19 citations · 31 across the 6 of their papers we have counts for
Showing 2024Show all
3 papers · 1 filter
cs.LG2024
Estimating Direct and Indirect Causal Effects of Spatiotemporal Interventions in Presence of Spatial Interference
Sahara Ali, Omar Faruque, Jianwu Wang
Spatial interference (SI) occurs when the treatment at one location affects the outcomes at other locations. Accounting for spatial interference in spatiotemporal settings poses fu…
physics.data-an2024★ 2 cited
Causality for Earth Science -- A Review on Time-series and Spatiotemporal Causality Methods
Sahara Ali, Uzma Hasan, Xingyan Li +5
This survey paper covers the breadth and depth of time-series and spatiotemporal causality methods, and their applications in Earth Science. More specifically, the paper presents a…
cs.LG2024★ 1 cited
TS-CausalNN: Learning Temporal Causal Relations from Non-linear Non-stationary Time Series Data
Omar Faruque, Sahara Ali, Xue Zheng +1
The growing availability and importance of time series data across various domains, including environmental science, epidemiology, and economics, has led to an increasing need for…