This paper formalizes and extends the classic concept of the "Middle Turkic"language (Karimov–Mutalov, 1992) by applying tools from corpus and computational linguistics. The proposed model frames the selection of an "optimal"form for a linguistic unit as a multi-criteria optimization problem over a set of factors, including frequency, prevalence, simplicity, cultural compatibility, and a matrix of interlingual mutual intelligibility. To ensure stability and interpretability, the model introduces soft (softmax) and "saturating" weights, domain and diachronic modifiers, and inter-language "fairness"constraints. The model achieves up to 89% accuracy in linguistic form selection, a 78% intelligibility level, high grammatical consistency (0.92), and a high assimilation rate (0.85). The paper concludes by discussing the model’s potential applications in machine translation, its limitations, and directions for future validation.
| Mualliflar | Boborahimov, B.I., Akhmedjanova, D.A., Sharipov, Kh.D., Боборахимов, Б.И., Ахмеджанова, Д.А., Шарипов, Х.Д. |
|---|---|
| Jurnal | Ҳисоблаш ва амалий математика муаммолари |
| Nashriyot | Тошкент ахборот технологиялари университети қошидаги, Ахборот-коммуникация технологиялари илмий-инновацион, маркази |
| ISSN | 2181-8460, 2181-046X |
| Nashr sanasi | 2025-11-16 |
| Son | 5 |
| Betlar | 123-131 |
| Til | Ingliz |
| Ilmiy soha | Fizika-matematika |
| DOI | 10.71310/pcam.5_69.2025.10 |
| Indeksga qo‘shilgan | 2026-08-27 |
DOI: 10.71310/pcam.5_69.2025.10 · Maqolaning asl sahifasi
Middle Turkic language, averaging model, corpus linguistics, artificial language, mathematical linguistics, Turkic languages, среднетюркский язык, модель усреднения, корпусная лингвистика, искусственный язык, математическая лингвистика, тюркские языки
| APA | Boborahimov, B.I., Akhmedjanova, D.A., Sharipov, Kh.D., Боборахимов, Б.И., Ахмеджанова, Д.А., & Шарипов, Х.Д. (2025). A Corpus-Based Model of the Middle Turkic Language using Weighted Averaging. Ҳисоблаш ва амалий математика муаммолари, (5), 123-131. https://doi.org/10.71310/pcam.5_69.2025.10 |
|---|---|
| GOST (OAK) | Boborahimov, B.I. va b. A Corpus-Based Model of the Middle Turkic Language using Weighted Averaging // Ҳисоблаш ва амалий математика муаммолари. – 2025. – № 5. – P. 123-131. – DOI: 10.71310/pcam.5_69.2025.10. |
| MLA | Boborahimov, B.I., Akhmedjanova, D.A., Sharipov, Kh.D., Боборахимов, Б.И., Ахмеджанова, Д.А., and Шарипов, Х.Д. “A Corpus-Based Model of the Middle Turkic Language using Weighted Averaging.” Ҳисоблаш ва амалий математика муаммолари, (5), 123-131, 2025. https://doi.org/10.71310/pcam.5_69.2025.10 |
| Chicago | Boborahimov, B.I., Akhmedjanova, D.A., Sharipov, Kh.D., Боборахимов, Б.И., Ахмеджанова, Д.А., and Шарипов, Х.Д. “A Corpus-Based Model of the Middle Turkic Language using Weighted Averaging.” Ҳисоблаш ва амалий математика муаммолари, (5), 123-131 (2025). https://doi.org/10.71310/pcam.5_69.2025.10 |
| Harvard | Boborahimov, B.I., Akhmedjanova, D.A., Sharipov, Kh.D., Боборахимов, Б.И., Ахмеджанова, Д.А., and Шарипов, Х.Д (2025) ‘A Corpus-Based Model of the Middle Turkic Language using Weighted Averaging’, Ҳисоблаш ва амалий математика муаммолари, (5), 123-131. https://doi.org/10.71310/pcam.5_69.2025.10 |
| BibTeX | @article{boborahimovbi2025,
title = {A Corpus-Based Model of the Middle Turkic Language using Weighted Averaging},
author = {Boborahimov, B.I. and Akhmedjanova, D.A. and Sharipov, Kh.D. and Боборахимов, Б.И. and Ахмеджанова, Д.А. and Шарипов, Х.Д.},
journal = {Ҳисоблаш ва амалий математика муаммолари},
year = {2025},
number = {5},
pages = {123-131},
doi = {10.71310/pcam.5_69.2025.10},
url = {https://doi.org/10.71310/pcam.5_69.2025.10}
} |
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