ADA
School of Information Technologies and Engineering
Samir Rustamov

Samir Rustamov

Assistant Professor

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
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 - Samir Rustamov, Elshan Mustafayev, Mark A. Clements. 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. Volume 8, issue 1, pp 61-68;

- Samir Rustamov. A Hybrid System for Subjectivity Analysis. Advances in Fuzzy Systems. Volume 2018;

- Kamil A., Rustamov S., Clements M.A., Mustafayev E. (2018) Adaptive Neuro-Fuzzy Inference System for Classification of Texts. Recent Developments and the New Direction in Soft-Computing Foundations and Applications. Studies in Fuzziness and Soft Computing, Springer, vol 361. pp 63-70;

- Musayev A., Madatova S., Rustamov S. (2018) Mamdani-Type Fuzzy Inference System for Evaluation of Tax Potential. Recent Developments and the New Direction in Soft-Computing Foundations and Applications. Studies in Fuzziness and Soft Computing, Springer, vol 361. pp 511-523;

- Kamil Aida-zade. Elshan Mustafayev, Samir Rustamov. Comparison of Deep Learning in Neural Networks on CPU and GPU-based frameworks. AICT’17. 2017. 11th IEEE International Conference on Application of Information and Communication Technologies. 20-22 September, 2017. Moscow, Russia;

- Samir Rustamov, Akif Musayev, Shahzada Madatova. Evaluation of the Impact of State’s Administrative Efforts on Tax Potential by Sugeno-type Fuzzy Inference Method. 3th Internatıonal Conference on Applıcatıons of Fuzzy Systems And Soft Computıng. Warsaw- Poland, August 27-28, 2018;

- Musayev, Sh. Madatova, S.Rustamov. Evaluation of the impact of the tax legislation reforms on the tax potential by fuzzy inference method. Procedia Computer Science. Elsevier. Volume 102, 2016, Pages 507–514;

- Kamil Aida-zade. Anar Xocayev, Samir Rustamov. Speech Recognition using Support Vector Machines. AICT’16. 2016 10th IEEE International Conference on Application of Information and Communication Technologies. 12-14 October, 2016. Baku, Azerbaijan;

- Aida-zade Kamil, Samir Rustamov. Learning User Intentions in Natural Language Call Routing Systems. Recent Developments and New Direction in Soft-Computing Foundations and Applications. Springer 2016, pp.37-46

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

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

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

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

- Aida-zade.K.R, Rustamov S.S., Baxishov U.Ch. The Application of Hidden Markov Model in Human-Computer Dialogue Understanding System. Transactions of ANAS. Series of physical-mathematical and technical sciences. Vol XXXII, No 3, pp. 37-46, Baku, 2012. (in Azerbaijani);

- Aida-zade.K.R, Rustamov S.S., Ismayilov E.A., Aliyeva N.T. Using Fuzzy Set Theory for Understanding User’s Intention in Human-Computer Dialogue Systems. Transactions of ANAS. Series of physical-mathematical and technical sciences. Vol XXXI, No 6, pp. 80-90, Baku, 2011. (in Azerbaijani);

- Aida-zade K.R., Rustamov S.S. Structure of the Spoken Dialogue System for information center. The proceedings of the II international scientific – practical conference “Information-Innovation Technologies: Integration of science, education and business”. I Volume. pp. 15-19. Almaty, Kazakhstan. 2011;

- Rustamov S.S. Structure and Contents of the Intellectual Systems, which Ensure Human-Computer Dialogue. Proceedings of the 11-th International Conference. PRIP’2011. Pattern Recognition and Information Processing. Minsk. Belarus. pp.334-336, 2011;

- Aida-Zade K.R., Rustamov S.S., Mustafayev E.E. Principles of Construction of Speech Recognition System by the Example of Azerbaijan Language. International Symposium on Innovations in Intelligent Systems and Applications. Trabzon, Turkey. 2009.pp. 378-382;

- Rustamov S.S., Saadova A.V. On an Approach to Computer Synthesis of Azerbaijan speech. The second internation conferance “Problems of Cybernetics and İnformatics” dedicated to the 50th Anniversary of the ICT in Azerbaijan. Volume I. Baku, Azerbaijan. 2008. p. 267-270;

- Aida-Zade. K.R., Rustamov S.S. The Principles of Construction of the Azerbaijan Speech Recognition System. The second internation conferance “Problems of Cybernetics and İnformatics” dedicated to the 50th Anniversary of the ICT in Azerbaijan. Volume I. Baku, Azerbaijan. 2008. pp. 183-186;

- Aida-Zade. K.R., Rustamov S.S. On srtucture of Azerbaijan Speech Recognition System. Proceedings of the İnternational Scientifically and Practical Conferance “İnformation İnnovation Technologies: İntegration of Business, Education and Science”, dedicated to the 75-th Anniversary of the KazNTU named after K.Satpaev. Almaty, Kazakhstan. 2008. pp. 111-115;

- Aida-zade K.R, Rustamov S.S. About developing of computer recognition system for speech word by word. Transactions of ANAS. Series of physical-mathematical and technical sciences. Vol. XXVII, no2-3. Baki, 2007. pp. 149-154 (in Azerbaijani);

- Aida-Zade. K.R., Ardil C., Rustamov S.S. Investigation of combined use of MFCC and LPC Fetures in Speech Recognition Systems. World Academy of Science, Engineering and Technology, Vol. 3, No. 2, pp. 74-80, 2006;

- Rustamov S.S. Using multivalue training in speech recognition. Transactions of ANAS. Series of physical-mathematical and technical sciences. Vol. XXVI, Baki, 2006, pp. 256-260 (in Azerbaijani);

- Aida-Zade K.R., Rustamov S.S. Research of using LPC features in Azerbaijani speech recognition system. Transactions of Series of physical-mathematical and technical sciences. Vol. XXVI,  no2. Baki, 2006. pp. 238-243 (in Azerbaijani);

- Aida-Zade K.R, Rustamov S.S. Research of cepstral coefficients for Azerbaijani Speech recognition system. Transactions of ANAS. Series of physical-mathematical and technical sciences. Vol. XXV, no3. Baki, 2005, pp. 89-94 (in Azerbaijani).