Elmi əsərlər – Samir Rüstəmov, PhD

Məqalələrin yenilənmiş siyahısını bu linkdən əldə edə bilərsiniz: Google Scholar

Jurnal məqalələri

Design and Development of a Controlled Multi-agent Conversational System Using Large Language Models for Public Services: A Case Study JAIT 2026 Vol.17(9): 1716-1723. (Indexed in SCIE, Q3) Zaid Rustamov, Mir Amir Pashayev, Sanan Jafarov, Ulvi Aslanli, Aghasalim Mammadov, Alakbar Valizada, and Samir Rustamov
Deep learning-based extractive and abstractive summarization for the Azerbaijani language. PEERJ COMPUTER SCIENCE 12, 2026, (Indexed in SCIE, Q2). Pashayev, Mir Amir, and Samir Rustamov
Text data augmentation and pre-trained Language Model for enhancing text classification of low-resource languages. PeerJ Computer Science 10, e1974, 2024, (Indexed in SCIE, Q2) Atabay Ziyaden, Amir Yelenov, Fuad Hajiyev, Samir Rustamov, Alexandr Pak

Computational Acceleration of Topology Optimization Using Deep Learning. Applied Sciences. 2023, 13(1), 479. (Indexed in SCIE, Q2)
J. Rasulzade, S.Rustamov, B. Akhmetov, Y. Maksum, M.Nogaibayeva.
Computational Acceleration of Topology Optimization Using Parallel Computing and Machine Learning Methods – Analysis of Research Trends. Journal of Industrial Information Integration. 2022. (Indexed in SCI, IF =15.06, Q1)
Y. Maksum, A. Amirli, A. Amangeldi, M. Inkarbekov, Y. Ding, A. Romagnoli, S. Rustamov,B. Akhmetov.

Development of Dialogue Management System for Banking Services. Applied Sciences. 2021; 11(22):10995. (Indexed in SCIE, Q2)
Rustamov S, Bayramova A, Alasgarov E.

Development of Speech Recognition Systems in Emergency Call Centers. Symmetry. 2021. (Indexed in SCIE, Q2)
A. Valizada, N. Akhundova, and S. Rustamov

Development and Evaluation of Speech Synthesis System Based on Deep Learning Models. Symmetry. 2021. (Indexed in SCIE, Q2)
A. Valizada, S. Jafarova, E. Sultanov, and S. Rustamov

Text Similarity Detection using Machine Learning algorithms with Character-based similarity measures. Advances in Intelligent Systems and Computing. 2021. (Springer)
Emil Kalbaliyev, Samir Rustamov.

Training and evaluation of Word Embedding models for Azerbaijani language. Advances in Intelligent Systems and Computing. 2021. (Springer)
Kamran Huseynov, Umid Suleymanov, Samir Rustamov, Javid Huseynov.

Fuzzy Regulation Model of the Interaction Between the State and Economic Subject Within the Shadow Economy and Tax Field. Advances in Intelligent Systems and Computing. 2021. (Springer)
Musayev A.F., Kazimov M.S., Rustamov S.S., Aliyev N.K., Madatova S.G.

Automatic Speech Recognition in Taxi Call Service Systems. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. 2019. (Springer).
Rustamov S., Akhundova N., Valizada A.

A Hybrid System for Subjectivity Analysis. Advances in Fuzzy Systems. 2018. (Indexed in ESCI)
Samir Rustamov

Context Analysis of Customer Requests using a Hybrid Adaptive Neuro Fuzzy Inference System and Hidden Markov Models in the Natural Language Call Routing Problem. Open Engineering. 2018. (Indexed in ESCI)
Samir Rustamov, Elshan Mustafayev, Mark A. Clements.

Adaptive Neuro-Fuzzy Inference System for Classification of Texts. Studies in Fuzziness and Soft Computing, 2018. (Springer)
Kamil A., Rustamov S., Clements M.A., Mustafayev E.

Mamdani-Type Fuzzy Inference System for Evaluation of Tax Potential. Studies in Fuzziness and Soft Computing. 2018. (Springer)
Musayev A., Madatova S., Rustamov S.

Speech Recognition in Flight Simulator. IOP Conf. Ser: Materials Science and Engineering, 2018. (Scopus)
S.Rustamov, E.Gasimov, R.Hasanov, S.Jahangirli, E.Mustafayev, D.Usikov.

Automated News Categorization using Machine Learning Methods. IOP Conf. Ser.: Materials Science and Engineering. 2018. (Scopus)
U.Suleymanov and S.Rustamov.

Evaluation of the impact of the tax legislation reforms on the tax potential by fuzzy inference method. Procedia Computer Science. 2016. (Elsevier)
A. Musayev, Sh. Madatova, S.Rustamov.

Konfrans məqalələri

Enhancing Retrieval and Re-ranking in RAG: A Case Study on Tax Law. IEEE 19th International Conference on Application of Information and Communication Technologies (AICT 2025). Al Ain, United Arab Emirates.
Z. Rustamov, M. Gasimzade, S. Rustamov.
Hybrid Sentiment Analysis for Azerbaijani: Lexicon-Driven Fuzzy Inference vs. Machine Learning Approaches. IEEE 19th International Conference on Application of Information and Communication Technologies (AICT 2025). Al Ain, United Arab Emirates.A. Apayeva, F. Hasanzade, N. Nurullayeva, S. Rustamov.
Deep Features, Classical Models: Binary vs. Multiclass Deepfake Detection. Artificial Intelligence for Digital Transformations (AIDT 2026). Springer, Communications in Computer and Information Science, Vol. 3023.
A. Aliyev, S. Rustamov.
Improving Named Entity Recognition for the Azerbaijani Language Using Neural and Conditional Random Fields-Based Models. Artificial Intelligence for Digital Transformations (AIDT 2026). Springer, Communications in Computer and Information Science, Vol. 3023.
T. Aliyev, S. Rustamov.
AzText: Curating Web-Scale Pretraining Data for a Low-Resource Language. Artificial Intelligence for Digital Transformations (AIDT 2026). Springer, Communications in Computer and Information Science, Vol. 3023.
E. Mahammadli, S. Rustamov.
An Ensemble Approach to Deepfake Video Detection Using Pre-trained CNNs and Statistical Feature Aggregation. 3rd International Conference on Information Technologies and Their Applications (ITTA 2026). Baku, Azerbaijan.
A. Aliyev, S. Rustamov.
Multimodal Fake-Information Detection for Low-Resource Language in Case of Azerbaijani Language. 7th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2026). Urumqi, China. Best Presentation Award.
A. Aliyev, B. Hasanov, I. Alishov, A. Huseynli, M. A. Ismaeel, S. Rustamov.
A Hybrid Search System for Academic Library Discovery Using BGE-M3 and LLM-Based Agents. 7th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2026). Urumqi, China.
F. Bakirli, R. Jafarli, U. Ahmadli, N. Babayeva, A. Ismayilov, Z. Rustamov, F. Asadli, S. Rustamov.
AI-Augmented Explainable University Major Recommendation for Azerbaijani Higher Education via LLM-Assisted RIASEC Taxonomy Construction and Agent-Based Personalized Guidance. 7th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2026). Urumqi, China.
J. Asadli, N. Nazarli, A. Kazimli, T. Mammadli, Z. Rustamov, F. Asadli, S. Rustamov.
ASR for Low-Resource Languages: The Case of Azerbaijani. 7th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2026). Urumqi, China.
Ulvi Aslanli, Alakbar Valizada, Qabil Qasimov, Samir Rustamov.
Exploring the Use of Knowledge Graphs in Enhancing Natural Language Understanding for Conversational AI. 7th International Conference on Natural Language Processing and Artificial Intelligence (NLPAI 2026). Urumqi, China.
Fidan Quliyeva, Samir Rustamov, Javid Huseynov.
TUMLU: A Unified and Native Language Understanding Benchmark for Turkic Languages. Association for Computational Linguistics (ACL2025).Vienna, Austria.
Jafar Isbarov, Samir Rustamov, et al.
Investigation of Automatic Part-of-Speech Tagging using RF, HMM and LSTM on Misspelled and Edited Texts. 5th Artificial Intelligence and Cloud Computing Conference, 2022, Osaka, Japan. (Best Presentation)
F. Aydinov, I. Huseynov, S. Sayadzade and S. Rustamov.

Text Similarity Detection using Machine Learning algorithms with Character-based similarity measures. 8th Machine Intelligence and Digital Interaction. 9–10 December, 2020. Warsaw, Poland. (Best Paper).
Emil Kalbaliyev, Samir Rustamov.

Cross-Linguistic Speech Emotion Detection Using Convolutional Neural Networks. In International Conference on Computational Science and Computational Intelligence (pp. 299–310), 2024. Las Vegas, USA
Mammadli, U., Huseynova, A., Majid, L., & Rustamov, S.

Analysis of public sentiment in Azerbaijani news and social media. In Proceedings of the International Conference on Computing, Machine Learning and Data Science(pp. 1–6). (2024). Singapore.

Guliyev, N., Rustamov, Z., & Rustamov, S.

A hybrid approach to Azerbaijani lemmatization: integrating rule-based methods with ML PoS tagging. In 2024 IEEE 18th International Conference on Application of Information and Communication Technologies (AICT)(pp. 1–5). Turin, Italy. 2024
Gulu-zada, F., Fataliyev, F., Huseynova, G., & Rustamov, S.

Robust automated spelling correction with deep ensembles. In Proceedings of the 2024 8th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence(pp. 26–30), Singapore, 2024.
Isbarov, J., Huseynova, K., & Rustamov, S.

Transformation, Analysis and Visualization of Distributed Temperature Sensing Data generated by Oil Wells. The 14th IEEE International Conference, Application of Information and Communication Technologies. Tashkent, Uzbekistan. 07-09 Oct 2020.
Ilyas Karimov, Sevil Jafarova, Miradil Zeynalli, Samir Rustamov, Abzetdin Adamov, Aslan Babakhanov.

Sentiment Polarity Detection in Azerbaijani Social News Articles. Recent Advances in Natural Language Processing. 2019. Varna, Bulgaria.
Sevda Mammadli, Shamsaddin Huseynov, Huseyn Alkaramov, Ulviyya Jafarli, Umid Suleymanov and Samir Rustamov.

Sentiment Analysis of Azerbaijani twits Using Logistic Regression, Naive Bayes and SVM. The 13th IEEE International Conference, Application of Information and Communication Technologies. 2019. Baku, Azerbaijan.
Huseyn Hasanli, Samir Rustamov.

Algorithm diagnosis of anemia on the basis of the method of the synthesis of the decisive rules. The 13th IEEE International Conference, Application of Information and Communication Technologies. 2019. Baku, Azerbaijan.
Indira Uvaliyeva, Saule Belginova, Aigerim Ismukhamedova, Samir Rustamov.

Fuzzy Logic for Medical Diagnosis of Clinical and Hematological Symptoms. The 13th IEEE International Conference, Application of Information and Communication Technologies. 2019. Baku, Azerbaijan.
Indira Uvaliyeva, Saule Belginova, Maksat Kalimoldayev, Samir Rustamov.

Part-of-Speech Tagging for Azerbaijani Language. The IEEE 12th International Conference Application of Information and Communication Technologies, 17-19 Oct 2018, Almaty, Kazakhstan.
Samir Mammadov, Ziyaddin Sadigov, Ali Mustafali, Rasim Mollayev, Samir Rustamov, Zamir Mammadov.

Empirical Study of Online News Classification Using Machine Learning Approaches. The IEEE 12th International Conference Application of Information and Communication Technologies, 17-19 Oct 2018, Almaty, Kazakhstan.
Umid Suleymanov, Samir Rustamov, Murad Zulfugarov, Orkhan Orujov, Nadir Musayev, Azar Alizade.

Comparison of Deep Learning in Neural Networks on CPU and GPU-based frameworks. 11th IEEE International Conference on Application of Information and Communication Technologies. 20-22 September, 2017. Moscow, Russia.
Kamil Aida-zade. Elshan Mustafayev, Samir Rustamov.

Speech Recognition using Support Vector Machines. 10th IEEE International Conference on Application of Information and Communication Technologies. 12-14 October, 2016. Baku, Azerbaijan.
Kamil Aida-zade. Anar Xocayev, Samir Rustamov.

An Application of Hidden Markov Models in subjectivity analysis. IEEE 7^th International Conference on Application of Information and Communication Technologies AICT2013, Baku, Azerbaijan, pp. 78-82, 2013.
Rustamov S.S., Mustafayev E.E., M. A. Clements.

Sentence-Level Subjectivity Detection Using Neuro-Fuzzy and Hidden Markov Models. 4th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis in NAACL-HLT2013, pages 108–114, Atlanta, USA, 2013.
Rustamov S.S., M. A. Clements.

Sentiment Analysis using Neuro-Fuzzy and Hidden Markov Models of Text. IEEE SouthEastCon 2013, Jacksonvilla, Florida,USA.
Rustamov S.S., Mustafayev E.E., M. A. Clements.

Human-Computer Dialogue Understanding Hybrid System. IEEE International Symposium on Innovations in Intelligent Systems and Applications. Trabzon, Turkey 2012. pp. 225-230.
Aida-zade K.R., Rustamov S.S., Mustafayev E.E., Aliyeva N.T.