Samir Rustamov

School of Information Technologies and Engineering

Samir Rustamov

Samir Rustamov

Associate Professor, Director of BSCS Program

Computer and Information Sciences

Email : srustamov[at]ada.edu.az
Phone : 256
Office : B318

My research interests include Natural Language Processing, Speech Recognition, Machine Learning and Optimization.

Courses	Artificial Intelligence Machine Learning Data Mining Natural Language Processing
Education	Post-Doc., Georgia Institute of Technology, USA PhD, Institute of Cybernetics, Mathematical Cybernetics MS, Baku State University, Optimization and Optimal Control BS, Baku State University, Applied Mathematics
Joined ADA	September, 2016
Publications	Journal papers: Computational Acceleration of Topology Optimization Using Deep Learning. Applied Sciences. 2023, 13(1), 479. (Indexed in SCIE, IF =2.84) 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 =10.06) 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, IF =2.84) Rustamov S, Bayramova A, Alasgarov E. Development of Speech Recognition Systems in Emergency Call Centers. Symmetry. 2021. (Indexed in SCIE, IF =2.93) A. Valizada, N. Akhundova, and S. Rustamov Development and Evaluation of Speech Synthesis System Based on Deep Learning Models. Symmetry. 2021. (Indexed in SCIE, IF =2.93) 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, CiteScore = 0.63) Emil Kalbaliyev, Samir Rustamov. Training and evaluation of Word Embedding models for Azerbaijani language. Advances in Intelligent Systems and Computing. 2021. (Springer, CiteScore = 0.63) 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, CiteScore = 0.57) 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, CiteScore = 0.45). Rustamov S., Akhundova N., Valizada A. A Hybrid System for Subjectivity Analysis. Advances in Fuzzy Systems. 2018. (Indexed in ESCI, CiteScore = 3.1) 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, CiteScore = 1.24) Samir Rustamov, Elshan Mustafayev, Mark A. Clements. Adaptive Neuro-Fuzzy Inference System for Classification of Texts. Studies in Fuzziness and Soft Computing, 2018. (Springer, CiteScore = 3.57) 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, CiteScore = 3.57) Musayev A., Madatova S., Rustamov S. Speech Recognition in Flight Simulator. IOP Conf. Ser: Materials Science and Engineering, 2018. (Scopus, CiteScore = 0.53) 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, CiteScore = 0.53) 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, CiteScore = 2.5) A. Musayev, Sh. Madatova, S.Rustamov. Conference papers: 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. 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.