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PicAChoo: A Tool for Customizable Feature Extraction Utilizing Characteristics of Textual Data

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Authors
Myung, Jaeseok; Yang, Jung-Yeon; Lee, Sang-goo
Issue Date
2009
Publisher
Association for Computing Machinery (ACM)
Citation
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication, 650-655
Keywords
Customizable feature extractionFeature storing modelComplex feature
Description
© ACM, 2009. This is the author's version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version was published in PUBLICATION, {2009} http://doi.acm.org/10.1145/1516241.1516356.
Abstract
Although documents have hundreds of thousands of unique words, only a small number of words are significantly useful for intelligent services. For this reason, feature extraction has become an important issue to be addressed in various fields, such as information retrieval, text mining, pattern recognition, etc. Numerous supporting tools for feature extraction are available, but most of them deal with text as a simple literal. Unfortunately, text is not just a literal, but a semantically significant unit including linguistic characteristics. So, we need customized extraction methods that consider the characteristics of source documents. PicAChoo stands for 'Pick And Choose', and it provides an environment which enables feature extraction methods using the structure of sentences and the part-of-speech information of words. Moreover, we suggest dynamic composition of different extraction methods without hard-coding.
Language
English
URI
http://hdl.handle.net/10371/6093
DOI
https://doi.org/10.1145/1516241.1516356
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College of Engineering/Engineering Practice School (공과대학/대학원)Dept. of Electrical and Computer Engineering (전기·정보공학부)Others_전기·정보공학부
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