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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Stochastic Expectation Propagation Learning of Infinite Multivariate Beta Mixture Models for Human Tissue Analysis

10.1109/iecon48115.2021.9589943 ◽

2021 ◽

Author(s):

Narges Manouchehri ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Human Tissue ◽

Tissue Analysis ◽

Expectation Propagation ◽

Multivariate Beta

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Non-Gaussian Data Clustering via Expectation Propagation Learning of Finite Dirichlet Mixture Models and Applications

Neural Processing Letters ◽

10.1007/s11063-013-9293-x ◽

2013 ◽

Vol 39 (2) ◽

pp. 115-135 ◽

Cited By ~ 4

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Data Clustering ◽

Expectation Propagation ◽

Dirichlet Mixture ◽

Non Gaussian ◽

Gaussian Data

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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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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 ◽

Birth Death

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Learning of Multivariate Beta Mixture Models via Entropy-based component splitting

2019 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci44817.2019.9002803 ◽

2019 ◽

Cited By ~ 1

Author(s):

Narges Manouchehri ◽

Maryam Rahmanpour ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Mixture Models ◽

Multivariate Beta

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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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Component Splitting-based Approach for Multivariate Beta Mixture Models Learning

2019 IEEE Global Conference on Signal and Information Processing (GlobalSIP) ◽

10.1109/globalsip45357.2019.8969368 ◽

2019 ◽

Cited By ~ 1

Author(s):

Narges Manouchehri ◽

Hieu Nguyen ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Multivariate Beta

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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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Fully Bayesian Learning of Multivariate Beta Mixture Models

2020 IEEE 21st International Conference on Information Reuse and Integration for Data Science (IRI) ◽

10.1109/iri49571.2020.00025 ◽

2020 ◽

Author(s):

Mahsa Amirkhani ◽

Narges Manouchehri ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Bayesian Learning ◽

Multivariate Beta ◽

Fully Bayesian

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A Frequentist Inference Method Based on Finite Bivariate and Multivariate Beta Mixture Models

Unsupervised and Semi-Supervised Learning - Mixture Models and Applications ◽

10.1007/978-3-030-23876-6_9 ◽

2019 ◽

pp. 179-208

Author(s):

Narges Manouchehri ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Inference Method ◽

Multivariate Beta ◽

Frequentist Inference

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