A review on feature selection and feature extraction for text classification

FP Shah, V Patel - 2016 international conference on wireless …, 2016 - ieeexplore.ieee.org
… To solve this problem, feature selection and feature extraction methods can be use as a …
text classification. In this study we have reviewed various feature selection and feature extraction

Text classification using different feature extraction approaches

R Dzisevič, D Šešok - 2019 Open Conference of Electrical …, 2019 - ieeexplore.ieee.org
… practice three different text feature extraction approaches by … The TF-IDF feature extraction
approach is found to … to classify text just as good as using plain TF-IDF feature extraction. …

Abstract feature extraction for text classification

G BİRİCİK, B Diri, AC SÖNMEZ - Turkish Journal of Electrical …, 2012 - journals.tubitak.gov.tr
… to form the abstract features. We test our method on 7 different text classification algorithms,
with … We examine performances of the classifiers applied on standard text categorization test …

Composite feature extraction and selection for text classification

C Wan, Y Wang, Y Liu, J Ji, G Feng - IEEE Access, 2019 - ieeexplore.ieee.org
… of weak features. In this paper, we propose a text structure-based algorithm to extract composite
features… Termsets that cross punctuation marks or stop words in the text are excluded. To …

Text classification using graph mining-based feature extraction

C Jiang, F Coenen, R Sanderson, M Zito - Research and Development in …, 2010 - Springer
… in a graph for text classification, however the work was limited to very small texts of between
8 to … and semantics in a graph for text classification at a full text scale. In order to achieve this …

Lexicon based feature extraction for emotion text classification

A Bandhakavi, N Wiratunga, D Padmanabhan… - Pattern recognition …, 2017 - Elsevier
… We introduce novel feature extraction methods to harness the emotion rich knowledge being
… , here we extract features to classify text into emotion classes using machine learning; and …

[PDF][PDF] Feature extraction or feature selection for text classification: A case study on phishing email detection

M Zareapoor, KR Seeja - International Journal of Information …, 2015 - mecs-press.org
feature extraction or by using feature selection. In this paper, we used both feature selection
and feature extraction … using fewer and more distinctive features, to reduce the computation …

A new feature extraction method for text classification

HK Yildiz, M Gençtav, N Usta, B Diri… - 2007 IEEE 15th …, 2007 - ieeexplore.ieee.org
… have established a feature extraction process for the classification of unknown genres of
Turkish texts by using Turkish morphology. The proposed method considers the features as the …

Feature selection for text classification: A review

X Deng, Y Li, J Weng, J Zhang - Multimedia Tools and Applications, 2019 - Springer
… a comprehensive review on feature selection techniques for text classification. We begin
by … measures used in text classification. Then, we review the most popular text classifiers, …

Information extraction as a basis for high-precision text classification

E Riloff, W Lehnert - ACM Transactions on Information Systems (TOIS), 1994 - dl.acm.org
We describe an approach to text classification that represents a compromise between traditional
word-based techniques and in-depth natural language processing. Our approach uses …