A novel multivariate filter method for feature selection in text classification problems

M Labani, P Moradi, F Ahmadizar, M Jalili - Engineering Applications of …, 2018 - Elsevier
With increasing number of documents in digital format, automatic text categorization has
become a crucial task in pattern recognition problems. To ease the classification task …

XML document classification based on ELM

X Zhao, G Wang, X Bi, P Gong, Y Zhao - Neurocomputing, 2011 - Elsevier
In this paper, we describe an XML document classification framework based on extreme
learning machine (ELM). On the basis of Structured Link Vector Model (SLVM), an optimized …

Multi-kernel learning for multi-label classification with local Rademacher complexity

Z Wang, D Chen, X Che - Information Sciences, 2023 - Elsevier
Multi-label classification aims to construct prediction models from input space to output
space for multi-label datesets. However, the feature space of multi-label dataset and the …

[PDF][PDF] Evaluating feature selection methods for multi-label text classification

N Spolaôr, G Tsoumakas - BioASQ workhsop, 2013 - ceur-ws.org
Multi-label text classification deals with problems in which each document is associated with
a subset of categories. These documents often consist of a large number of words, which …

Finding opinion strength using rule-based parsing for arabic sentiment analysis

S Oraby, Y El-Sonbaty, M Abou El-Nasr - … International Conference on …, 2013 - Springer
With increasing interest in sentiment analysis research and opinionated web content always
on the rise, focus on analysis of text in various domains and different languages is a relevant …

Using gini-index for feature selection in text categorization

W Zhu, J Feng, Y Lin - 2014 International Conference on …, 2014 - atlantis-press.com
With the rapid development of World Wide Web, text categorization has played an important
role in organizing and processing large amount of text data. The first and major problem of …

A rule-based subject-correlated Arabic stemmer

M El-Defrawy, Y El-Sonbaty, NA Belal - Arabian Journal for Science and …, 2016 - Springer
Arabic is a derivational language that provides invaluable features. Arabic roots are basic
forms that are used to formulate words. They are limited sets that encapsulate the word's …

[PDF][PDF] Enhancing root extractors using light stemmers

M El-Defrawy, Y El-Sonbaty, N Belal - Proceedings of the 29th …, 2015 - aclanthology.org
Abstract The rise of Natural Language Processing (NLP) opened new possibilities for
various applications that were not applicable before. A morphological-rich language such as …

[PDF][PDF] Avaliação de métodos não-supervisionados de seleção de atributos para mineração de textos.

BM Nogueira, MF Moura, MS Conrado, SO Rezende - 2008 - alice.cnptia.embrapa.br
Selecionar atributos em tarefas de Mineraçao de Textos é uma atividade essencial para
viabilizar a obtençao de resultados válidos e compreensıveis. Em tarefas nao …

Cbas: Context based arabic stemmer

M El-Defrawy, Y El-Sonbaty, NA Belal - arXiv preprint arXiv:1611.00027, 2015 - arxiv.org
Arabic morphology encapsulates many valuable features such as word root. Arabic roots are
being utilized for many tasks; the process of extracting a word root is referred to as …