3 papers
cs.LG2025
Consistent Causal Inference of Group Effects in Non-Targeted Trials with Finitely Many Effect Levels
Georgios Mavroudeas, Malik Magdon-Ismail, Kristin P. Bennett +1
A treatment may be appropriate for some group (the ``sick" group) on whom it has a positive effect, but it can also have a detrimental effect on subjects from another group (the ``…
nlin.AO2025
Efficient parameter inference in networked dynamical systems via steady states: A surrogate objective function approach integrating mean-field and nonlinear least squares
Yanna Ding, Malik Magdon-Ismail, Jianxi Gao
In networked dynamical systems, inferring governing parameters is crucial for predicting nodal dynamics, such as gene expression levels, species abundance, or population density. W…
cs.LG2024
Predicting Time Series of Networked Dynamical Systems without Knowing Topology
Yanna Ding, Zijie Huang, Malik Magdon-Ismail +1
Many real-world complex systems, such as epidemic spreading networks and ecosystems, can be modeled as networked dynamical systems that produce multivariate time series. Learning t…