| 2024 | CIKM | Scalable Transformer for High Dimensional Multivariate Time Series Forecasting. | Xin Zhou, Weiqing Wang, Wray L. Buntine, Shilin Qu, Abishek Sriramulu, Weicong Tan, Christoph Bergmeir |
| 2022 | AAAI | LIMREF: Local Interpretable Model Agnostic Rule-Based Explanations for Forecasting, with an Application to Electricity Smart Meter Data. | Dilini Rajapaksha, Christoph Bergmeir |
| 2022 | IJCNN | RNN-BOF: A Multivariate Global Recurrent Neural Network for Binary Outcome Forecasting of Inpatient Aggression. | Aidan Quinn, Melanie Simmons, Benjamin Spivak, Christoph Bergmeir |
| 2022 | PAKDD | Smooth Perturbations for Time Series Adversarial Attacks. | Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier |
| 2021 | ICONIP | Dependency Learning Graph Neural Network for Multivariate Forecasting. | Arth Patel, Abishek Sriramulu, Christoph Bergmeir, Nicolas Fourrier |
| 2021 | PAKDD | Causal Inference Using Global Forecasting Models for Counterfactual Prediction. | Priscila Grecov, Kasun Bandara, Christoph Bergmeir, Klaus Ackermann, Sam Campbell, Deborah A. Scott, Dan I. Lubman |
| 2020 | IJCNN | Towards Accurate Predictions and Causal 'What-if' Analyses for Planning and Policy-making: A Case Study in Emergency Medical Services Demand. | Kasun Bandara, Christoph Bergmeir, Sam Campbell, Deborah A. Scott, Dan I. Lubman |
| 2020 | IJCNN | Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification. | Rakshitha Godahewa, Trevor Yann, Christoph Bergmeir, Franois Petitjean |
| 2019 | ICONIP | Sales Demand Forecast in E-commerce Using a Long Short-Term Memory Neural Network Methodology. | Kasun Bandara, Peibei Shi, Christoph Bergmeir, Hansika Hewamalage, Quoc Tran, Brian Seaman |
| 2012 | HAIS | Optimization of Neuro-Coefficient Smooth Transition Autoregressive Models Using Differential Evolution. | Christoph Bergmeir, Isaac Triguero, Francisco Velasco, Jos Manuel Bentez |
| 2011 | ISDA | Forecaster performance evaluation with cross-validation and variants. | Christoph Bergmeir, Jos Manuel Bentez |