Araştırma Makalesi

Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python

Cilt: 4 Sayı: 1 30 Haziran 2025
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Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python

Öz

In the last years, scientists in computer and software have made successful studies in almost every field. Especially in the classification and comparison of optimization algorithms, metaheuristic optimization techniques can be generally classified as population-based and trajectory-based methods. These algorithms are quite suitable for high-dimensional problems and exhibit strong discovery capabilities. The algorithms use a single solution and iteratively improve it based on mathematical models or heuristics. Arabic is a language of derivation with a very rich derivational morphology, with virtually all words originating from roots through patterns. It is a language with numerous inflections and a complicated morphological structure. Arabic plurals used in modern Arabic are listed. Arabic is becoming a significant topic because of applications for information retrieval and natural language processing. There are two types of Arabic plurals: regular and irregular. The standard form also includes masculine and feminine versions. Stemming is a method used in information retrieval to differentiate between single and plural nouns by eliminating the corresponding affixes from words. In this study, we describe a technique that does not rely on stemming to recognize Arabic plurals. Based on the threefold relationship between word, root, and pattern, we utilize both the word and the pattern to find the correct root and the pattern used to define the type of plural. The algorithm has only been provided the fundamental patterns of plurals, whether regular or irregular; the remaining patterns are constructed programmatically to add the appropriate plugins for each type of plural. Finally, since irregular inclusion and humiliation are not governed by direct laws, we get positive outcomes in both cases. In the situation of irregular inclusion and humiliation, we are largely satisfied. Although generally faster, these methods may experience problems such as premature convergence or being stuck in local optima. Recent research has focused on improving existing algorithms by hybridization, parameter tuning, and incorporating additional mechanisms such as chaos theory and adversarial learning.

Anahtar Kelimeler

Kaynakça

  1. [1] Q. Yaseen and I. Hmeidi, “Extracting the roots of Arabic words without removing affixes,” Journal of Information Science, vol. 40, no. 3, pp. 376–385, 2014.
  2. [2] R. Kanaan and G. Kanaan, “An improved algorithm for the extraction of triliteral Arabic roots,” European Scientific Journal, vol. 10, no. 3, 2014.
  3. [3] M. El-Defrawy, N. A. Belal, and Y. El-Sonbaty, “An efficient rank based Arabic root extractor,” 2017 Intelligent Systems Conference (IntelliSys), pp. 870–878, 2017.
  4. [4] A. Abu-Errub, A. Al-Ayyoub, Y. Jararweh, and B. Gupta, “Arabic roots extraction using morphological analysis,” International Journal of Computer Science Issues (IJCSI), vol. 11, no. 2, p. 128, 2014.
  5. [5] S. Ellouze, K. Haddar, and A. Abdelwahed, “NooJ disambiguation local grammars for Arabic broken plurals,” Proceedings of the NooJ 2010 International Conference, pp. 62–72, 2010.
  6. [6] I. Damaj, M. Imdoukh, and R. Zantout, “Parallel hardware for faster morphological analysis,” Journal of King Saud University - Computer and Information Sciences, vol. 30, no. 4, pp. 531–546, 2018.
  7. [7] W. Etaiwi and A. Awajan, “Graph-based Arabic NLP techniques: A survey,” Procedia Computer Science, vol. 142, pp. 328–333, 2018.
  8. [8] A. Himmah and R. Wahyudi, “A contrastive analysis of Arabic and English noun plural markers,” PAROLE: Journal of Linguistics and Education, vol. 4, no. 2, pp. 72–87, 2014.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Makine Öğrenme (Diğer), Doğal Dil İşleme, Programlama Dilleri

Bölüm

Araştırma Makalesi

Erken Görünüm Tarihi

26 Haziran 2025

Yayımlanma Tarihi

30 Haziran 2025

Gönderilme Tarihi

2 Ekim 2023

Kabul Tarihi

31 Mayıs 2025

Yayımlandığı Sayı

Yıl 2025 Cilt: 4 Sayı: 1

Kaynak Göster

APA
Ahmed, A., Hançerlioğulları, A., & Tosun, A. R. (2025). Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python. Inspiring Technologies and Innovations, 4(1), 1-6. https://doi.org/10.5281/zenodo.15735234
AMA
1.Ahmed A, Hançerlioğulları A, Tosun AR. Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python. INOTECH. 2025;4(1):1-6. doi:10.5281/zenodo.15735234
Chicago
Ahmed, Abdulmonem, Aybaba Hançerlioğulları, ve Ali Rıza Tosun. 2025. “Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python”. Inspiring Technologies and Innovations 4 (1): 1-6. https://doi.org/10.5281/zenodo.15735234.
EndNote
Ahmed A, Hançerlioğulları A, Tosun AR (01 Haziran 2025) Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python. Inspiring Technologies and Innovations 4 1 1–6.
IEEE
[1]A. Ahmed, A. Hançerlioğulları, ve A. R. Tosun, “Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python”, INOTECH, c. 4, sy 1, ss. 1–6, Haz. 2025, doi: 10.5281/zenodo.15735234.
ISNAD
Ahmed, Abdulmonem - Hançerlioğulları, Aybaba - Tosun, Ali Rıza. “Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python”. Inspiring Technologies and Innovations 4/1 (01 Haziran 2025): 1-6. https://doi.org/10.5281/zenodo.15735234.
JAMA
1.Ahmed A, Hançerlioğulları A, Tosun AR. Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python. INOTECH. 2025;4:1–6.
MLA
Ahmed, Abdulmonem, vd. “Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python”. Inspiring Technologies and Innovations, c. 4, sy 1, Haziran 2025, ss. 1-6, doi:10.5281/zenodo.15735234.
Vancouver
1.Abdulmonem Ahmed, Aybaba Hançerlioğulları, Ali Rıza Tosun. Investigation of the Morphological and Root Structure of the Arabic Language Structure Using Python. INOTECH. 01 Haziran 2025;4(1):1-6. doi:10.5281/zenodo.15735234

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