages 209-233
 Online Variational Learning for Medical Image Data Clustering  (Meeta Kalra, Michael Osadebey, Nizar Bouguila, Marius Pedersen, Wentao Fan)....Pages 235-269
Front Matter ....Pages 271-271
 Color Image Segmentation Using Semi-bounded Finite Mixture Models by Incorporating Mean Templates  (Jaspreet Singh Kalsi, Muhammad Azam, Nizar Bouguila)....Pages 273-305
 Medical Image Segmentation Based on Spatially Constrained Inverted Beta-Liouville Mixture Models  (Wenmin Chen, Wentao Fan, Nizar Bouguila, Bineng Zhong)....Pages 307-324
 Flexible Statistical Learning Model for Unsupervised Image Modeling and Segmentation  (Ines Channoufi, Fatma Najar, Sami Bourouis, Muhammad Azam, Alrence S. Halibas, Roobaea Alroobaea et al.)....Pages 325-348
Back Matter ....Pages 349-355