图 书 馆
关系数据的统计建模Statistical Modeling of Relational Data |
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| 课程网址: | http://videolectures.net/kdd07_domingos_smord/ |
| 主讲教师: | Pedro Domingos |
| 开课单位: | 华盛顿大学 |
| 开课时间: | 2007-08-12 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | KDD has traditionally been concerned with mining data from a single relation. However, most applications involve multiple interacting relations, either explicitly (in relational databases) or implicitly (in semi-structured and multimodal data). Examples include link analysis, social networks, bioinformatics, information extraction, security, ubiquitous computing, etc. Mining such data has become a topic of keen interest in the KDD community in recent years. The key difficulty is that data in relational domains is no longer i.i.d. (independent and identically distributed), greatly complicating statistical modeling. However, research has now advanced to the point where robust, easy-to-use, general-purpose techniques and languages for mining non-i.i.d. data are available. The goal of this tutorial is to add a sufficient subset of these concepts and techniques to the toolkits of both researchers and practitioners. |
| 关 键 词: | 应用程序; 统计建模; 链接分析; 社交网络; 生物信息学 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-20：lxf |
| 阅读次数: | 43 |