Research & Decision Science
Research built into the product
Forecasting, optimization and applied AI for real decisions under real constraints.
- indexed research outputs
- 1,181indexed research outputs
- combined citations
- 53,485combined citations
- Clarivate Highly Cited Papers in forecasting
- Top 1%Clarivate Highly Cited Papers in forecasting
Scientific foundations
From research result to product behavior
Probabilistic forecasts, coherent hierarchies, constraint-aware recommendations and governed human intervention.
Research → product
| Research area | Enterprise problem | RabbitHawk capability |
|---|---|---|
| Hierarchical forecasting | Local forecasts do not aggregate coherently across the enterprise | Reconciled forecasts across every level |
| Probabilistic forecasting | Point forecasts hide risk | Full predictive distributions, intervals and scenario ranges |
| Optimization | Forecasts do not tell teams what to do | Constraint-aware recommendations |
| Agentic AI | Context is trapped in emails and notes | Adaptive elicitation, semantic routing and governed context workflows |
| Human-in-the-loop AI | Automation without trust creates resistance | Belief review, governed publication and intervention lineage |
| Alignment science | Teams optimize against conflicting goals | Goals & Guardrails within Forecasting & Optimization |
Hierarchical forecasting
Local forecasts do not aggregate coherently across the enterprise
Reconciled forecasts across every level
Probabilistic forecasting
Point forecasts hide risk
Full predictive distributions, intervals and scenario ranges
Optimization
Forecasts do not tell teams what to do
Constraint-aware recommendations
Agentic AI
Context is trapped in emails and notes
Adaptive elicitation, semantic routing and governed context workflows
Human-in-the-loop AI
Automation without trust creates resistance
Belief review, governed publication and intervention lineage
Alignment science
Teams optimize against conflicting goals
Goals & Guardrails within Forecasting & Optimization
Research database
Search the indexed record by title, author, venue, category or year. Records include peer-reviewed work, preprints, books, chapters and other scholarly outputs.
1,181 results · page 11 of 99
2023
Model-Free Approach to Fair Solar PV Curtailment Using Reinforcement Learning
Z Wei, F De Nijs, J Li, H Wang
Proceedings of the 14th ACM International Conference on Future Energy …, 2023
Machine Learning16 citationsSETAR-Tree: a novel and accurate tree algorithm for global time series forecasting
R Godahewa, GI Webb, D Schmidt, C Bergmeir
Machine Learning 112 (7), 2555-2591, 2023
Forecasting15 citationsEnhancing educational dialogue act classification with discourse context and sample informativeness
J Lin, W Tan, L Du, W Buntine, D Lang, D Gašević, G Chen
IEEE Transactions on Learning Technologies 17, 258-269, 2023
Research15 citationsTree-based survival analysis improves mortality prediction in cardiac surgery
JC Penny-Dimri, C Bergmeir, CM Reid, J Williams-Spence, LA Perry, ...
Frontiers in Cardiovascular Medicine 10, 1211600, 2023
Forecasting13 citationsAn accurate and fully-automated ensemble model for weekly time series forecasting
R Godahewa, C Bergmeir, GI Webb, P Montero-Manso
International Journal of Forecasting 39 (2), 641-658, 2023
Forecasting13 citationsBayesian estimate of mean proper scores for diversity-enhanced active learning
W Tan, L Du, W Buntine
IEEE transactions on pattern analysis and machine intelligence 46 (5), 3463-3479, 2023
Bayesian Methods13 citationsBeyond pairwise reasoning in multi-agent path finding
B Shen, Z Chen, J Li, MA Cheema, DD Harabor, PJ Stuckey
Proceedings of the International Conference on Automated Planning and …, 2023
Machine Learning12 citationsEfficient multi agent path finding with turn actions
Y Zhang, D Harabor, P Le Bodic, PJ Stuckey
Proceedings of the International Symposium on Combinatorial Search 16 (1 …, 2023
Multi-Agent Systems11 citationsExact anytime multi-agent path finding using branch-and-cut-and-price and large neighborhood search
E Lam, DD Harabor, PJ Stuckey, J Li
Proceedings of the International Conference on Automated Planning and …, 2023
Optimization11 citationsOpen-set graph anomaly detection via normal structure regularisation
Q Wang, G Pang, M Salehi, X Xia, C Leckie
arXiv preprint arXiv:2311.06835, 2023
Research9 citationsOptimal dynamic partial order reduction with context-sensitive independence and observers
E Albert, MG de la Banda, M Gómez-Zamalloa, M Isabel, P Stuckey
Journal of Systems and Software 202, 111730, 2023
Research8 citationsOptimal pathfinding on weighted grid maps
M Carlson, SK Moghadam, DD Harabor, PJ Stuckey, M Ebrahimi
Proceedings of the AAAI conference on artificial intelligence 37 (10), 12373 …, 2023
Research8 citations
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