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

Wentao Fan; Nizar Bouguila

doi:10.1007/s11063-013-9293-x

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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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 ◽

Cited By ~ 1

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 Hybrid Feature Extraction Selection Approach for High-Dimensional Non-Gaussian Data Clustering

IEEE Transactions on Pattern Analysis and Machine Intelligence ◽

10.1109/tpami.2008.155 ◽

2009 ◽

Vol 31 (8) ◽

pp. 1429-1443 ◽

Cited By ~ 89

Author(s):

S. Boutemedjet ◽

N. Bouguila ◽

D. Ziou

Keyword(s):

Feature Extraction ◽

Data Clustering ◽

High Dimensional ◽

Selection Approach ◽

Hybrid Feature Extraction ◽

Non Gaussian ◽

Gaussian Data

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Robust simultaneous positive data clustering and unsupervised feature selection using generalized inverted Dirichlet mixture models

Knowledge-Based Systems ◽

10.1016/j.knosys.2014.01.007 ◽

2014 ◽

Vol 59 ◽

pp. 182-195 ◽

Cited By ~ 18

Author(s):

Mohamed Al Mashrgy ◽

Taoufik Bdiri ◽

Nizar Bouguila

Keyword(s):

Feature Selection ◽

Mixture Models ◽

Data Clustering ◽

Unsupervised Feature Selection ◽

Positive Data ◽

Dirichlet Mixture ◽

Inverted Dirichlet

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Unsupervised Hybrid Feature Extraction Selection for High-Dimensional Non-Gaussian Data Clustering with Variational Inference

IEEE Transactions on Knowledge and Data Engineering ◽

10.1109/tkde.2012.101 ◽

2013 ◽

Vol 25 (7) ◽

pp. 1670-1685 ◽

Cited By ~ 29

Author(s):

Wentao Fan ◽

Nizar Bouguila ◽

Djemel Ziou

Keyword(s):

Feature Extraction ◽

Data Clustering ◽

Variational Inference ◽

High Dimensional ◽

Hybrid Feature Extraction ◽

Selection For ◽

Non Gaussian ◽

Gaussian Data

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Data Clustering using Variational Learning of Finite Scaled Dirichlet Mixture Models

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

10.1109/isie.2019.8781334 ◽

2019 ◽

Cited By ~ 1

Author(s):

Hieu Nguyen ◽

Muhammad Azam ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Data Clustering ◽

Dirichlet Mixture ◽

Variational Learning

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Simultaneous Non-gaussian Data Clustering, Feature Selection and Outliers Rejection

Lecture Notes in Computer Science - Pattern Recognition and Machine Intelligence ◽

10.1007/978-3-642-21786-9_59 ◽

2011 ◽

pp. 364-369 ◽

Cited By ~ 3

Author(s):

Nizar Bouguila ◽

Djemel Ziou ◽

Sabri Boutemedjet

Keyword(s):

Feature Selection ◽

Data Clustering ◽

Non Gaussian ◽

Gaussian Data

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Data Clustering Using Variational Learning of Finite Scaled Dirichlet Mixture Models with Component Splitting

Lecture Notes in Computer Science - Image Analysis and Recognition ◽

10.1007/978-3-030-27272-2_10 ◽

2019 ◽

pp. 117-128

Author(s):

Hieu Nguyen ◽

Kamal Maanicshah ◽

Muhammad Azam ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Data Clustering ◽

Dirichlet Mixture ◽

Variational Learning

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Infinite Dirichlet mixture models learning via expectation propagation

Advances in Data Analysis and Classification ◽

10.1007/s11634-013-0152-4 ◽

2013 ◽

Vol 7 (4) ◽

pp. 465-489 ◽

Cited By ~ 2

Author(s):

Wentao Fan ◽

Nizar Bouguila

Keyword(s):

Mixture Models ◽

Expectation Propagation ◽

Dirichlet Mixture

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Vine copula mixture models and clustering for non-Gaussian data

Econometrics and Statistics ◽

10.1016/j.ecosta.2021.08.011 ◽

2021 ◽

Author(s):

zge Sahin ◽

Claudia Czado

Keyword(s):

Mixture Models ◽

Non Gaussian ◽

Vine Copula ◽

Gaussian Data

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Big Data Analytics for Intrusion Detection System: Statistical Decision-Making Using Finite Dirichlet Mixture Models

Data Analytics and Decision Support for Cybersecurity - Data Analytics ◽

10.1007/978-3-319-59439-2_5 ◽

2017 ◽

pp. 127-156 ◽

Cited By ~ 20

Author(s):

Nour Moustafa ◽

Gideon Creech ◽

Jill Slay

Keyword(s):

Decision Making ◽

Big Data ◽

Intrusion Detection ◽

Mixture Models ◽

Data Analytics ◽

Detection System ◽

Big Data Analytics ◽

Statistical Decision ◽

Dirichlet Mixture ◽

Statistical Decision Making

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