A low-resources approach to Opinion Analysis: Machine Learning and Simple Approaches

作者: David Kirk Evans

DOI:

关键词:

摘要: In this paper I present a system for automatic opinion analysis built in short time-frame using freely available open-source processing tools and lexical resources from prior research. use simple feature-set that is largely language independent machine-learning framework to model the subtasks as classification problems report on my system’s performance. Additionally, show blind relevance feedback improves results sentencelevel judgment. My shows it possible quickly build an period of time can perform at average level.

参考文章(12)
Gerard Salton, Michael J. McGill, Introduction to Modern Information Retrieval ,(1983)
Vasileios Hatzivassiloglou, Janyce M. Wiebe, Effects of adjective orientation and gradability on sentence subjectivity international conference on computational linguistics. pp. 299- 305 ,(2000) , 10.3115/990820.990864
Hong Yu, Vasileios Hatzivassiloglou, Towards answering opinion questions Proceedings of the 2003 conference on Empirical methods in natural language processing -. pp. 129- 136 ,(2003) , 10.3115/1119355.1119372
Ellen Riloff, Janyce Wiebe, Learning extraction patterns for subjective expressions Proceedings of the 2003 conference on Empirical methods in natural language processing -. pp. 105- 112 ,(2003) , 10.3115/1119355.1119369
Ellen Riloff, Janyce Wiebe, Theresa Wilson, Learning subjective nouns using extraction pattern bootstrapping north american chapter of the association for computational linguistics. pp. 25- 32 ,(2003) , 10.3115/1119176.1119180
J. Yi, T. Nasukawa, R. Bunescu, W. Niblack, Sentiment analyzer: extracting sentiments about a given topic using natural language processing techniques international conference on data mining. pp. 427- 434 ,(2003) , 10.1109/ICDM.2003.1250949
Janyce M. Wiebe, Rebecca F. Bruce, Thomas P. O'Hara, Development and Use of a Gold-Standard Data Set for Subjectivity Classifications meeting of the association for computational linguistics. pp. 246- 253 ,(1999) , 10.3115/1034678.1034721
Bo Pang, Lillian Lee, Seeing Stars: Exploiting Class Relationships for Sentiment Categorization with Respect to Rating Scales meeting of the association for computational linguistics. pp. 115- 124 ,(2005) , 10.3115/1219840.1219855
J. J. Rocchio, Relevance feedback in information retrieval The Smart Retrieval System-Experiments in Automatic Document Processing. pp. 313- 323 ,(1971)