Nonparametric variational learning of multivariate beta mixture models in medical applications

International Journal of Imaging Systems and Technology ◽

10.1002/ima.22506 ◽

2020 ◽

Author(s):

Narges Manouchehri ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Mixture Models ◽

Medical Applications ◽

Multivariate Beta ◽

Variational Learning

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Birth-Death MCMC Approach for Multivariate Beta Mixture Models in Medical Applications

Advances and Trends in Artificial Intelligence. Artificial Intelligence Practices - Lecture Notes in Computer Science ◽

10.1007/978-3-030-79457-6_25 ◽

2021 ◽

pp. 285-296

Author(s):

Mahsa Amirkhani ◽

Narges Manouchehri ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Medical Applications ◽

Multivariate Beta ◽

Mcmc Approach ◽

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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

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Online variational inference on finite multivariate Beta mixture models for medical applications

IET Image Processing ◽

10.1049/ipr2.12154 ◽

2021 ◽

Author(s):

Narges Manouchehri ◽

Meeta Kalra ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Variational Inference ◽

Medical Applications ◽

Multivariate Beta

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Variational Learning for Finite Generalized Inverted Dirichlet Mixture Models with a Component Splitting Approach

2019 IEEE 28th International Symposium on Industrial Electronics (ISIE) ◽

10.1109/isie.2019.8781300 ◽

2019 ◽

Author(s):

Kamal Maanicshah ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Mixture Models ◽

Dirichlet Mixture ◽

Inverted Dirichlet ◽

Variational Learning

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Model-Based Clustering Based on Variational Learning of Hierarchical Infinite Beta-Liouville Mixture Models

Neural Processing Letters ◽

10.1007/s11063-015-9466-x ◽

2015 ◽

Vol 44 (2) ◽

pp. 431-449 ◽

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Model Based Clustering ◽

Model Based ◽

Variational Learning

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Data Clustering Using Online Variational Learning of Finite Scaled Dirichlet Mixture Models

2019 IEEE 20th International Conference on Information Reuse and Integration for Data Science (IRI) ◽

10.1109/iri.2019.00050 ◽

2019 ◽

Author(s):

Hieu Nguyen ◽

Meeta Kalra ◽

Muhammad Azam ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Data Clustering ◽

Dirichlet Mixture ◽

Variational Learning

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A Nonparametric Bayesian Framework for Multivariate Beta Mixture Models

10.1109/iri51335.2021.00018 ◽

2021 ◽

Author(s):

Mahsa Amirkhani ◽

Narges Manouchehri ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Bayesian Framework ◽

Nonparametric Bayesian ◽

Multivariate Beta

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Expectation propagation learning of finite multivariate Beta mixture models and applications

Neural Computing and Applications ◽

10.1007/s00521-021-06839-1 ◽

2022 ◽

Author(s):

Narges Manouchehri ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Mixture Models ◽

Expectation Propagation ◽

Multivariate Beta

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Variational learning for Gaussian mixture models

IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) ◽

10.1109/tsmcb.2006.872273 ◽

2006 ◽

Vol 36 (4) ◽

pp. 849-862 ◽

Author(s):

N. Nasios ◽

A.G. Bors

Keyword(s):

Mixture Models ◽

Gaussian Mixture Models ◽

Gaussian Mixture ◽

Variational Learning

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Unsupervised Variational Learning of Finite Generalized Inverted Dirichlet Mixture Models with Feature Selection and Component Splitting

Lecture Notes in Computer Science - Image Analysis and Recognition ◽

10.1007/978-3-030-27272-2_8 ◽

2019 ◽

pp. 94-105 ◽

Author(s):

Kamal Maanicshah ◽

Samr Ali ◽

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Feature Selection ◽

Mixture Models ◽

Dirichlet Mixture ◽

Inverted Dirichlet ◽

Variational Learning

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