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 13 of 99
2023
Getting ‘ϕψχal’with proteins: minimum message length inference of joint distributions of backbone and sidechain dihedral angles
PR Amarasinghe, L Allison, PJ Stuckey, M Garcia de la Banda, AM Lesk, ...
Machine Learning3 citationsStorage assignment using nested annealing and hamming distances
J Oxenstierna, LJ van Rensburg, PJ Stuckey, V Krueger
International Conference on Operations Research and Enterprise Systems 2023 …, 2023
Research3 citationsLow-Resource Named Entity Recognition: Can One-vs-All AUC Maximization Help?
ND Nguyen, W Tan, L Du, W Buntine, R Beare, C Chen
2023 IEEE International Conference on Data Mining (ICDM), 1241-1246, 2023
Research3 citationsExploring hydrogen supply/demand networks: Modeller and domain expert views
M Klapperstueck, F de Nijs, I Senthooran, J Lee-Kopij, ...
29th International Conference on Principles and Practice of Constraint …, 2023
Machine Learning2 citationsReducing Redundant Work in Jump Point Search
S Zhao, D Harabor, PJ Stuckey
Proceedings of the International Symposium on Combinatorial Search 16 (1 …, 2023
Optimization2 citationsScalable Rail Planning and Replanning with Soft Deadlines
Z Chen, J Li, D Harabor, PJ Stuckey
arXiv preprint arXiv:2306.06455, 2023
Machine Learning2 citationsThe Energy Prediction Smart-Meter Dataset: Analysis of Previous Competitions and Beyond
D Pekaslan, JM Alonso-Moral, K Bandara, C Bergmeir, ...
arXiv preprint arXiv:2311.04007, 2023
Forecasting1 citationsMiniZinc for Formal Methods
PJ Stuckey
2023 Formal Methods in Computer-Aided Design (FMCAD), 1-1, 2023
Research1 citationsPredict-then-optimise strategies for water flow control
VB Vaz, J Bailey, C Leckie, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2023
Research1 citationsThe divergence time of protein structures modelled by Markov matrices and its relation to the divergence of sequences
S Rajapaksa, L Allison, PJ Stuckey, MG de la Banda, AS Konagurthu
arXiv preprint arXiv:2308.06292, 2023
Research1 citationsRisk-limiting audits for Condorcet elections
M Blom, PJ Stuckey, V Teague, D Vukcevic
International Conference on Financial Cryptography and Data Security, 79-94, 2023
Research1 citationsA regular matching constraint for string variables
R Amadini, PJ Stuckey
Proceedings of the Thirty-Second International Joint Conference on …, 2023
Machine Learning1 citations
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