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Violeta Teodora Trifunov
Violeta Teodora Trifunov
Verified email at uni-jena.de
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Nonlinear causal link estimation under hidden confounding with an application to time series anomaly detection
VT Trifunov, M Shadaydeh, J Runge, V Eyring, M Reichstein, J Denzler
German Conference on Pattern Recognition, 261-273, 2019
112019
A data-driven approach to partitioning net ecosystem exchange using a deep state space model
VT Trifunov, M Shadaydeh, J Runge, M Reichstein, J Denzler
IEEE Access 9, 107873-107883, 2021
52021
Anomaly attribution of multivariate time series using counterfactual reasoning
VT Trifunov, M Shadaydeh, B Barz, J Denzler
2021 20th IEEE International Conference on Machine Learning and Applications …, 2021
32021
Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions
VT Trifunov, M Shadaydeh, J Denzler
arXiv preprint arXiv:2209.11497, 2022
12022
Causal link estimation under hidden confounding in ecological time series
VT Trifunov, M Shadaydeh, J Runge, V Eyring, M Reichstein, J Denzler
Climate Informatics Workshop, 2019
12019
Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding.
VT Trifunov, M Shadaydeh, J Denzler
CoRR, 2022
2022
Domain Knowledge Integration for Causality Analysis of Carbon-Cycle Variables
VT Trifunov, M Shadaydeh, J Denzler, J Runge, V Eyring, M Reichstein
AGU Fall Meeting Abstracts 2018, IN31C-0821, 2018
2018
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