| 题名 | A hierarchical infinite generalized dirichlet mixture model with feature selection |
| 作者 | |
| 发表日期 | 2014 |
| 会议名称 | 3rd International Conference on Adaptive and Intelligent Systems (ICAIS) |
| 会议录名称 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
 |
| ISSN | 0302-9743 |
| 卷号 | 8779 LNAI |
| 页码 | 1-10 |
| 会议日期 | SEP 08-10, 2014 |
| 会议地点 | Bournemouth, ENGLAND |
| 摘要 | We propose a nonparametric Bayesian approach, based on hierarchical Dirichlet processes and generalized Dirichlet distributions, for simultaneous clustering and feature selection. The resulting statistical model is learned within a variational framework that we have developed. The merits of the developed model are shown via extensive simulations and experiments when applied to the challenging problem of images categorization. © 2014 Springer International Publishing Switzerland. |
| 关键词 | Clustering feature selection generalized Dirichlet image databases mixture model variational inference |
| DOI | 10.1007/978-3-319-11298-5_1 |
| URL | 查看来源 |
| 收录类别 | CPCI-S |
| 语种 | 英语English |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications |
| WOS记录号 | WOS:000346932400001 |
| Scopus入藏号 | 2-s2.0-84958551550 |
| 引用统计 | |
| 文献类型 | 会议论文 |
| 条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/13287 |
| 专题 | 个人在本单位外知识产出 理工科技学院 |
| 作者单位 | 1.Department of Computer Science and Technology,Huaqiao University,China 2.Al Imam Mohammad Ibn Saud Islamic University (IMSIU),Riyadh,Saudi Arabia 3.Concordia University,Montreal QC,Canada 4.Taif University,Taif,Saudi Arabia |
| 推荐引用方式 GB/T 7714 | Fan, Wentao,Sallay, Hassen,Bouguila, Nizaret al. A hierarchical infinite generalized dirichlet mixture model with feature selection[C], 2014: 1-10. |
| 条目包含的文件 | 条目无相关文件。 | |||||
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