Research output per year
Research output per year
Personal profile
Biography
I was awarded my BSc+MSc (integrated master) in Applied Mathematics and Physical Sciences (5 year-degree) with majors in Analysis and Statistics by the National Technical University of Athens (NTUA) in 2011. I then obtained my MSc in Pure Mathematics by the National and Kapodistrian University of Athens (NKUA) in 2014. I was awarded my Ph.D. by the University of Sussex, U.K. in 2018. My Ph.D. thesis was on Quantification of Mesoscopic and Macroscopic Fluctuations in Interacting Particle Systems under the supervision of Dr. Dimitrios Tsagkarogiannis. I was a Visiting Assistant Professor, 2018- 2021, and a Postdoctoral Research Associate under the Air Force Office of Scientific Research (AFORS) Grant, 2021-2022 at the University of Massachusetts (UMass) Amherst.
Research interests
My research interesets include Generative modeling, Scientific Machine learning, Uncertainty Quantification, Probabilistic Graphical models, Interacting Particle Systems, Optimal transport Theory and Partial Differential Equations.
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Collaborations and top research areas from the last five years
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Lipschitz-Regularized Gradient Flows and Generative Particle Algorithms for High-Dimensional Scarce Data
Gu, H., Birmpa, P., Pantazis, Y., Rey-Bellet, L. & Katsoulakis, M. A., Dec 2024, In: SIAM Journal on Mathematics of Data Science. 6, 4, p. 1205-1235 31 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)99 Downloads (Pure) -
Model uncertainty and correctability for directed graphical models
Birmpa, P., Feng, J., Katsoulakis, M. A. & Rey-Bellet, L., Dec 2022, In: SIAM/ASA Journal on Uncertainty Quantification. 10, 4, p. 1461-1512Research output: Contribution to journal › Article › peer-review
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On Non-equilibrium Fluctuations for the Stirring Process with Births and Deaths
Birmpa, P., Gonçalves, P. & Tsagkarogiannis, D., 31 May 2021, From Particle Systems to Partial Differential Equations: International Conference, Particle Systems and PDEs VI, VII and VIII, 2017-2019 VIII. Bernardin, C., Golse, F., Gonçalves, P., Ricci, V. & Soares, A. J. (eds.). p. 79–98 (Springer Proceedings in Mathematics and Statistics; vol. 352).Research output: Chapter in Book/Report/Conference proceeding › Chapter (peer-reviewed) › peer-review
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Uncertainty quantification for Markov random fields
Birmpa, P. & Katsoulakis, M. A., 21 Oct 2021, In: SIAM/ASA Journal on Uncertainty Quantification. 9, 4, p. 1457-1498Research output: Contribution to journal › Article › peer-review
2 Citations (Scopus) -
Action minimization and macroscopic interface motion under forced displacement
Birmpa, P. & Tagkarogiannis, D., 13 Jun 2018, In: ESAIM - Control, Optimisation and Calculus of Variations. 24, 2, p. 765-792Research output: Contribution to journal › Article › peer-review