图 书 馆
交互式数据挖掘及其业务应用Interactive Data Mining and Its Business Applications |
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| 课程网址: | http://videolectures.net/kdd2010_ghani_idmba/ |
| 主讲教师: | Rayid Ghani |
| 开课单位: | 芝加哥大学 |
| 开课时间: | 2010-10-01 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | A lot of practical data mining applications deal with settings where the goal is to help human experts find rare cases that are of interest to them. Fraud Detection, Intrusion Detection, Surveillance for security applications, Information Filtering, Recommender Systems are some examples of these applications. A common aspect among all of these problems is that they involve users (or experts) in an interactive classification setting, i.e. the experts are interacting with the results of the data mining system and in turn providing feedback that is valuable for the system. The competing goals of the data mining system are to make these experts more efficient and effective in performing their task as well as getting feedback that would allow it to improve itself over time. In this talk, I will describe this interactive data mining setting, give examples of case studies where this setting applies, and how data mining techniques help manage this tradeoff to build practical interactive systems that are not only useful but also improve |
| 关 键 词: | 数据挖掘; 交互式分类; 交互式系统 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-05-11：lxf |
| 阅读次数: | 48 |