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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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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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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Variational Inference of Finite Generalized Gaussian Mixture Models

2019 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci44817.2019.9002852 ◽

2019 ◽

Author(s):

Srikanth Amudala ◽

Samr Ali ◽

Fatma Najar ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Gaussian Mixture Models ◽

Gaussian Mixture ◽

Variational Inference

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Unsupervised Learning Using Variational Inference on Finite Inverted Dirichlet Mixture Models with Component Splitting

Wireless Personal Communications ◽

10.1007/s11277-021-08308-3 ◽

2021 ◽

Author(s):

Kamal Maanicshah ◽

Manar Amayri ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Unsupervised Learning ◽

Mixture Models ◽

Variational Inference ◽

Dirichlet Mixture ◽

Inverted Dirichlet

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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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Entropy-Based Variational Inference for Semi-Bounded Data Clustering in Medical Applications

Artificial Intelligence and Data Mining in Healthcare ◽

10.1007/978-3-030-45240-7_9 ◽

2020 ◽

pp. 179-195

Author(s):

Narges Manouchehri ◽

Maryam Rahmanpour ◽

Nizar Bouguila

Keyword(s):

Data Clustering ◽

Variational Inference ◽

Medical Applications ◽

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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 ◽

Author(s):

Narges Manouchehri ◽

Maryam Rahmanpour ◽

Nizar Bouguila ◽

Wentao Fan

Keyword(s):

Mixture Models ◽

Multivariate Beta

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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 ◽

Author(s):

Narges Manouchehri ◽

Hieu Nguyen ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Multivariate Beta

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Medical Applications of Finite Mixture Models by Peter Schlattmann

International Statistical Review ◽

10.1111/j.1751-5823.2011.00149_20.x ◽

2011 ◽

Vol 79 (2) ◽

pp. 294-294 ◽

Author(s):

Pranab K. Sen

Keyword(s):

Mixture Models ◽

Finite Mixture Models ◽

Finite Mixture ◽

Medical Applications

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