Research Interests
System Identification
Nonlinear Dynamical Systems
Mathematical Neuroscience
Brain Connectomics
Control Theory
Machine Learning
Education
Neuroscience, PhD, Washington University St. Louis
Courses Taught
STAT 447: Data Science Programming Methods
Additional Campus Affiliations
Assistant Professor, Statistics
Assistant Professor, Bioengineering
Assistant Professor, Beckman Institute for Advanced Science and Technology
Recent Publications
Chen, R., Singh, M., Braver, T. S., & Ching, S. N. (2025). Dynamical models reveal anatomically reliable attractor landscapes embedded in resting-state brain networks. Imaging Neuroscience, 3, Article imag_a_00442. https://doi.org/10.1162/imag_a_00442
Singh, M. F., Braver, T. S., Cole, M., & Ching, S. (2025). Precision data-driven modeling of cortical dynamics reveals person-specific mechanisms underpinning brain electrophysiology. Proceedings of the National Academy of Sciences, 122(3). https://doi.org/10.1073/pnas.2409577121
Zhang, S., Singh, M., Menolascino, D., & Ching, S. N. (2025). Estimating uncertainty from feed-forward network based sensing using quasi-linear approximation. Neural Networks, 188, Article 107376. https://doi.org/10.1016/j.neunet.2025.107376
Schwamb, A., Singh, M., Guerriero, R., & Ching, S. N. (2024). Data-driven modeling of neural dynamics from EEG to track physiological changes. In 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2024 - Proceedings (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EMBC53108.2024.10781777
Levenstein, D., Alvarez, V. A., Amarasingham, A., Azab, H., Chen, Z. S., Gerkin, R. C., Hasenstaub, A., Iyer, R., Jolivet, R. B., Marzen, S., Monaco, J. D., Prinz, A. A., Quraishi, S., Santamaria, F., Shivkumar, S., Singh, M. F., Traub, R., Nadim, F., Rotstein, H. G., & Redish, A. D. (2023). On the Role of Theory and Modeling in Neuroscience. Journal of Neuroscience, 43(7), 1074-1088. https://doi.org/10.1523/JNEUROSCI.1179-22.2022