Time Series Causal Link Estimation under Hidden Confounding using Knockoff Interventions

no code implementations • 23 Sep 2022 • Violeta Teodora Trifunov, Maha Shadaydeh, Joachim Denzler

We compare our results on synthetic data to those of a time series deconfounding method both with and without estimated confounders.

Time Series Time Series Analysis

Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning

no code implementations • 14 Sep 2021 • Violeta Teodora Trifunov, Maha Shadaydeh, Björn Barz, Joachim Denzler

There are numerous methods for detecting anomalies in time series, but that is only the first step to understanding them.

counterfactual Counterfactual Reasoning +2