Text classification based on optimization feature selection methods: a review and future directions

OM Alyasiri, YN Cheah, H Zhang, OM Al-Janabi… - Multimedia Tools and …, 2024 - Springer
A substantial portion of today's multimedia data exists in the form of unstructured text.
However, the unstructured nature of text poses a significant task in meeting users' …

[PDF][PDF] The effects of pre-processing techniques on Arabic text classification

A El Kah, I Zeroual - Int. J, 2021 - academia.edu
In the last two decades, the amount of available Arabic text data on the World Wide Web is
dramatically growing, making it the fourth most used language on the web. Accordingly, the …

[PDF][PDF] Evaluation of Naïve Bayes classification in Arabic short text classification

MF Ibrahim, MA Alhakeem, NA Fadhil - Al-Mustansiriyah Journal of Science, 2021 - iasj.net
Text classification and categorization have become one of the required fields that are
increasingly employed in different aspects, especially when social media applications …

Leveraging knowledge-based features with multilevel attention mechanisms for short Arabic text classification

I Alagha - IEEE Access, 2022 - ieeexplore.ieee.org
With the wide spread of short texts through social media platforms, there has become a
growing need for effective methods for short-text classification. However, short-text …

Emotion analysis for opinion mining from text: a comparative study

AM Mohsen, AM Idrees, HA Hassan - International Journal of e …, 2019 - igi-global.com
In the past few years, web documents, blogs, and reviews have played an important role in
many fields as organizations always aim to find consumer or public opinions about their …

Data augmentation using transformers and similarity measures for improving arabic text classification

D Refai, S Abu-Soud, MJ Abdel-Rahman - IEEE Access, 2023 - ieeexplore.ieee.org
The performance of learning models heavily relies on the availability and adequacy of
training data. To address the dataset adequacy issue, researchers have extensively …

Automatic Arabic short answers scoring using longest common subsequence and Arabic WordNet

HA Abdeljaber - IEEE Access, 2021 - ieeexplore.ieee.org
The manual process of scoring short answers of Arabic essay questions is exhaustive,
susceptible to error and consumes instructor's time and resources. This paper explores …

A proposed framework to explore semantic relations for learning process management

AE Khedr, AM Idrees, FK Alsheref - International Journal of e …, 2019 - igi-global.com
This research argues that providing the students with the same material in different methods
that correspond to their skills would guarantee their satisfaction as well as their level of …

Time-sensitive clustering evolving textual data streams

M Ammar, A Hidri, MS Hidri - International Journal of …, 2020 - inderscienceonline.com
Clustering a stream of text documents is an emerging subject of interest since it is widely
used in analysing the content in social media and e-journals. The aim is to find a certain …

A Comparative Study of Effective Approaches for Arabic Text Classification

M Berrimi, M Oussalah, A Moussaoui… - Available at SSRN …, 2023 - papers.ssrn.com
Text classification emerged as one of the main applications of natural language processing
tasks such as topical analysis, sentiment analysis, and news classification where several …