Text classification using machine learning methods-a survey

B Agarwal, N Mittal - Proceedings of the Second International Conference …, 2014 - Springer
Text classification is used to organize documents in a predefined set of classes. It is very
useful in Web content management, search engines; email filtering, etc. Text classification is …

Text classification using small number of features

M Makrehchi, MS Kamel - … Workshop on Machine Learning and Data …, 2005 - Springer
Feature selection method for text classification based on information gain ranking, improved
by removing redundant terms using mutual information measure and inclusion index, is …

A review on feature selection and feature extraction for text classification

FP Shah, V Patel - 2016 international conference on wireless …, 2016 - ieeexplore.ieee.org
Day by day the number of text documents in digital form is increasing. Text classification is
used to organize these text documents. However, text classification has the problem of high …

[PDF][PDF] Text classification using machine learning techniques.

M Ikonomakis, S Kotsiantis, V Tampakas - WSEAS transactions on …, 2005 - Citeseer
Automated text classification has been considered as a vital method to manage and process
a vast amount of documents in digital forms that are widespread and continuously …

Abstract feature extraction for text classification

G BİRİCİK, B Diri, AC SÖNMEZ - Turkish Journal of Electrical …, 2012 - journals.tubitak.gov.tr
Feature selection and extraction are frequently used solutions to overcome the curse of
dimensionality in text classification problems. We introduce an extraction method that …

[PDF][PDF] Review of feature selection methods for text classification

M Iqbal, MM Abid, MN Khalid… - International Journal of …, 2020 - researchgate.net
1. Background With the immense growth of online information due to Internet, text-
categorization has become a very significant technology to classify a large number of …

[PDF][PDF] An evaluation of preprocessing techniques for text classification

AI Kadhim - International Journal of Computer Science and …, 2018 - researchgate.net
Text preprocessing is a vital stage in text classification (TC) particularly and text mining
generally. Text preprocessing tools is to reduce multiple forms of the word to one form. In …

[PDF][PDF] A survey on feature selection techniques and classification algorithms for efficient text classification

P Kumbhar, M Mali - International Journal of Science and Research, 2016 - academia.edu
The rapid growth of World Wide Web has led to explosive growth of information. As most of
information is stored in the form of texts, text mining has gained paramount importance. With …

[PDF][PDF] Feature set reduction for document classification problems

K Fuka, R Hanka - IJCAI-01 Workshop: Text Learning: Beyond …, 2001 - Citeseer
With a growing amount of electronic documents available, there is a need to classify
documents automatically. In growing text classification applications, important-term selection …

[PDF][PDF] Empirical study on filter based feature selection methods for text classification

SD Sarkar, S Goswami - International Journal of Computer Applications, 2013 - Citeseer
Text classification has become much more relevant with the increased volume of
unstructured data from various sources. Several techniques have been developed for text …