journal article·2023Open access

Novel Machine Learning–Based Approach for Arabic Text Classification Using Stylistic and Semantic Features

Fethi Fkih, Mohammed Alsuhaibani, Delel Rhouma, Ali Mustafa Qamar

Computers, Materials & Continua· Volume 75· Issue 3

Abstract

Text classification is an essential task for many applications related to the Natural Language Processing domain. It can be applied in many fields, such as Information Retrieval, Knowledge Extraction, and Knowledge modeling. ... | Find, read and cite all the research you need on Tech Science Press
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Text and Document Classification Technologies · Advanced Text Analysis Techniques · Sentiment Analysis and Opinion Mining

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References (51)

Show source-provided references
1. Fuzzy rule based classification systems for big data with MapReduce: Granularity analysis10.1007/s11634-016-0260-z ↗
2. Convolutional neural networks for web documents classification
3. Hybridization of an index based on concept lattice with a terminology extraction model for semantic information retrieval guided by WordNet
4. A study on NLP applications and ambiguity problems
5. Arabic document classification: Performance investigation of preprocessing and representation techniques10.1155/2022/3720358 ↗
6. Title-based document classification for arabic theses and dissertations
7. An effective approach for arabic document classification using machine learning10.1016/j.gltp.2022.03.003 ↗
8. Arabic language opinion mining based on long short-term memory (LSTM)10.3390/app12094140 ↗
9. Sentiment analysis in Arabic: A review of the literature10.1016/j.asej.2017.04.007 ↗
10. Chatbot in Arabic language using seq to seq model10.1007/s11042-021-11709-y ↗
11. Arabic text classification using deep learning technics10.14257/ijgdc.2018.11.9.09 ↗
12. Classifying Arabic text using deep learning
13. Arabic text classification using deep learning models10.1016/j.ipm.2019.102121 ↗
14. A deep learning approach for arabic text classification
15. Automatic Arabic document categorization based on the Naïve Bayes algorithm
16. Statistical classification methods for Arabic news articles
17. A comparative study on Arabic text classification
18. A closer look at Arabic text classification10.14569/IJACSA.2019.0101189 ↗
19. Vector space models to classify Arabic text10.14445/22312803/IJCTT-V7P109 ↗
20. Arabic text stemming: Comparative analysis
21. Classifying the Arabic web—a pilot study
22. Automated Arabic text categorization using SVM and NB
23. Feature reduction techniques for Arabic text categorization10.1002/asi.21173 ↗
24. Feature sub-set selection metrics for Arabic text classification10.1016/j.patrec.2011.07.010 ↗
25. Arabic text classification review
26. An efficient method based on deep learning approach for Arabic text categorization
27. Hybrid approach for sentiment analysis of Arabic tweets based on deep learning model and features weighting10.21833/ijaas.2017.08.007 ↗
28. T. Mikolov, K. Chen, G. Corrado and J. Dean, “Efficient estimation of word representations in vector space,” arXiv preprint, arXiv: 1301.3781, 2013.
29. Jointly learning word embeddings using a corpus and a knowledge base
30. A superior arabic text categorization deep model (SATCDM)10.1109/ACCESS.2020.2970504 ↗
31. Twitter sentiment analysis classification in the Arabic language using long short-term memory neural networks
32. A deep autoencoder-based representation for Arabic text categorization10.32890/jict2020.19.3.4 ↗
33. Feature selection using an improved Chi-square for Arabic text classification10.1016/j.jksuci.2018.05.010 ↗
34. Feature selection using binary grey wolf optimizer with elite-based crossover for Arabic text classification10.1007/s00521-019-04368-6 ↗
35. Firefly algorithm based feature selection for Arabic text classification10.1016/j.jksuci.2018.05.010 ↗
36. Combining different approaches to improve Arabic text documents classification10.5815/ijisa.2017.04.05 ↗
37. Alhaj · Recent Advances in NLP: The Case of Arabic Language. Studies in Computational Intelligence · 2020 · 5910.1007/978-3-030-34614-0_4 ↗
38. Efficient feature representation based on the effect of words frequency for arabic documents classification
39. Semantic structure and interpretability of word embeddings
40. Sanad: Single-label Arabic news articles dataset for automatic text categorization10.1016/j.dib.2019.104076 ↗
41. DeMaris · Logistic Regression · 2013 · 11510.1007/978-1-4614-7792-1_7 ↗
42. Kramer · K-Nearest Neighbors · 2013 · 1310.1007/978-3-642-38652-7_2 ↗
43. Bayesian multinomial Naïve Bayes classifier to text classification
44. Decision trees: A recent overview10.1007/s10462-011-9272-4 ↗
45. Xanthopoulos · Robust Data Mining. SpringerBriefs in Optimization · 2013 · 2710.1007/978-1-4419-9878-1_4 ↗
46. Gholami · Handbook of Neural Computation · 2017 · 51510.1016/B978-0-12-811318-9.00027-2 ↗
47. A Non-parametric mixture of Gaussian Naïve Bayes classifiers based on local independent features
48. State-of-the-art in artificial neural network applications: A survey10.1016/j.heliyon.2018.e00938 ↗
49. Random forests10.1023/A:1010933404324 ↗
50. Information retrieval from unstructured web text document based on automatic learning of the threshold10.4018/ijirr.2012100102 ↗
51. Toward a new approach to author profiling based on the extraction of statistical features10.1007/s13278-021-00768-6 ↗