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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)
Hierarchical Dirichlet and Pitman-Yor process mixtures of shifted-scaled Dirichlet distributions for proportional data modeling
期刊论文
COMPUTATIONAL INTELLIGENCE,2022, 卷号: 38, 期号: 6, 页码: 2095-2115
作者:
Baghdadi, Ali
;
Manouchehri, Narges
;
Patterson, Zachary
;
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:6/0
  |  
提交时间:2025/07/24
batch variational learning
hierarchical Dirichlet process
hierarchical Pitman-Yor process
infinite mixture models
online variational learning
shifted-scaled Dirichlet distribution
Hierarchical Dirichlet and Pitman–Yor process mixtures of shifted-scaled Dirichlet distributions for proportional data modeling
期刊论文
Computational Intelligence,2022, 卷号: 38, 期号: 6, 页码: 2095-2115
作者:
Baghdadi, Ali
;
Manouchehri, Narges
;
Patterson, Zachary
;
Fan, Wentao
;
Bouguila, Nizar
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2025/07/15
batch variational learning
hierarchical Dirichlet process
hierarchical Pitman–Yor process
infinite mixture models
online variational learning
shifted-scaled Dirichlet distribution
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
Batch and Online Variational Learning of Hierarchical Pitman-Yor Mixtures of Multivariate Beta Distributions
会议论文
Proceedings - 20th IEEE International Conference on Machine Learning and Applications, ICMLA 2021, Virtual, Online, DEC 13-16, 2021
作者:
Manouchehri, Narges
;
Bouguila, Nizar
;
Fan, Wentao
收藏
  |  
浏览/下载:9/0
  |  
提交时间:2025/07/15
Clustering
Hierarchical Pitman-Yor process mixtures
Medical applications
Mixture models
Multivariate Beta distributions
Online variational learning
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