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What is Mega-Text Language Processing

Handbook of Research on Machine Learning Applications and Trends: Algorithms, Methods, and Techniques
Natural Language Processing applied to large volumes of Web-based, computer-mediated, and other electronic-format texts.
Published in Chapter:
Machine Learning Applications in Mega-Text Processing
Marina Sokolova (CHEO Research Institute, Canada) and Stan Szpakowicz (University of Ottawa, Canada and Polish Academy of Sciences, Poland)
DOI: 10.4018/978-1-60566-766-9.ch015
Abstract
This chapter presents applications of machine learning techniques to problems in natural language processing that require work with very large amounts of text. Such problems came into focus after the Internet and other computer-based environments acquired the status of the prime medium for text delivery and exchange. In all cases which the authors discuss, an algorithm has ensured a meaningful result, be it the knowledge of consumer opinions, the protection of personal information or the selection of news reports. The chapter covers elements of opinion mining, news monitoring and privacy protection, and, in parallel, discusses text representation, feature selection, and word category and text classification problems. The applications presented here combine scientific interest and significant economic potential.
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