图 书 馆
解释和个别预测的可靠性：利用LKM最近的研究Explanation and Reliability of Individual predictions: Recent Research by LKM |
|
| 课程网址: | http://videolectures.net/is2012_pevec_individual_predictions/ |
| 主讲教师: | Darko Pevec |
| 开课单位: | 卢布尔雅那大学 |
| 开课时间: | 2012-11-16 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We review some recent research topics by Laboratory for Cognitive Modeling (LKM) at Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Classification and regression models, either automatically generated from data by machine learning algorithms, or manually encoded with the help of domain experts, are daily used to predict the labels of new instances. Each such individual prediction, in order to be accepted/trusted by users, should be accompanied by an explanation of the prediction as well as by an estimate of its reliability. In LKM we have recently developed a general methodology for explaining individual predictions as well as for estimating their reliability. Both, explanation and reliability estimation are general techniques, independent of the underlying model and provide on-line (effective and efficient) support to the users of prediction models. |
| 关 键 词: | 预测模型; 建模; 斯洛文尼亚 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2021-02-10：nkq |
| 阅读次数: | 65 |