Assoc. Prof. Fulya Gökalp Yavuz

Room No: 139

Telephone:  +90 (312) 210-2961

Fax No: +90 (312) 210-2959

E-mail: fgokalp@metu.edu.tr

CV || Personal Web Page || Git-Hub || Research Group

Education:

  • Post-Doc Studies in Statistics, Purdue University, College of Science, West Lafayette, IN, July 2016-July 2017
  • PhD. in Statistics, Yildiz Technical University, College of Art and Science, Istanbul, Turkey, Jan 2011-Jun 2015
  • M.S. in Statistics, Purdue University, College of Science, West Lafayette, IN, Jan 2008-May 2010
  • B.S. in Statistics, Hacettepe University, College of Science, Ankara, Turkey, Sep 2001-Jun 2006

Academic and Professional Experience:

  • Assoc. Prof. of Statistics, Inter-Universities Council Presidency June 2023.
  • Assistant Prof.: Department of Statistics, Middle East Technical University Mar 2019-Cont.
  • Research Assistant: Department of Statistics, Yildiz Technical University Sep 2010-Feb 2019
  • Statistical Consultant: Statistical Consulting Service (SCS), Department of Statistics, Purdue University, West Lafayette, IN Jun 2008-Dec 2009

Research Interests:

  • Statistical Theory and Applications
  • Linear Mixed Models
  • Parallel Programming
  • Robust Distributions
  • Shrinkage Methods for Model/Variable Selection
  • Machine Learning Methods
  • Statistical Methods in Big Data Applications
  • R Programming
  • Reproducible Reporting

Courses

  • STAT291 - Statistical Computing I
  • STAT292 - Statistical Computing II
  • STAT365 - Survey and Sampling
  • STAT499 - Undergraduate Research
  • STAT564 - Advanced Statistical Data Analysis
  • STAT570 - Data Handling and Visualization

Selected Publications:

  • Oltulu, O., & Gokalp Yavuz, F. (2023). Examining parallelization in kernel regression. Soft Computing, 1-11.
  • Cakar, S., & Gokalp Yavuz, F. (2023). Nested and robust modeling techniques for fNIRS data with demographics and experiment related factors in n-back task. Neuroscience Research186, 59-72.
  • Cakar, S., & Gokalp Yavuz, F. (2023). Hybrid statistical and machine learning modeling of cognitive neuroscience data. Journal of Applied Statistics, 1-22.
  • Guney, Y., Arslan, O., & Gokalp Yavuz, F. (2022). Robust estimation in multivariate heteroscedastic regression models with autoregressive covariance structures using EM algorithm. Journal of Multivariate Analysis191, 105026.
  • Coskun, A., Sandberg, S., Unsal, I., Gokalp Yavuz, F., Cavusoglu, C., Serteser, M., ... & Aarsand, A. K. (2022). Personalized reference intervals–statistical approaches and considerations. Clinical Chemistry and Laboratory Medicine (CCLM)60(4), 629-635.
  • Gokalp Yavuz, F., & Schloerke, B. (2020). Parallel computing in linear mixed models. Computational Statistics, 35(3), 1273-1289.
  • Gokalp Yavuz, F. & Arslan, O. (2019). Variable selection in elliptical linear mixed model. Journal Of Applied Statistics. DOI: 10.1080/02664763.2019.1702928.
  • Gokalp Yavuz, F. & Arslan, O. (2018). Linear Mixed Model with Laplace Distribution (LLMM). Statistical Papers. Vol:59, 271-289. DOI:10.1007/s00362-016-0763-x.
  • Gokalp Yavuz, F. & Ward, M.D. (2018). Fostering Undergraduate Data Science. The American Statistician. DOI: 10.1080/00031305.2017.1407360.
  • Ma, R. E., Ward E. J., Yeh, C., Snyder, S., Long, Z., Gokalp Yavuz, F. & Zauber, S. E. (2018). Thalamic GABA Levels and Occupational Manganese Neurotoxicity: Association with Exposure Levels and Brain MRI. Neurotoxicology. Vol:64, 30-42. DOI: 10.1016/j.neuro.2017.08.013.
  • Yildiz, D., Gunes, Gokalp Yavuz, F., & Yildiz, D. (2018). Detecting Seasonal Cycle Shift on Streamflow over Turkey with Multivariate Statistical Methods. Theoretical and Applied Climatology. Vol:133, 1143-1161. DOI: 10.1007/s00704-017-2242-2.
  • Ozkan N.F. & Gokalp Yavuz, F. (2015). Effects of Dexterity Level and Hand Anthropometric Dimensions on Smartphone Users' Satisfaction. Mobile Information Systems. DOI: 10.1155/2015/649374.
  • Gokalp F. (2012) Analyses of Two Different Regression Models and Bootstrapping. In: Klatte D., Lüthi HJ., Schmedders K. (eds) Selected Papers-Operations Research Proceedings 2011. Operations Research Proceedings (GOR (Gesellschaft für Operations Research e.V.)). 237-242. Springer, Berlin, Heidelberg

R-Package on CRAN

  • lmmpar -- Gokalp Yavuz, F. & Schloerke, B. (2017). Parallel Linear Mixed Model. R package version 0.1.0. (Embarrassingly Parallel Linear Mixed Model calculations spread across local cores which repeat until convergence.)

Projects:

  • Project Coordinator in BAP-ODTÜ Veri Bilimi Ekosistemi / METU Data Science Ecosystem. December 2019-December 2021.
  • Researcher in The Scientific and Technological Research Council of Turkey (TUBITAK) 1001-COVID-19 Verilerinin İstatistiksel Analizi, Modellenmesi ve Olası Risk İndeksinin Geliştirilmesi. July 2020 - December 2020.
  • Researcher in The Scientific and Technological Research Council of Turkey (TUBITAK) 2219-International Post-Doctoral Research Fellowship Programme. Linear Mixed Models and Data Science Investigations. July 2016-July 2017.
  • Researcher in TUBİTAK-KAMAG, numbered 113K510. Mardin: A Transformed Cultural Heritage and Urban Regeneration in Urban Space. Feb 2015-Oct 2016.
  • Researcher in BAP project numbered 2014-01-05-KAP01. Social, Economic and Hydrological Impact Determination, Modelling and Forecasting of Basin Water Supply and Demand in Turkey. May 2014-Cont.

Scholarships & Awards & Honors:

  • 1st place in 'Best Presentation Award', at 'ICS 2017: 19th International Conference on Statistics' with the study named 'Discussion on Big Data and One of Its Early Training Application'.
  • Course Honorarium at the 2018 American Statistical Association Conference on Statistical Practice, American Statistical Association, Şubat 2018.
  • International Post Doctoral Research Fellowship from TUBITAK.
  • 3rd place in 'Best Presentation Award', at 'International Conference on Information Complexity and Statistical Modeling in High Dimensions with Applications (IC-SMHD-2016)' with the study named 'Model Selection in Robust Linear Mixed Models'.
  • M.Sc. study abroad scholarships from the Ministry of National Education of the Republic of Turkey.

Last Updated:
09/11/2023 - 11:22