Violeta Teodora Trifunov

According to our database, Violeta Teodora Trifunov authored at least 5 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Deep graphical models for causality analysis of multivariate time series: anomaly detection, attribution, and environmental science applications.

Violeta Teodora Trifunov

PhD thesis, 2024

2022

Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding.

Violeta Teodora Trifunov, Maha Shadaydeh, Joachim Denzler

CoRR, 2022

2021

A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model.

Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler

IEEE Access, 2021

Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning.

Violeta Teodora Trifunov, Maha Shadaydeh, Björn Barz, Joachim Denzler

Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

2019

Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection.

Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler

Proceedings of the Pattern Recognition, 2019