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 ◽

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

Sex, lies and self-reported counts: Bayesian mixture models for heaping in longitudinal count data via birth–death processes

The Annals of Applied Statistics ◽

10.1214/15-aoas809 ◽

2015 ◽

Vol 9 (2) ◽

pp. 572-596 ◽

Author(s):

Forrest W. Crawford ◽

Robert E. Weiss ◽

Marc A. Suchard

Keyword(s):

Mixture Models ◽

Longitudinal Count Data ◽

Bayesian Mixture ◽

Bayesian Mixture Models ◽

Download Full-text

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

Download Full-text

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

Download Full-text

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

Download Full-text

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

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