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[Lecture Notes in Computer Science] Knowledge-Based Intelligent Information and Engineering Systems Volume 2773 || Utilization of AI & GAs to Improve the Traditional Technical Analysis in the Financial Markets

โœ Scribed by Palade, Vasile; Howlett, Robert J.; Jain, Lakhmi


Book ID
120059104
Publisher
Springer Berlin Heidelberg
Year
2003
Tongue
English
Weight
153 KB
Edition
1
Category
Article
ISBN
3540452249

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โœฆ Synopsis


2.1 Text Summarization โ€œText summarization is the process of distilling the most important information from a source (or sources) to produce an abridged version for a particular user (or users) and task (or tasks)โ€ [3]. Basic and classical articles in text summarization appear in โ€œAdvances in automatic text summarizationโ€ [3]. A literature survey on information extraction and text summarization is given by Zechner [7]. In general, the process of automatic text summarization is divided into three stages: (1) analysis of the given text, (2) summarization of the text, (3) presentation of the summary in a suitable output form. Titles, abstracts and keywords are the most common summaries in Academic papers. Usually, the title, the abstract and the keywords are the first, second, and third parts of an Academic paper, respectively. The title usually describes the main issue discussed in the study and the abstract presents the reader a short description of the background, the study and its results. A keyword is either a single word (unigram), e.g.: โ€˜learning', or a collocation, which means a group of two or more words, representing an important concept, e.g.: โ€˜machine learning', โ€˜natural language processing'. Retrieving collocations from text was examined by Smadja [5] and automatic extraction of collocations was examined by Kita et al. [1].


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