Variational Learning of Dirichlet Process Mixtures of Generalized Dirichlet Distributions and Its Applications

Advanced Data Mining and Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-642-35527-1_17 ◽

2012 ◽

pp. 199-213 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Dirichlet Process ◽

Dirichlet Distributions ◽

Dirichlet Process Mixtures ◽

Generalized Dirichlet ◽

Variational Learning

Download Full-text

Variational learning of a Dirichlet process of generalized Dirichlet distributions for simultaneous clustering and feature selection

Pattern Recognition ◽

10.1016/j.patcog.2013.03.026 ◽

2013 ◽

Vol 46 (10) ◽

pp. 2754-2769 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Feature Selection ◽

Dirichlet Process ◽

Dirichlet Distributions ◽

Generalized Dirichlet ◽

Variational Learning

Download Full-text

Variational learning for Dirichlet process mixtures of Dirichlet distributions and applications

Multimedia Tools and Applications ◽

10.1007/s11042-012-1191-0 ◽

2012 ◽

Vol 70 (3) ◽

pp. 1685-1702 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Dirichlet Process ◽

Dirichlet Distributions ◽

Dirichlet Process Mixtures ◽

Variational Learning

Download Full-text

Online Variational Learning of Dirichlet Process Mixtures of Scaled Dirichlet Distributions

Information Systems Frontiers ◽

10.1007/s10796-020-10027-2 ◽

2020 ◽

Vol 22 (5) ◽

pp. 1085-1093 ◽

Author(s):

Narges Manouchehri ◽

Hieu Nguyen ◽

Pantea Koochemeshkian ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Dirichlet Process ◽

Dirichlet Distributions ◽

Dirichlet Process Mixtures ◽

Variational Learning

Download Full-text

A hierarchical Dirichlet process mixture of generalized Dirichlet distributions for feature selection

Computers & Electrical Engineering ◽

10.1016/j.compeleceng.2015.03.018 ◽

2015 ◽

Vol 43 ◽

pp. 48-65 ◽

Author(s):

Wentao Fan ◽

Hassen Sallay ◽

Nizar Bouguila ◽

Sami Bourouis

Keyword(s):

Feature Selection ◽

Dirichlet Process ◽

Dirichlet Process Mixture ◽

Hierarchical Dirichlet Process ◽

Dirichlet Distributions ◽

Generalized Dirichlet

Download Full-text

A Dirichlet Process Mixture of Generalized Dirichlet Distributions for Proportional Data Modeling

IEEE Transactions on Neural Networks ◽

10.1109/tnn.2009.2034851 ◽

2010 ◽

Vol 21 (1) ◽

pp. 107-122 ◽

Author(s):

N. Bouguila ◽

D. Ziou

Keyword(s):

Dirichlet Process ◽

Data Modeling ◽

Dirichlet Process Mixture ◽

Dirichlet Distributions ◽

Proportional Data ◽

Generalized Dirichlet

Download Full-text

Nonparametric Localized Feature Selection via a Dirichlet Process Mixture of Generalized Dirichlet Distributions

Neural Information Processing - Lecture Notes in Computer Science ◽

10.1007/978-3-642-34487-9_4 ◽

2012 ◽

pp. 25-33 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Feature Selection ◽

Dirichlet Process ◽

Dirichlet Process Mixture ◽

Dirichlet Distributions ◽

Generalized Dirichlet

Download Full-text

Batch and online variational learning of hierarchical Dirichlet process mixtures of multivariate Beta distributions in medical applications

Pattern Analysis and Applications ◽

10.1007/s10044-021-01023-6 ◽

2021 ◽

Author(s):

Narges Manouchehri ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Dirichlet Process ◽

Medical Applications ◽

Hierarchical Dirichlet Process ◽

Beta Distributions ◽

Dirichlet Process Mixtures ◽

Multivariate Beta ◽

Variational Learning

Download Full-text

Online Variational Learning for a Dirichlet Process Mixture of Dirichlet Distributions and its Application

2012 11th International Conference on Machine Learning and Applications ◽

10.1109/icmla.2012.67 ◽

2012 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Dirichlet Process ◽

Dirichlet Process Mixture ◽

Dirichlet Distributions ◽

Variational Learning

Download Full-text

Online Data Clustering Using Variational Learning of a Hierarchical Dirichlet Process Mixture of Dirichlet Distributions

Database Systems for Advanced Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-662-43984-5_2 ◽

2014 ◽

pp. 18-32 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Data Clustering ◽

Dirichlet Process ◽

Dirichlet Process Mixture ◽

Hierarchical Dirichlet Process ◽

Online Data ◽

Dirichlet Distributions ◽

Variational Learning

Download Full-text

Bayesian spectral analysis models for quantile regression with Dirichlet process mixtures

Journal of Nonparametric Statistics ◽

10.1080/10485252.2015.1124877 ◽

2016 ◽

Vol 28 (1) ◽

pp. 177-206 ◽

Author(s):

Seongil Jo ◽

Taeyoung Roh ◽

Taeryon Choi

Keyword(s):

Spectral Analysis ◽

Quantile Regression ◽

Dirichlet Process ◽

Dirichlet Process Mixtures ◽

Analysis Models

Download Full-text