图 书 馆
定向图形模型Directed Graphical Models |
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| 课程网址: | http://videolectures.net/aibootcamp2011_archambeau_cgm/ |
| 主讲教师: | Cedric Archambeau |
| 开课单位: | 伦敦大学学院 |
| 开课时间: | 2011-03-31 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this talk I introduce the basic concepts of directed graphical models. I then introduce the EM algorithm and discuss learning in latent variable models, considering several mixture models (discrete latent variables), probabilistic PCA (continuous latent variables) and extensions. Next, I describe conditional models for regression, draw links to least squares and ridge regression. Finally, the talk is ended with an introduction to Gaussian process regression. |
| 关 键 词: | 向图形模型; 离散潜变量; 连续潜变量; 高斯过程 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-19：lxf |
| 阅读次数: | 48 |