Christoph Bergmeir

ScholarGPS® ID: 35308592985384

Affiliation

Monash University, Melbourne, Australia

Affiliation History

Field

Engineering and Computer Science

Discipline

Computer Science

Top Specialties

Metrics Summary

Publication Count

Predicted Citations

4,740

Predicted h-index

Ranking

Publications and Citation History

Publications based on Top Specialties

Types of Publication

Publications
Books
Patents
NIH/NSF

Add Delete
Probabilistic Causal Effect Estimation With Global Neural Network Forecasting Models (journal article) Grecov, Priscila \| Prasanna, Ankitha Nandipura \| Ackermann, Klaus \| Campbell, Sam \| Scott, Debbie \| Lubman, Dan I. \| Bergmeir, Christoph IEEE Transactions on Neural Networks and Learning Systems, volume 35, issue 4, pages 4999-5013 (2024). 10.1109/TNNLS.2022.3190984 Cited by (2) \| Cite \| Source
Machine learning applications in hierarchical time series forecasting: Investigating the impact of promotions (journal article) Abolghasemi, Mahdi \| Tarr, Garth \| Bergmeir, Christoph International Journal of Forecasting, volume 40, issue 2, pages 597-615 (2024). 10.1016/j.ijforecast.2022.07.004 Cited by (8) \| Cite \| Source
Local and global trend Bayesian exponential smoothing models (journal article) Smyl, Slawek \| Bergmeir, Christoph \| Dokumentov, Alexander \| Long, Xueying \| Wibowo, Erwin \| Schmidt, Daniel International Journal of Forecasting (2024). 10.1016/j.ijforecast.2024.03.006 Cite \| Source
Causal Effect Estimation With Global Probabilistic Forecasting: A Case Study of the Impact of Covid-19 Lockdowns on Energy Demand (journal article) Prasanna, Ankitha Nandipura \| Grecov, Priscila \| Weng, Angela Dieyu \| Bergmeir, Christoph IEEE Transactions on Power Systems, volume 39, issue 2, pages 3417-3430 (2024). 10.1109/TPWRS.2023.3296870 Cite \| Source
Deep Active Audio Feature Learning in Resource-Constrained Environments (journal article) Mohaimenuzzaman, Md \| Bergmeir, Christoph \| Meyer, Bernd IEEE/ACM Transactions on Audio, Speech, and Language Processing, volume 32 (2024). 10.1109/TASLP.2024.3416697 Cite \| Source
Counterfactual Predictions in Shared Markets: A Global Forecasting Approach with Deep Learning and Spillover Considerations (journal article) Grecov, Priscila \| Ackermann, Klaus \| Bergmeir, Christoph SSRN Electronic Journal (2024). 10.2139/ssrn.4830726 Cite \| Source
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches (journal article) Pialla, Gautier \| Ismail Fawaz, Hassan \| Devanne, Maxime \| Weber, Jonathan \| Idoumghar, Lhassane \| Muller, Pierre-Alain \| Bergmeir, Christoph \| Schmidt, Daniel F. \| Webb, Geoffrey I. \| Forestier, Germain International Journal of Data Science and Analytics (2023). 10.1007/s41060-023-00438-0 Cited by (1) \| Cite \| Source
An overview of clustering methods with guidelines for application in mental health research (journal article) Gao, Caroline X. \| Dwyer, Dominic \| Zhu, Ye \| Smith, Catherine L. \| Du, Lan \| Filia, Kate M. \| Bayer, Johanna \| Menssink, Jana M. \| Wang, Teresa \| Bergmeir, Christoph \| ... \| Cotton, Sue M. Psychiatry Research, volume 327 (2023). 10.1016/j.psychres.2023.115265 Cited by (12) \| Cite \| Source
Paying attention to cardiac surgical risk: An interpretable machine learning approach using an uncertainty-aware attentive neural network (journal article) Penny-Dimri, Jahan C. \| Bergmeir, Christoph \| Reid, Christopher M. \| Williams-Spence, Jenni \| Cochrane, Andrew D. \| Smith, Julian A. PLOS ONE, volume 18, issue 8, pages e0289930- (2023). 10.1371/journal.pone.0289930 Cite \| Source
Tree-based survival analysis improves mortality prediction in cardiac surgery (journal article) Penny-Dimri, Jahan C. \| Bergmeir, Christoph \| Reid, Christopher M. \| Williams-Spence, Jenni \| Perry, Luke A. \| Smith, Julian A. Frontiers in Cardiovascular Medicine, volume 10 (2023). 10.3389/fcvm.2023.1211600 Cite \| Source
SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting (journal article) Godahewa, Rakshitha \| Webb, Geoffrey I. \| Schmidt, Daniel \| Bergmeir, Christoph Machine Learning, volume 112, issue 7, pages 2555-2591 (2023). 10.1007/s10994-023-06316-x Cited by (2) \| Cite \| Source
LoMEF: A framework to produce local explanations for global model time series forecasts (journal article) Rajapaksha, Dilini \| Bergmeir, Christoph \| Hyndman, Rob J. International Journal of Forecasting, volume 39, issue 3, pages 1424-1447 (2023). 10.1016/j.ijforecast.2022.06.006 Cited by (7) \| Cite \| Source
Adaptive dependency learning graph neural networks (journal article) Sriramulu, Abishek \| Fourrier, Nicolas \| Bergmeir, Christoph Information Sciences, volume 625 (2023). 10.1016/j.ins.2022.12.086 Cited by (12) \| Cite \| Source
An accurate and fully-automated ensemble model for weekly time series forecasting (journal article) Godahewa, Rakshitha \| Bergmeir, Christoph \| Webb, Geoffrey I. \| Montero-Manso, Pablo International Journal of Forecasting, volume 39, issue 2, pages 641-658 (2023). 10.1016/j.ijforecast.2022.01.008 Cited by (3) \| Cite \| Source
Forecast evaluation for data scientists: common pitfalls and best practices (journal article) Hewamalage, Hansika \| Ackermann, Klaus \| Bergmeir, Christoph Data Mining and Knowledge Discovery, volume 37, issue 2, pages 788-832 (2023). 10.1007/s10618-022-00894-5 Cited by (36) \| Cite \| Source
Handling Concept Drift in Global Time Series Forecasting (book chapter) In Forecasting with Artificial Intelligence Liu, Ziyi \| Godahewa, Rakshitha \| Bandara, Kasun \| Bergmeir, Christoph Springer Nature Switzerland (2023) 10.1007/978-3-031-35879-1_7 Cited by (4) \| Cite \| Source
Environmental Sound Classiﬁcation on the Edge: A Pipeline for Deep Acoustic Networks on Extremely Resource-Constrained Devices (journal article) Mohaimenuzzaman, Md \| Bergmeir, Christoph \| West, Ian \| Meyer, Bernd Pattern Recognition, volume 133 (2023). 10.1016/j.patcog.2022.109025 Cited by (26) \| Cite \| Source
Machine learning to predict adverse outcomes after cardiac surgery: A systematic review and meta‐analysis (journal article) Penny‐Dimri, Jahan C. \| Bergmeir, Christoph \| Perry, Luke \| Hayes, Linley \| Bellomo, Rinaldo \| Smith, Julian A. Journal of Cardiac Surgery, volume 37, issue 11, pages 3838-3845 (2022). 10.1111/jocs.16842 Cited by (5) \| Cite \| Source
MultiRocket: multiple pooling operators and transformations for fast and effective time series classification (journal article) Tan, Chang Wei \| Dempster, Angus \| Bergmeir, Christoph \| Webb, Geoffrey I. Data Mining and Knowledge Discovery, volume 36, issue 5, pages 1623-1646 (2022). 10.1007/s10618-022-00844-1 Cited by (63) \| Cite \| Source
SQAPlanner: Generating Data-Informed Software Quality Improvement Plans (journal article) Rajapaksha, Dilini \| Tantithamthavorn, Chakkrit \| Jiarpakdee, Jirayus \| Bergmeir, Christoph \| Grundy, John \| Buntine, Wray IEEE Transactions on Software Engineering, volume 48, issue 8, pages 2814-2835 (2022). 10.1109/TSE.2021.3070559 Cited by (23) \| Cite \| Source