图 书 馆
可扩展的链接挖掘和信息网络分析Scalable Link Mining and Analysis on Information Networks |
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| 课程网址: | http://videolectures.net/ilpmlgsrl09_yu_slmain/ |
| 主讲教师: | Philip S. Yu |
| 开课单位: | 伊利诺大学 |
| 开课时间: | 2009-09-18 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | With the ubiquity of information networks and their broad applications, there have been numerous studies on the construction, online analytical processing, and mining of information networks in multiple disciplines, including social network analysis, World-Wide Web, database systems, data mining, machine learning, and networked communication and information systems. Algorithms like PageRank and HITS have been developed in late 1990s to explore links among Web pages to discover authoritative pages and hubs. Links have also been popularly used in citation analysis and social network analysis. However, there is a lack of systematic treatment on how to fully explore the power of links in scalable data analysis. In this talk, the power of links are examined in details to improve the effectiveness and efficiency of typical data analysis tasks, including information integration, on-line analytic processing, and other interesting data mining tasks, especially in the multi-relational databases and/or the World-Wid e Web environments. |
| 关 键 词: | 信息网络; 数据库系统; 数据挖掘; 机器学习; 网络通信 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-07-16：yumf |
| 阅读次数: | 55 |