Staff profile
Dr Georgios Karagiannis
Associate Professor
Affiliation | Telephone |
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Associate Professor in the Department of Mathematical Sciences |
Biography
I am an Associate Professor in Statistics at the Department of Mathematical Sciences at Durham University in UK.
I have worked as a postdoctoral researcher in the Department of Mathematics of the Purdue University, and as a postdoctoral researcher in the Uncertainty Quantification group in the Pacific Northwest National Laboratory in USA.
I hold a PhD degree in Mathematics (Statistics) from the School of Mathematics at the University of Bristol, and a BSc degree in Statistics from the Department of Statistics at the Athens University of Economical and Business studies.
I am a Bayesian statistician with particular research interests in the development of methods for (i.) statistical modelling to address Bayesian computer model calibration and uncertainty quantification (UQ) problems; (ii.) statistical computing to facilitate inference in complex statistical models; and (iii.) machine learning.
A number of my recent research projects/developments address modern statistical challenges such as `Big Data' and High-Dimensional problems one can meet in real applications, while they can be implemented in parallel computing environments.
I am teaching "MATH4341: Spatio-Temporal Statistics IV" and "MATH3431: Machine Learning and Neural Networks III".
Publications: https://www.maths.dur.ac.uk/~mffk55/publications.html
Some areas: https://www.maths.dur.ac.uk/~mffk55/research.html
Research interests
- Bayesian statistics
- Machine learning, and Big-data analysis
- Computational statistics, and Markov chain Monte Carlo
- Uncertainty Quantification
Esteem Indicators
- 2020: IEEE, International Conference on Tools with Artificial Intelligence (ICTAI): Financial Chair (Organ.), Registration Chair, Program Area Chair