[PDF][PDF] Text Categorization: A comparison of classifiers, feature selection metrics and document representation

F Peleja, GP Lopes, J Silva - Proceedings of the 15th Portuguese …, 2011 - researchgate.net
In this paper, we compare several aspects related to automatic text categorization which
include document representation, feature selection, three classifiers, and their application to …

[PDF][PDF] Text categorization and machine learning methods: current state of the art

DB Dasari, VG Rao - Global Journal of Computer Science and …, 2012 - academia.edu
In this informative age, we find many documents are available in digital forms which need
classification of the text. For solving this major problem present researchers focused on …

Towards language independent automated learning of text categorization models

C Apte, F Damerau, SM Weiss - SIGIR'94: Proceedings of the Seventeenth …, 1994 - Springer
We describe the results of extensive machine learning experiments on large collections of
Reuters' English and German newswires. The goal of these experiments was to …

[PDF][PDF] Automatic induction of rule based text categorization

DM Kumar - International Journal of Computer Science & …, 2010 - Citeseer
The automated categorization of texts into predefined categories has witnessed a booming
interest in the last 10 years, due to the increased availability of documents in digital form and …

An evaluation of statistical approaches to text categorization

Y Yang - Information retrieval, 1999 - Springer
This paper focuses on a comparative evaluation of a wide-range of text categorization
methods, including previously published results on the Reuters corpus and new results of …

Information fusion for text classification—an experimental comparison

V Dasigi, RC Mann, VA Protopopescu - Pattern Recognition, 2001 - Elsevier
This article reports on our experiments and results on the effectiveness of different feature
sets and information fusion from some combinations of them in classifying free text …

Report on the workshop on operational text classification systems (OTC-01)

DD Lewis, F Sebastiani - ACM SIGIR Forum, 2001 - dl.acm.org
Text classification research and practice has exploded in the past decade_ This work has
been pursued under a variety of headings (text categorization, automated indexing …

[PDF][PDF] Text categorization building a KNN classifier for the Reuters-21578 collection

A Krishnakumar - Department of Computer Science, 2006 - researchgate.net
Categorization of texts into topical categories has gained booming interest over the past few
years. There is a growing need for tools that help in finding, filtering and managing the …

[PDF][PDF] Feature selection and feature extraction for text categorization

DD Lewis - Speech and Natural Language: Proceedings of a …, 1992 - aclanthology.org
The effect of selecting varying numbers and kinds of features for use in predicting category
membership was investigated on the Reuters and MUC-3 text categorization data sets …

Olex: effective rule learning for text categorization

P Rullo, VL Policicchio, C Cumbo… - IEEE Transactions on …, 2008 - ieeexplore.ieee.org
This paper describes Olex, a novel method for the automatic induction of rule-based text
classifiers. Olex supports a hypothesis language of the form" if T 1 or hellip or T n occurs in …