图 书 馆
基于树和树集合的多目标预测Multi-Target Prediction with Trees and Tree Ensembles |
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| 课程网址: | http://videolectures.net/icgeb_dzeroski_multi_target_prediction/ |
| 主讲教师: | Sašo Džeroski |
| 开课单位: | Joíef Stefan Institute智能系统部 |
| 开课时间: | 2019-09-19 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Increasingly often, we need to learn predictive models from big or complex data, which may comprise many examples and many input/output dimensions. When more than one target variable has to be predicted, we talk about multi-target prediction. Predictive modeling problems may also be complex in other ways, e.g., they may involve incompletely/partially labelled data, as in semi-supervised learning, or data placed in a network context. The talk will first give an introduction to the different tasks of multi-target prediction, such as multi-target classification and regression, hierarchical versions thereof, and versions of the tasks that involve additional complexity (such as semi-supervised multi-target regression and network-based hierarchical multi-label classification). It will continue to present methods for solving such tasks, in particular predictive clustering trees and ensembles thereof. Finally, it will present example applications of multi-target prediction in the life sciences, focusing on predictive modeling in virtual compound screening for drug repurposing. |
| 关 键 词: | 基于树和树集合; 数据科学; 多目标预测; 预测聚类树及其集合; 复杂数据中学习预测模型 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2022-10-14：cyh |
| 最后编审: | 2022-10-14：cyh |
| 阅读次数: | 32 |