【文件属性】:
文件名称:Natural Language Processing and Text Mining
文件大小:3.7MB
文件格式:PDF
更新时间:2012-12-10 09:03:17
自然语言处理 文本挖掘
Contents
1 Overview
Anne Kao and Stephen R. Poteet . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
2 Extracting Product Features and Opinions from Reviews
Ana-Maria Popescu and Oren Etzioni . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
3 Extracting Relations from Text:
From Word Sequences to Dependency Paths
Razvan C. Bunescu and Raymond J. Mooney . . . . . . . . . . . . . . . . . . . . . . . . 29
4 Mining Diagnostic Text Reports by Learning to Annotate
Knowledge Roles
Eni Mustafaraj, Martin Hoof, and Bernd Freisleben . . . . . . . . . . . . . . . . . . 45
5 A Case Study in Natural Language Based Web Search
Giovanni Marchisio, Navdeep Dhillon, Jisheng Liang, Carsten Tusk,
Krzysztof Koperski, Thien Nguyen, Dan White, and Lubos Pochman . . . . 69
6 Evaluating Self-Explanations in iSTART:
Word Matching, Latent Semantic Analysis, and Topic Models
Chutima Boonthum, Irwin B. Levinstein, and Danielle S. McNamara . . . 91
7 Textual Signatures: Identifying Text-Types Using Latent
Semantic Analysis to Measure the Cohesion of Text
Structures
Philip M. McCarthy, Stephen W. Briner, Vasile Rus, and Danielle S.
McNamara . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 107
8 Automatic Document Separation:
A Combination of Probabilistic Classification
and Finite-State Sequence Modeling
Mauritius A. R. Schmidtler, and Jan W. Amtrup . . . . . . . . . . . . . . . . . . . . 123
9 Evolving Explanatory Novel Patterns for Semantically-
Based Text Mining
John Atkinson . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 145
10 Handling of Imbalanced Data in Text Classification:
Category-Based Term Weights
Ying Liu, Han Tong Loh, Kamal Youcef-Toumi, and Shu Beng Tor . . . . 171
11 Automatic Evaluation of Ontologies
Janez Brank, Marko Grobelnik, and Dunja Mladeni´c . . . . . . . . . . . . . . . . . 193
12 Linguistic Computing with UNIX Tools
Lothar M. Schmitt, Kiel Christianson, and Renu Gupta . . . . . . . . . . . . . . . 221
Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 259
网友评论
- 不错的书籍,是不同作者的就不同专题写的论文集合
- 一般,只是几篇论文的集合。
- 2006年出版,把数据挖掘与自然语言处理结合起来,相互支撑,书还没读,先收藏了,谢谢楼主
- 还不错,是比较经典的一本书,值得收藏