Methods of eliminating homonymy within different, grammatically similar word groups Sh. S. Sirojiddinov, B. B. Elov, X. I. Axmedova E3s Web of Conferences, 2023 The problem of automatic processing of natural language remains relevant for more than half a century. One of the important problems in the field of NLP is the creation of a semantic analyzer, which in turn goes through a number of steps. Determining homonymy is important in the semantic analysis of sentences. A method based on rules, a method based on statistical data, and methods based on machine learning are also used to determine homonymy. Statistical methods are mainly used to determine homonymy between grammatically similar word groups. In this article discusses the use of homonymy between two grammatically similar nouns and adjectives using statistical methods, namely Frequency and Bayesian methods. If bigrams and trigrams are used in the Bayesian method, the characteristics of word groups are classified in the frequentist method, and the parameters that can distinguish them are determined. The identified parameters are converted into numbers as a result of observations and probabilistic decisions are made.
Methods for Creating a Morphological Analyzer Elov Botir Boltayevich, Hamroyeva Shahlo Mirdjonovna, Axmedova Xolisxon Ilxomovna Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 2023
Semantic Differentiation of Uzbek Homonyms Using the Lesk Algorithm Elov Botir Boltayevich, Axmedova Xolisxon Ilxomovna, Primova Mastura Hakim Qizi, Khudayberganov Nizomaddin Uktambay O'g'li Ubmk 2023 Proceedings 8th International Conference on Computer Science and Engineering, 2023 The development of a semantic analyzer of natural language is considered one of the factors that develop the language. Homonymy is one of the main elements of semantic analysis. Different methods can be used for semantic analysis of homonyms. Homonyms can also be determined using Lesk's algorithm. Lesk's algorithm is based on WordNet of natural language. The weight of the compounds of the homonymous word in the sentence entered through WordNet is determined. The meaning of the word homonym was determined according to the compounds with high weight.
Business Process Modeling That Distinguishes Homonymy Within Three Parts of Speechs in The Uzbek Language Elov Botir Boltayevich, Axmedova Xolisxon Ilxomovna Proceedings 7th International Conference on Computer Science and Engineering Ubmk 2022, 2022 One of the processes of natural language processing is the semantic analysis of texts. An important task of semantic analysis is to distinguish between the meanings of the words in the text and to distinguish their meanings. For the purpose of semantic analysis of homonymous words, they are divided into groups such as homonyms within 2 parts of speechs, homonyms within 3 parts of speechs and homonyms within 4 parts of speechs according to their occurrence within categories. In the Uzbek language, words that form a homonym are divided into 11 groups within 3 parts of speechs. In this article analyzes the linguistic factors that differentiate homonomy words in the Uzbek language, such as adjective or noun or adverb, noun or pronoun or verb, noun or adjective or verb, noun or verb or pronoun, noun or adjective or predicate word, noun or adverb or imitation word, noun or exclamation word or imitation word, noun or adjective or auxiliary, noun or number or verb, noun or verb or imitation word, exclamation word or verb or adverb develops a total of 7 mathematical models.
RECENT SCHOLAR PUBLICATIONS
O ‘ZBEK TILIDAGI FRAZEOLOGIK BIRLIKLARNING SINONIMLIK HODISASI X Axmedova, D Omarova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
TABIIY TILGA ISHLOV BERISH SOHASIDA SO ‘Z MA’NOSINI ANIQLASH X Axmedova, G Hasanova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
LEKSIK DARAJADAGI PEREFRAZ TAKSONOMIYASINI AMALGA OSHIRISH BOSQICHLARI X Axmedova, I Ko‘charova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
QAROR ROʻYXATI ALGORITMI YORDAMIDA SOʻZ MA’NOSINI ANIQLASH X Axmedova, G Hayotova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
KNN-ALGORITMI YORDAMIDA SO ‘Z MA’NOSINI ANIQLASH (sifat so ‘z turkumi misolida) X Axmedova, M Xushmuratova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
BILIMGA ASOSLANGAN YONDASHUVLAR ASOSIDA OMONIMIYANI FARQLASH X Axmedova, E Malikov Uzbekistan: Language and Culture 2 (2) , 2024 2024
STATISTIK USULLAR YORDAMIDA POLIFUNKSIONAL SOʻZLARNI SEMANTIK FARQLASH X Axmedova, S Sultonov Uzbekistan: Language and Culture 2 (2) , 2024 2024
Polyfunctional Words in the Context of the Uzbek Language AX Ilxomovna, AO Xolmo'minovna Proceedings of Ninth International Congress on Information and Communication … , 2024 2024
The Problem of Coreference in NLP U Khamdamov, E Botir, A Xolisxon, A Shahlo, R Bekposhsha, H Marjona International conference on WorldS4, 151-160 , 2024 2024 Citations: 1
Designing processes and models of semantical differentiation for Polyfunctional words in the Uzbek contexts B Elov, N Abdurakhmonova, X Axmedova, Z Xusainova, A Iskandarova, ... Asian Conference on Intelligent Information and Database Systems, 305-316 , 2024 2024 Citations: 2
Formation of LMS Class Diagram EB Boltayevich, TG Ibragimovna, ZT Marufovich, AX Ilxomovna International Conference on Artificial Intelligence and Smart Energy, 493-509 , 2024 2024
Modeling of Models and Processes that Differentiate Semantically Polyfunctional Words in the Context of the Uzbek Language EB Boltayevich, AM Tursunalievna, AX Ilxomovna, AO Xolmo’minovna, ... International Congress on Information and Communication Technology, 421-431 , 2024 2024 Citations: 2
LESK ALGORITMI YORDAMIDA O’ZBEK TILIDAGI OMONIM SO’ZLARNI ANIQLASH EB Boltayevich 2024
A study of algorithm based on linguistic models in machine translation between Russian and Uzbek X Axmedova, G Abdujalilova, U Abdurahmonova ACADEMICIA: An International Multidisciplinary Research Journal 14 (8), 8-13 , 2024 2024
Semantic Differentiation of Uzbek Homonyms Using the Lesk Algorithm EB Boltayevich, AX Ilxomovna, PMH Qizi, KN Uktambay O'g'li 2023 8th International Conference on Computer Science and Engineering (UBMK … , 2023 2023 Citations: 3
DETERMINING THE KNOWLEDGE LEVEL OF PUPILS IN THE INFORMATION SYSTEM OF" SMART SCHOOL" SA Masharipov, LS Raximova, XI Axmedova SOCIETY. INTEGRATION. EDUCATION. Proceedings of the International Scientific … , 2023 2023 Citations: 1
Statistik usullar yordamida turli so ‘z turkumlari orasidagi omonimiyani aniqlash X Axmedova Uzbekistan: Language and Culture 1 (1) , 2023 2023
SO ‘ZLARNI SEMANTIK TAHLIL QILISH ALGORITMLARI X Axmedova, X Madina COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2023 2023
SO ‘Z MA’NOSINI ANIQLASHDA MASHINALI O ‘QITISH YONDASHUVLARI X Axmedova, M Parizoda COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2023 2023
NAÏVE BAYES KLASSIFIKATORI YORDAMIDA OMONIMIYANI ANIQLASH EB Boltayevich MUHAMMAD AL-XORAZMIY AVLODLARI, 94-201 , 2023 2023
MOST CITED SCHOLAR PUBLICATIONS
Methods for creating a morphological analyzer EB Boltayevich, HS Mirdjonovna, AX Ilxomovna International Conference on Intelligent Human Computer Interaction, 27-38 , 2022 2022 Citations: 24
Determining homonymy using statistical methods.“ BB Elov, XI Axmedova Hisoblash modellari va texnologiyalari (HMT 2022)” O ‘zbekiston-Malayziya … , 2022 2022 Citations: 11
UCHTA SO‘Z TURKUMI DOIRASIDAGI OMONIMIYANI FARQLOVCHI BIZNES JARAYONNI MODELLASHTIRISH AXI Elov Botir Boltayevich ИЛМ-ФАН ВА ИННОВАЦИОН РИВОЖЛАНИШ 1, 150-161 , 2022 2022 Citations: 11
Mathematical models that distinguish homonymy in the framework of a word series XI Axmedova Electronic journal of actual problems of modern science, Educational and … , 2021 2021 Citations: 8
Business process modeling that distinguishes homonymy within three parts of speechs in the Uzbek language EB Boltayevich, AX Ilxomovna 2022 7th International Conference on Computer Science and Engineering (UBMK … , 2022 2022 Citations: 7
Turli so ‘z turkumlari orasidagi omonimiyani aniqlovchi matematik modellar XI Axmedova Science and innovation international scientific 1 (7) , 2022 2022 Citations: 7
So ‘z ma’nosini aniqlashda naive bayes algoritmidan foydalanish EB Boltayevich, AX Ilxomovna Илм-фан ва инновацион ривожланиш/Наука и инновационное развитие 6 (3), 44-54 , 2023 2023 Citations: 5
Semantic Differentiation of Uzbek Homonyms Using the Lesk Algorithm EB Boltayevich, AX Ilxomovna, PMH Qizi, KN Uktambay O'g'li 2023 8th International Conference on Computer Science and Engineering (UBMK … , 2023 2023 Citations: 3
Designing processes and models of semantical differentiation for Polyfunctional words in the Uzbek contexts B Elov, N Abdurakhmonova, X Axmedova, Z Xusainova, A Iskandarova, ... Asian Conference on Intelligent Information and Database Systems, 305-316 , 2024 2024 Citations: 2
Modeling of Models and Processes that Differentiate Semantically Polyfunctional Words in the Context of the Uzbek Language EB Boltayevich, AM Tursunalievna, AX Ilxomovna, AO Xolmo’minovna, ... International Congress on Information and Communication Technology, 421-431 , 2024 2024 Citations: 2
ALGORITHM BASED ON LINGUISTIC MODELS IN MACHINE TRANSLATION BETWEEN RUSSIAN AND UZBEK AUR Abdujalilova Guzal Saydillayeva ACADEMICIA: An International Multidisciplinary Research journal., 16-21 , 2019 2019 Citations: 2
The Problem of Coreference in NLP U Khamdamov, E Botir, A Xolisxon, A Shahlo, R Bekposhsha, H Marjona International conference on WorldS4, 151-160 , 2024 2024 Citations: 1
DETERMINING THE KNOWLEDGE LEVEL OF PUPILS IN THE INFORMATION SYSTEM OF" SMART SCHOOL" SA Masharipov, LS Raximova, XI Axmedova SOCIETY. INTEGRATION. EDUCATION. Proceedings of the International Scientific … , 2023 2023 Citations: 1
Methods of eliminating homonymy within different, grammatically similar word groups SS Sirojiddinov, BB Elov, XI Axmedova E3S Web of Conferences 413, 03007 , 2023 2023 Citations: 1
Algorithm Based On Linguistic Models In Machine Translation Between English And Uzbek X Axmedova, M Abjalova GSJ 8 (12) , 2020 2020 Citations: 1
O ‘ZBEK TILIDAGI FRAZEOLOGIK BIRLIKLARNING SINONIMLIK HODISASI X Axmedova, D Omarova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
TABIIY TILGA ISHLOV BERISH SOHASIDA SO ‘Z MA’NOSINI ANIQLASH X Axmedova, G Hasanova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
LEKSIK DARAJADAGI PEREFRAZ TAKSONOMIYASINI AMALGA OSHIRISH BOSQICHLARI X Axmedova, I Ko‘charova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
QAROR ROʻYXATI ALGORITMI YORDAMIDA SOʻZ MA’NOSINI ANIQLASH X Axmedova, G Hayotova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025
KNN-ALGORITMI YORDAMIDA SO ‘Z MA’NOSINI ANIQLASH (sifat so ‘z turkumi misolida) X Axmedova, M Xushmuratova COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS 1 (1) , 2025 2025