图 书 馆
单调性约束的规则学习Rule Learning with Monotonicity Constraints |
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| 课程网址: | http://videolectures.net/icml09_kotlowski_rlwmc/ |
| 主讲教师: | Wojciech Kotlowski |
| 开课单位: | 波兹南理工大学 |
| 开课时间: | 2009-08-26 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In the ordinal classification with monotonicity constraints, it is assumed that the class label should increase with increasing values on the attributes. In this paper we aim at formalizing the approach to learning with monotonicity constraints from statistical point of view, which results in the algorithm for learning rule ensembles. The algorithm first ”monotonizes” the data using a nonparametric classification procedure and then generates rule ensemble consistent with the training set. The procedure is justified by a theoretical analysis and verified in a computational experiment. |
| 关 键 词: | 序数分类; 学习规则集合; 非参数分类 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-04-23：lxf |
| 阅读次数: | 94 |