图书标签: mining 计算机科学 数据挖掘 web DM 计算机 机器学习 互联网
发表于2024-11-08
Web Data Mining pdf epub mobi txt 电子书 下载 2024
Web mining aims to discover useful information and knowledge from Web hyperlinks, page contents, and usage data. Although Web mining uses many conventional data mining techniques, it is not purely an application of traditional data mining due to the semi-structured and unstructured nature of the Web data. The field has also developed many of its own algorithms and techniques. Liu has written a comprehensive text on Web mining, which consists of two parts. The first part covers the data mining and machine learning foundations, where all the essential concepts and algorithms of data mining and machine learning are presented. The second part covers the key topics of Web mining, where Web crawling, search, social network analysis, structured data extraction, information integration, opinion mining and sentiment analysis, Web usage mining, query log mining, computational advertising, and recommender systems are all treated both in breadth and in depth. His book thus brings all the related concepts and algorithms together to form an authoritative and coherent text. The book offers a rich blend of theory and practice. It is suitable for students, researchers and practitioners interested in Web mining and data mining both as a learning text and as a reference book. Professors can readily use it for classes on data mining, Web mining, and text mining. Additional teaching materials such as lecture slides, datasets, and implemented algorithms are available online.
Bing Liu 刘兵,伊利诺伊大学芝加哥分校(UIC)教授,他在爱丁堡大学获得人工智能博士学位。刘兵教授是Web挖掘研究领域的国际知名专家,在Web内容挖掘、互联网观点挖掘、数据挖掘等领域有非常高的造诣,他先后在国际著名学术期刊与重要国际学术会议(如KDD、WWW、AAAI、SIGIR、ICML、TKDE等)上发布关于数据挖掘、Web挖掘和文本挖掘论文一百多篇。刘兵教授担任过多个国际期刊的编辑,也是多个国际学术会议(如WWW、KDD与AAAI等)的程序委员会委员。更多的信息,可访问他的个人主页http://www.cs.uic.edu/~liub
只看了结构化数据抽取,总感觉谋篇布局和文风有些诡异。精确的数据抽取到底还是要人工的,只看怎么平衡了。
评分只看了结构化数据抽取,总感觉谋篇布局和文风有些诡异。精确的数据抽取到底还是要人工的,只看怎么平衡了。
评分上了Prof. Bing Liu的CS 583同时读完了这本书,算是一本不错的入门书。
评分上了Prof. Bing Liu的CS 583同时读完了这本书,算是一本不错的入门书。
评分上了Prof. Bing Liu的CS 583同时读完了这本书,算是一本不错的入门书。
主要在看结构化数据抽取那块,,自己之前在想的一些问题发现已经有不少人去研究了,收益很多。同样是一本实用性很强的书,对于不是专门弄学术的同学还是比较有价值的。 看了参考文献,数据抽取方面的几个算法都是作者本人发的paper,怪不得讲的很多。 另:书后面N多的参考文献...
评分The rapid growth of the Web in the last decade makes it the largest publicly accessible data source in the world. Web mining aims to discover useful information or knowledge from Web hyperlinks, page contents, and usage logs. Based on the primary kinds of d...
评分看了第一章前4页,明显有 Chinglish 痕迹,两页居然找到4个错误或者表达不清的地方。 似乎内容还不错
评分看了第一章前4页,明显有 Chinglish 痕迹,两页居然找到4个错误或者表达不清的地方。 似乎内容还不错
评分此书作为Web Data Mining的入门书籍还是不错的。此领域的各个方面都有谈到。唯一的问题可能在于如果一点基础(数学基础)都没有的话,可能有一些公式推导会显得不得要领。建议作为基础读物。
Web Data Mining pdf epub mobi txt 电子书 下载 2024