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 ◽

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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 ◽

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Properties of the maximum a posteriori path estimator in hidden Markov models

IEEE Transactions on Information Theory ◽

10.1109/tit.2005.860425 ◽

2006 ◽

Vol 52 (1) ◽

pp. 41-51 ◽

Author(s):

A. Calie

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Maximum A Posteriori ◽

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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 ◽

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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Convergence of the maximum a posteriori path estimator in hidden Markov models

IEEE Transactions on Information Theory ◽

10.1109/tit.2002.1013123 ◽

2002 ◽

Vol 48 (7) ◽

pp. 1750-1758 ◽

Author(s):

A. Caliebe ◽

U. Rosler

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Maximum A Posteriori ◽

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Statistical Physics Analysis of Maximum a Posteriori Estimation for Multi-channel Hidden Markov Models

Journal of Statistical Physics ◽

10.1007/s10955-013-0711-2 ◽

2013 ◽

Vol 150 (4) ◽

pp. 744-775 ◽

Author(s):

Avik Halder ◽

Ansuman Adhikary

Keyword(s):

Hidden Markov Models ◽

Statistical Physics ◽

Markov Models ◽

Hidden Markov ◽

Maximum A Posteriori ◽

A Posteriori ◽

Maximum A Posteriori Estimation ◽

Posteriori Estimation

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Simulated annealing for maximum a posteriori parameter estimation of hidden Markov models

IEEE Transactions on Information Theory ◽

10.1109/18.841176 ◽

2000 ◽

Vol 46 (3) ◽

pp. 994-1004 ◽

Author(s):

C. Andrieu ◽

A. Doucet

Keyword(s):

Parameter Estimation ◽

Simulated Annealing ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Maximum A Posteriori ◽

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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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Feature Selection for Hidden Markov Models with Discrete Features

Advances in Intelligent Systems and Computing - Intelligent Systems and Applications ◽

10.1007/978-3-030-29516-5_7 ◽

2019 ◽

pp. 67-82

Author(s):

Stephen Adams ◽

Peter A. Beling

Keyword(s):

Feature Selection ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

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AN ANALYSIS OF CONCEPTS AND TECHNIQUES CONCERNING THE USE OF HIDDEN MARKOV MODELS FOR SEQUENTIAL DATA

International Research Journal of Computer Science ◽

10.26562/irjcs.2020.v0708.002 ◽

2020 ◽

Vol 7 (8) ◽

pp. 220-226

Author(s):

Advait Pravin Savant

Keyword(s):

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Sequential Data

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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 ◽

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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