Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding
arXiv preprint arXiv:2209.11497. 2022. [bibtex] [web] [abstract] |
Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions
NeurIPS Workshop on A Causal View on Dynamical Systems (NeurIPS-WS). 2022. [bibtex] [pdf] [web] [abstract] |
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 166-172. 2021. [bibtex] [pdf] [web] [abstract] |
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model
IEEE Access. 9: pages 107873-107883. 2021. [bibtex] [web] [abstract] |
Causal Link Estimation under Hidden Confounding in Ecological Time Series
International Workshop on Climate Informatics (CI). 2019. [bibtex] [pdf] [abstract] |
Nonlinear Causal Link Estimation under Hidden Confounding with an Application to Time-Series Anomaly Detection
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 261-273. 2019. [bibtex] [pdf] [abstract] |