| Machine learning methods trained on simple models can predict critical transitions in complex natural systems S Deb, S Sidheekh, CF Clements, NC Krishnan, PS Dutta Royal Society Open Science 9 (2), 211475, 2022 | 67 | 2022 |
| Early warning signals have limited applicability to empirical lake data DA O’Brien, S Deb, G Gal, SJ Thackeray, PS Dutta, SS Matsuzaki, L May, ... Nature Communications 14 (1), 7942, 2023 | 33 | 2023 |
| Identifying critical transitions in complex diseases S Deb, S Bhandary, SK Sinha, MK Jolly, PS Dutta J. Biosci 47 (10.1007), 2022 | 22 | 2022 |
| EWSmethods: an R package to forecast tipping points at the community level using early warning signals, resilience measures, and machine learning models DA O'Brien, S Deb, S Sidheekh, NC Krishnan, P Sharathi Dutta, ... Ecography 2023 (10), e06674, 2023 | 18 | 2023 |
| Rising temperature drives tipping points in mutualistic networks S Bhandary, S Deb, P Sharathi Dutta Royal Society Open Science 10 (2), 221363, 2023 | 13 | 2023 |
| Tipping points in spatial ecosystems driven by short-range correlated noise K Pal, S Deb, PS Dutta Physical Review E 106 (5), 054412, 2022 | 10 | 2022 |
| Evading tipping points in socio-mutualistic networks via structure mediated optimal strategy S Deb, S Bhandary, PS Dutta Journal of Theoretical Biology 567, 111494, 2023 | 7 | 2023 |
| Critical transitions in spatial systems induced by Ornstein–Uhlenbeck noise: Spatial mutual information as a precursor S Deb, PS Dutta Proceedings of the Royal Society A 480 (2283), 20230594, 2024 | 5 | 2024 |
| Deep learning at the forefront of detecting tipping points S Deb, PS Dutta Nature Machine Intelligence 6 (12), 1433-1434, 2024 | 3 | 2024 |
| Efficacy of dynamic eigenvalue in anticipating and distinguishing tipping points K Kulkarni, S Deb, PS Dutta Theoretical Ecology 17 (4), 311-324, 2024 | 3 | 2024 |
| Optimal sampling of spatial patterns improves deep learning-based early warning signals of critical transitions S Deb, E Mahendru, P Goyal, V Guttal, PS Dutta, NC Krishnan Royal Society Open Science 11 (6), 231767, 2024 | 2 | 2024 |
| Critical transitions and chaos in cancer S Deb, S Bhandary, MK Jolly, PS Dutta, A Kasperski, HH Heng Cancer Systems Biology: Translational Mathematical Oncology, 401, 2025 | | 2025 |
| Methods for identifying critical transitions during cancer progression S Deb, S Bhandary, MK Jolly, PS Dutta Cancer Systems Biology: Translational Mathematical Oncology, 403, 2025 | | 2025 |
| Identifying, discerning, and managing bifurcation-induced transitions in complex systems S Deb | | 2024 |
Partha Sharathi DuttaProfessor, Department of Mathematics, Indian Institute of Technology RoparVerified email at iitrpr.ac.in
