Dr Suha Tuna

Education

• PhD: Computational Science & Engineering @ ITU, Informatics Institute - 2017
• MSc: Applied Mathematics @ Marmara University, Mathematics - 2010
• BSc: Mathematics & Computer Science @ Istanbul Kultur University - 2007

Research Groups

Professional Activities

• Assistant Professor @ ITU, Informatics Institute, Computational Science & Engineering Department
  July 2021 -
• Assistant Professor @ FSM Vakif University, Faculty of Engineering, Computer Engineering Department
  September 2017-June 2021
• Postdoctoral Researcher @ University of Strathclyde, Faculty of Engineering, Electronic & Electrical Engineering Department
  February 2019-December 2019
• Research Assistant @ ITU, Informatics Institute, Computational Science & Engineering Department
  December 2010-September 2016

Selected Publications

[1] Tuna, S., Gulec, C., Yucesan, E., Cirakoglu, A., Tarkan Arguden, Y. (2023). Gene Teams are on the Field: Evaluation of Variants in Gene-Networks Using High Dimensional Modelling. IEEE/ACM Transactions on Computational Biology and Bioinformatics , 10.1109/TCBB.2023.3292245

[2] Tuna, S., Korkmaz Özay, E., Tunga, B., Gürvit, E., Tunga, M. A. (2022). An Efficient Feature Extraction Approach for Hyperspectral Images Using Wavelet High Dimensional Model Representation. International Journal of Remote Sensing , 43(19-24), DOI:10.1080/01431161.2022.2147036

[3] Heydarov, S., Aydin, M., Faydaci, C., Tuna, S., Ozturk, S. (2022). Low-cost VIS/NIR range hand-held and portable photospectrometer and evaluation of machine learning algorithms for classification performance. Engineering Science and Technology, an International Journal, DOI:10.1016/j.jestch.2022.101302

[4] Tuna, S., Töreyin, B. U., Demiralp, M., Ren, J., Zhao, H., & Marshall, S. (2020). Iterative enhanced multivariance products representation for effective compression of hyperspectral images. IEEE Transactions on Geoscience and Remote Sensing, 59(11), DOI:10.1109/TGRS.2020.3031016

[5] Tuna, S., & Demiralp, M. (2017). Zero interval limit perturbation expansion for the spectral entities of Hilbert-Schmidt operators combined with most dominant spectral component extraction: convergence and confirmative implementations. Journal of Mathematical Chemistry, 55(6), DOI:10.1007/s10910-017-0740-1

[6] Demiralp, M., & Tuna, S. (2017). Zero interval limit perturbation expansion for the spectral entities of Hilbert–Schmidt operators combined with most dominant spectral component extraction: formulation and certain technicalities. Journal of Mathematical Chemistry, 55(6), DOI:10.1007/s10910-017-0739-7

[7] Tuna, S., & Demiralp, M. (2017). On Autonomy Imposition in Zero Interval Limit Perturbation Expansion for the Spectral Entities of Hilbert–Schmidt Integral Operators. MDPI Mathematics, 5(1), DOI:10.3390/math5010002

[8] Tuna, S., & Tunga, B. (2013). A novel piecewise multivariate function approximation method via universal matrix representation. Journal of Mathematical Chemistry, 51(7), DOI:10.1007/s10910-013-0179-y

Courses

Spring 2022-2023

• HBM512 Scientific Computing II
• HBM538E Mathematical Methods in Data Analysis and Machine Learning
• HBM597E Selected Topics in CSE

Fall 2022-2023

• HBM511 Scientific Computing I
• HBM538E Mathematical Methods in Data Analysis and Machine Learning

Sources

The further info will be provided soon!