图 书 馆
异构信息网络挖掘Mining Heterogeneous Information Networks |
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| 课程网址: | http://videolectures.net/kdd2010_han_mhin/ |
| 主讲教师: | Jiawei Han |
| 开课单位: | 伊利诺伊大学 |
| 开课时间: | 2010-10-01 |
| 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. Moreover, with a great demand of research in this direction, there is a need of a systematic introduction of methods for analysis of information networks from multiple disciplines. Recently there have been some tutorials on structures and laws of homogeneous information networks and graphs. However, there are few systematic tutorials on mining a more important kind of networks, heterogeneous information networks, where information networks are formed by interconnected, multi-typed nodes and links. In this tutorial, we will present an organized picture on scalable mining of heterogeneous information networks, which complements existing tutorials on knowledge discovery in homogeneous information networks. The tutorial includes the following topics: 1. introduction: information networks and information network analysis, 2. data integration, data cleaning and data validation in heterogeneous information networks, 3. clustering and ranking in heterogeneous information networks 4. classification of heterogeneous information networks, 5. summarization, OLAP and multidimensional analysis in heterogeneous information networks, 6. evolution of dynamic heterogeneous information networks, and research challenges on mining heterogeneous information networks. |
| 关 键 词: | 网络信息挖掘; 异构信息网络; 网络通信; 信息系统 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-07-13：yumf |
| 阅读次数: | 56 |