Violeta Teodora Trifunov

Publication Activity (10 Years)

Years Active: 2019-2022
Publications (10 Years): 5

Top Topics

Multivariate Time Series

State Space Model

Temporal Patterns

Top Venues

Publications

Violeta Teodora Trifunov, Maha Shadaydeh, Joachim Denzler
Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding. CoRR (2022)
Violeta Teodora Trifunov, Maha Shadaydeh, Björn Barz, Joachim Denzler
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning. ICMLA (2021)
Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model. IEEE Access 9 (2021)
Violeta Teodora Trifunov, Maha Shadaydeh, Björn Barz, Joachim Denzler
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning. CoRR (2021)
Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler
Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection. GCPR (2019)