Classifying text documents by associating terms with text categories

OR Zaiane, ML Antonie - Proceedings of the 13th Australasian database …, 2002 - dl.acm.org
Automatic text categorization has always been an important application and research topic
since the inception of digital documents. Today, text categorization is a necessity due to the …

[PDF][PDF] Recent trends in text classification techniques

V Gupta - International Journal of Computer Applications, 2011 - Citeseer
Text Mining is the discovery of valuable, yet hidden, information from the text document. Text
classification (Also called Text Categorization) is one of the important research issues in the …

[PDF][PDF] A comparative study on different types of approaches to text categorization

PY Pawar, SH Gawande - International Journal of Machine Learning and …, 2012 - ijmlc.org
Text Categorization is a pattern classification task for text mining and necessary for efficient
management of textual information systems. The documents can be classified by three ways …

Text classification using data mining

SM Kamruzzaman, F Haider, AR Hasan - arXiv preprint arXiv:1009.4987, 2010 - arxiv.org
Text classification is the process of classifying documents into predefined categories based
on their content. It is the automated assignment of natural language texts to predefined …

Text document categorization by term association

ML Antonie, OR Zaiane - 2002 IEEE International Conference …, 2002 - ieeexplore.ieee.org
A good text classifier is a classifier that efficiently categorizes large sets of text documents in
a reasonable time frame and with an acceptable accuracy, and that provides classification …

A survey on text classification and its applications

X Zhou, R Gururajan, Y Li, R Venkataraman… - Web …, 2020 - content.iospress.com
Text classification (aka text categorisation) is an effective and efficient technology for
information organisation and management. With the explosion of information resources on …

[PDF][PDF] Categorical proportional difference: A feature selection method for text categorization

M Simeon, R Hilderman - Proceedings of the 7th Australasian Data Mining …, 2008 - Citeseer
Supervised text categorization is a machine learning task where a predefined category label
is automatically assigned to a previously unlabelled document based upon characteristics of …

[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 …

Machine learning in automated text categorization

F Sebastiani - ACM computing surveys (CSUR), 2002 - dl.acm.org
The automated categorization (or classification) of texts into predefined categories has
witnessed a booming interest in the last 10 years, due to the increased availability of …

[PDF][PDF] Automatic text categorization by unsupervised learning

Y Ko, J Seo - COLING 2000 Volume 1: The 18th International …, 2000 - aclanthology.org
The goal of text categorization is to classify documents into a certain number of predefined
categories. The previous works in this area have used a large number of labeled training …