Hidden Markov Models Based on Generalized Dirichlet Mixtures for Proportional Data Modeling

Advanced Information Systems Engineering - Lecture Notes in Computer Science ◽

10.1007/978-3-319-11656-3_7 ◽

2014 ◽

pp. 71-82 ◽

Cited By ~ 2

Author(s):

Elise Epaillard ◽

Nizar Bouguila

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Dirichlet Mixtures ◽

Proportional Data ◽

Generalized Dirichlet

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Proportional data modeling with hidden Markov models based on generalized Dirichlet and Beta-Liouville mixtures applied to anomaly detection in public areas

Pattern Recognition ◽

10.1016/j.patcog.2016.02.004 ◽

2016 ◽

Vol 55 ◽

pp. 125-136 ◽

Cited By ~ 16

Author(s):

Elise Epaillard ◽

Nizar Bouguila

Keyword(s):

Anomaly Detection ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Public Areas ◽

Proportional Data ◽

Generalized Dirichlet

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Positive Sequential Data Modeling Using Continuous Hidden Markov Models Based on Inverted Dirichlet Mixtures

IEEE Access ◽

10.1109/access.2019.2956477 ◽

2019 ◽

Vol 7 ◽

pp. 172341-172349 ◽

Cited By ~ 1

Author(s):

Ru Wang ◽

Wentao Fan

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Sequential Data ◽

Dirichlet Mixtures ◽

Inverted Dirichlet

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Maximum a Posteriori Approximation of Hidden Markov Models for Proportional Sequential Data Modeling With Simultaneous Feature Selection

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2021.3071083 ◽

2021 ◽

pp. 1-12

Author(s):

Samr Ali ◽

Nizar Bouguila

Keyword(s):

Feature Selection ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Maximum A Posteriori ◽

Sequential Data ◽

A Posteriori

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Sequentially spherical data modeling with hidden Markov models and its application to fMRI data analysis

Knowledge-Based Systems ◽

10.1016/j.knosys.2020.106341 ◽

2020 ◽

Vol 206 ◽

pp. 106341

Author(s):

Wentao Fan ◽

Lin Yang ◽

Nizar Bouguila ◽

Yewang Chen

Keyword(s):

Data Analysis ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Fmri Data ◽

Spherical Data ◽

Fmri Data Analysis

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Maximum A Posteriori Approximation of Dirichlet and Beta-Liouville Hidden Markov Models for Proportional Sequential Data Modeling

2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC) ◽

10.1109/smc42975.2020.9283011 ◽

2020 ◽

Author(s):

Samr Ali ◽

Nizar Bouguila

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Maximum A Posteriori ◽

Sequential Data ◽

A Posteriori

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ECG Data Modeling and Analyzing via Deep Representation Learning and Nonparametric Hidden Markov Models

Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval ◽

10.1145/3404835.3463044 ◽

2021 ◽

Author(s):

Jiaojiao Zhu ◽

Wentao Fan

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Data Modeling ◽

Representation Learning ◽

Ecg Data

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Variational Bayesian Learning of Generalized Dirichlet-Based Hidden Markov Models Applied to Unusual Events Detection

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2018.2855699 ◽

2019 ◽

Vol 30 (4) ◽

pp. 1034-1047 ◽

Cited By ~ 6

Author(s):

Elise Epaillard ◽

Nizar Bouguila

Keyword(s):

Hidden Markov Models ◽

Bayesian Learning ◽

Markov Models ◽

Hidden Markov ◽

Variational Bayesian ◽

Events Detection ◽

Generalized Dirichlet

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Hybrid Generative-Discriminative Generalized Dirichlet-Based Hidden Markov Models with Support Vector Machines

2019 IEEE International Symposium on Multimedia (ISM) ◽

10.1109/ism46123.2019.00050 ◽

2019 ◽

Cited By ~ 1

Author(s):

Samr Ali ◽

Nizar Bouguila

Keyword(s):

Support Vector Machines ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Support Vector ◽

Vector Machines ◽

Generalized Dirichlet

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On Maximum A Posteriori Approximation of Hidden Markov Models for Proportional Data

2020 IEEE 22nd International Workshop on Multimedia Signal Processing (MMSP) ◽

10.1109/mmsp48831.2020.9287112 ◽

2020 ◽

Author(s):

Samr Ali ◽

Nizar Bouguila

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Maximum A Posteriori ◽

A Posteriori ◽

Proportional Data

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Classifying Textures with Only 10 Visual-Words Using Hidden Markov Models with Dirichlet Mixtures

Adaptive and Intelligent Systems - Lecture Notes in Computer Science ◽

10.1007/978-3-319-11298-5_3 ◽

2014 ◽

pp. 20-28 ◽

Cited By ~ 1

Author(s):

Elise Epaillard ◽

Nizar Bouguila ◽

Djemel Ziou

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Visual Words ◽

Dirichlet Mixtures

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