I am a postdoctoral researcher in the Data Science and AI Division at Chalmers University of Technology, Sweden. My research interests revolve around stochastic optimization, machine learning, reinforcement learning, and data analytics.
I am currently on the 2023-2024 job market.
News
November 2023 - I attended the Workshop on Restless Bandits, Index Policies, and Applications in Reinforcement Learning, held in Grenoble. My presentation, titled 'Risk-Averse Multiarmed Bandit Problem with Switching Penalties,' contributed to the vibrant discussions on topics like restless bandits, indexability, and decomposition methods in MDPs. This workshop was a remarkable opportunity to engage with the community working on the cutting-edge of restless bandits and their applications in learning, offering a platform to delve into complex issues such as weakly-coupled MDPs and mean field control. You can find the slides of my presentation here.
August 2023 - My recent paper, "Index Policy for Multiarmed Bandit Problem with Dynamic Risk Measures," co-authored with Ozlem Cavus, has been published in the European Journal of Operational Research. This study takes a novel approach to the multiarmed bandit problem, considering risk-averse decision-makers rather than the traditional risk-neutral assumption. By introducing dynamic coherent risk measures into the decision-making process, we propose a priority-index policy that adapts to various levels of risk aversion. You can read the abstract here or access the full paper here.
October 2022 - I started an exciting new chapter of my academic journey, joining Christos Dimitrakakis' research group as a Postdoctoral Researcher.
August 2021 - I proudly achieved a significant milestone in my academic career, earning my Ph.D. from the Department of Industrial Engineering at Bilkent University in Ankara, Turkey.
Education
M.S.
(2013 - 2015)
Istanbul Sehir University,
Department of Industrial & Systems Engineering
M.S.
Tarbiat Modares University,
Department of Chemical Engineering
(2008 - 2011)
B.S.
University of Tehran,
Department of Chemical Engineering
(2005 - 2008)
Bilkent University,
Department of Industrial Engineering
(2015 - 2021)