[PDF][PDF] A review of machine learning algorithms for text-documents classification

A Khan, B Baharudin, LH Lee, K Khan - Journal of advances in …, 2010 - academia.edu
With the increasing availability of electronic documents and the rapid growth of the World
Wide Web, the task of automatic categorization of documents became the key method for …

Arabic text categorization using support vector machine, Naïve Bayes and neural network

AH Mohammad, T Alwada 'n, O Al-Momani - GSTF Journal on Computing …, 2016 - Springer
Text classification is a very important area in information retrieval. Text classification
techniques used to classify documents into a set of predefined categories. There are several …

A review of artificial intelligence algorithms in document classification

A Bilski - International Journal of Electronics and …, 2011 - journals.pan.pl
With the evolution of Internet, the meaning and accessibility of text documents and electronic
information has increased. The automatic text categorization methods became essential in …

Relative discrimination criterion–A novel feature ranking method for text data

A Rehman, K Javed, HA Babri, M Saeed - Expert Systems with Applications, 2015 - Elsevier
High dimensionality of text data hinders the performance of classifiers making it necessary to
apply feature selection for dimensionality reduction. Most of the feature ranking metrics for …

Introducing a family of linear measures for feature selection in text categorization

EF Combarro, E Montanes, I Diaz… - IEEE transactions on …, 2005 - ieeexplore.ieee.org
Text categorization, which consists of automatically assigning documents to a set of
categories, usually involves the management of a huge number of features. Most of them are …

Arabic text classification in the legal domain

AITY Ikram, L Chakir - 2019 Third International Conference on …, 2019 - ieeexplore.ieee.org
The field of law in Morocco is behind on progress to other fields, where the archiving of legal
documents is done manually and the access to the information is increasingly complex. In …

Scoring and selecting terms for text categorization

E Montanes, I Diaz, J Ranilla… - IEEE Intelligent …, 2005 - ieeexplore.ieee.org
We propose a set of (machine learning) ML-based scoring measures for conducting feature
selection. We've tested these measures on documents from two well-known corpora …

Optimal feature subset deduction based on possibilistic feature quality classification and feature complementarity

M Medhioub, SA Bouhamed, IK Kallel, N Derbel… - Expert Systems with …, 2024 - Elsevier
Data quality estimation has become an important research axis in applications when
defining useful information is required. Determining useful information is an essential task in …

[PDF][PDF] Arabic text categorization using k-nearest neighbour, Decision Trees (C4. 5) and Rocchio classifier: a comparative study

AH Mohammad, O Al-Momani… - International Journal of …, 2016 - academia.edu
No doubt that text classification is an important research area in information retrieval. In fact
there are many researches about text classification in English language. A few researchers …

Arabic text classification: A review

AH Mohammad - Modern Applied Science, 2019 - ideas.repec.org
Text classification is an important topic. The number of electronic documents available on
line is massive. Text classification aims to classify documents into a set of predefined …