Luke Evans
As of June 2023, I'm a Flatiron Research Fellow in the Center for Computational Mathematics at the Flatiron Institute, working with the Structural and Molecular Biophysics Group led by Pilar Cossio and Sonya Hanson. In Spring 2023 I completed my Ph.D. in applied mathematics at the University of Maryland, College Park, where I was co-advised by Maria Cameron and Pratyush Tiwary on research involving data-driven methods for the study of rare events in molecular dynamics. Most recently I've worked on uncertainty quantification and statistical inference for heterogenous cryo-EM data.
Selected Papers
- L. Dingeldein, D. Silva-Sanchez, L. Evans, E. D'Imprima, N. Grigorieff, R. Covino, P. Cossio Amortized template-matching of molecular conformations from cryo-electron microscopy images using simulation-based inference, bioRrxiv preprint 2024.07.23.604154 (2024). bioRxiv
- D. Wang, Y. Wang, L. Evans, P. Tiwary, From latent dynamics to meaningful representations, Journal of Chemical Theory and Computation, 1549-9168 (2024). arXiv
- S. Sule, L. Evans, M.K. Cameron, Sharp error estimates for target measure diffusion maps with applications to the committor problem, submitted, arXiv preprint arXiv:2312.14418 (2023). arXiv
- L. Evans, M.K. Cameron, P. Tiwary, Computing committors in collective variables via Mahalanobis diffusion maps, Applied and Computational Harmonic Analysis, 64, 62-101 (2023). arXiv
- L. Evans, M.K. Cameron, P. Tiwary, Computing committors via Mahalanobis diffusion maps with enhanced sampling data, Journal of Chemical Physics, 157, 214107 (2022). arXiv
- L. Evans, C.K Lai, Conjugate Phase Retrieval on C^M by real vectors, Linear Algebra and its Applications, 587, 45-69 (2019). arXiv