6 citations · 7 across the 3 of their papers we have counts for
3 papers
cs.LG2025
Learning Granger Causality under Latent Confounding via Intervention-Induced Heterogeneity
Ziyi Zhang, Shaogang Ren, Xiaoning Qian +1
Granger causality characterizes directed predictive dependencies in multivariate time series, but recovering such dependencies becomes challenging in the presence of latent confoun…
cs.LG2024★ 6 cited
Learning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data
Ziyi Zhang, Shaogang Ren, Xiaoning Qian +1
Granger causality, commonly used for inferring causal structures from time series data, has been adopted in widespread applications across various fields due to its intuitive expla…
cs.LG2024★ 1 cited
Towards Invariant Time Series Forecasting in Smart Cities
Ziyi Zhang, Shaogang Ren, Xiaoning Qian +1
In the transformative landscape of smart cities, the integration of the cutting-edge web technologies into time series forecasting presents a pivotal opportunity to enhance urban p…