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Grouped Spherical Data Modeling Through Hierarchical Nonparametric Bayesian Models and Its Application to fMRI Data Analysis
期刊论文
IEEE Transactions on Neural Networks and Learning Systems,2024, 卷号: 35, 期号: 4, 页码: 5566-5576
作者:
Fan, Wentao
;
Yang, Lin
;
Bouguila, Nizar
收藏
  |  
浏览/下载:19/0
  |  
提交时间:2024/05/07
Functional magnetic resonance imaging (fMRI) data analysis
hierarchical nonparametric Bayesian model
hierarchical Pitman-Yor (HPY) process
spherical data
variational Bayes (VB)
von Mises-Fisher (VMF)
Unsupervised Grouped Axial Data Modeling via Hierarchical Bayesian Nonparametric Models with Watson Distributions
期刊论文
IEEE Transactions on Pattern Analysis and Machine Intelligence,2022, 卷号: 44, 期号: 12, 页码: 9654-9668
作者:
Fan, Wentao
;
Yang, Lin
;
Bouguila, Nizar
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2025/07/15
Axial data
depth image
gene clustering
hierarchical Dirichlet process
hierarchical nonparametric Bayesian model
hierarchical Pitman-Yor process
variational Bayes
Watson distribution
Modeling and Clustering Positive Vectors via Nonparametric Mixture Models of Liouville Distributions
期刊论文
IEEE Transactions on Neural Networks and Learning Systems,2020, 卷号: 31, 期号: 9, 页码: 3193-3203
作者:
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2025/07/15
Averaged collapsed variational Bayes (ACVB)
clustering
Dirichlet process
inverted Beta-Liouville (IBL) distribution
mixture models
nonparametric Bayesian
positive vectors
Spherical data clustering and feature selection through nonparametric Bayesian mixture models with von Mises distributions
期刊论文
Engineering Applications of Artificial Intelligence,2020, 卷号: 94
作者:
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2025/07/15
Clustering
Feature selection
Mixture models
Nonparametric Bayesian model
Pitman–Yor process
Topic novelty detection
von Mises
Axially Symmetric Data Clustering Through Dirichlet Process Mixture Models of Watson Distributions
期刊论文
IEEE Transactions on Neural Networks and Learning Systems,2019, 卷号: 30, 期号: 6, 页码: 1683-1694
作者:
Fan, Wentao
;
Bouguila, Nizar
;
Du, Jixiang
;
Liu, Xin
收藏
  |  
浏览/下载:5/0
  |  
提交时间:2025/07/15
Axially symmetric
clustering
Dirichlet process
gene expression
mixture models
nonparametric Bayesian
variational inference
Nonparametric Hierarchical Bayesian Models for Positive Data Clustering Based on Inverted Dirichlet-Based Distributions
期刊论文
IEEE Access,2019, 卷号: 7, 页码: 83600-83614
作者:
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2025/07/15
Clustering
Inverted Dirichlet
Mixture models
Nonparametric Bayesian model
Stochastic variational inference
Online Learning of Hierarchical Pitman-Yor Process Mixture of Generalized Dirichlet Distributions with Feature Selection
期刊论文
IEEE Transactions on Neural Networks and Learning Systems,2017, 卷号: 28, 期号: 9, 页码: 2048-2061
作者:
Fan, Wentao
;
Sallay, Hassen
;
Bouguila, Nizar
收藏
  |  
浏览/下载:6/0
  |  
提交时间:2025/07/16
Generalized Dirichlet (GD)
hierarchical Pitman-Yor process
mixture models
nonparametric Bayesian
scene recognition
variational inference
video segmentation
Model-Based Clustering Based on Variational Learning of Hierarchical Infinite Beta-Liouville Mixture Models
期刊论文
Neural Processing Letters,2016, 卷号: 44, 期号: 2, 页码: 431-449
作者:
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2025/07/23
Beta-Liouville
Hierarchical Dirichlet process
Mixture models
Nonparametric Bayesian
Variational Bayes
Visual scenes categorization
Human action recognition using accelerated variational learning of infinite dirichlet mixture models
会议论文
Proceedings - 2015 IEEE 14th International Conference on Machine Learning and Applications, ICMLA 2015, Miami, FL, DEC 09-11, 2015
作者:
Fan, Wentao
;
Sallay, Hassen
;
Bouguila, Nizar
;
Du, Jixiang
收藏
  |  
浏览/下载:5/0
  |  
提交时间:2025/07/23
Clustering
Dirichlet process
Human action recognition
Mixture models
Nonparametric Bayesian
Variational inference
Topic novelty detection using infinite variational inverted dirichlet mixture models
会议论文
Proceedings - 2015 IEEE 14th International Conference on Machine Learning and Applications, ICMLA 2015, Miami, FL, DEC 09-11, 2015
作者:
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:4/0
  |  
提交时间:2025/07/23
Dirichlet process
Inverted Dirichlet
Mixture model
Nonparametric Bayesian
Topic novelty detection
Variational Bayes