图 书 馆
特征空间中的指数族Exponential Families in Feature Space |
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| 课程网址: | http://videolectures.net/mlss04_smola_effs/ |
| 主讲教师: | Smola Alexander J |
| 开课单位: | 亚马逊公司 |
| 开课时间: | 2007-02-25 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this course I will discuss how exponential families, a standard tool in statistics, can be used with great success in machine learning to unify many existing algorithms and to invent novel ones quite effortlessly. In particular, I will show how they can be used in feature space to recover Gaussian Process classification for multiclass discrimination, sequence annotation (via Conditional Random Fields), and how they can lead to Gaussian Process Regression with heteroscedastic noise assumptions. |
| 关 键 词: | 指数家庭; 机器学习; 特征空间; 分类多类判别; 序列注释 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-06-01：wuyq |
| 阅读次数: | 28 |