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 31 of 99
2019
Lazy CBS: implicit conflict-based search using lazy clause generation
G Gange, D Harabor, PJ Stuckey
Proceedings of the international conference on automated planning and …, 2019
Optimization130 citationsDisjoint splitting for multi-agent path finding with conflict-based search
J Li, D Harabor, PJ Stuckey, A Felner, H Ma, S Koenig
Proceedings of the international conference on automated planning and …, 2019
Optimization107 citationsSymmetry-breaking constraints for grid-based multi-agent path finding
J Li, D Harabor, PJ Stuckey, H Ma, S Koenig
Proceedings of the AAAI conference on artificial intelligence 33 (01), 6087-6095, 2019
Machine Learning106 citationsCore-boosted linear search for incomplete MaxSAT
J Berg, E Demirović, PJ Stuckey
International conference on integration of constraint programming …, 2019
Optimization85 citationsAn investigation into prediction+ optimisation for the knapsack problem
E Demirović, PJ Stuckey, J Bailey, J Chan, C Leckie, K Ramamohanarao, ...
International Conference on Integration of Constraint Programming …, 2019
Forecasting67 citationsPredict+ optimise with ranking objectives: Exhaustively learning linear functions
E Demirović, P J Stuckey, J Bailey, J Chan, C Leckie, K Ramamohanarao, ...
Proceedings of the Twenty-Eighth International Joint Conference on …, 2019
Research47 citationsConstraints for symmetry breaking in graph representation
M Codish, A Miller, P Prosser, PJ Stuckey
Constraints 24 (1), 1-24, 2019
Machine Learning44 citationsMachine learning applications in time series hierarchical forecasting
M Abolghasemi, RJ Hyndman, G Tarr, C Bergmeir
arXiv preprint arXiv:1912.00370, 2019
Machine Learning39 citationsStructural and Temporal Representation Learning of Electronic Medical Records
B Hettige, YF Li, W Wang, S Le, W Buntine
arXiv preprint arXiv:1912.03703, 2019
Research33 citationsTechniques inspired by local search for incomplete maxsat and the linear algorithm: Varying resolution and solution-guided search
E Demirović, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2019
Optimization25 citationsForecasting functions for time series and linear models. 2019
R Hyndman, G Athanasopoulos, C Bergmeir, G Caceres, L Chhay, ...
URL Httppkg Robjhyndman Comforecast R Package Version 8, 2019
Forecasting24 citationsLeveraging external information in topic modelling
H Zhao, L Du, W Buntine, G Liu
Knowledge and Information Systems 61 (2), 661-693, 2019
Research24 citations
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