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 69 of 99
2007
MiniZinc: Towards a standard CP modelling language
N Nethercote, PJ Stuckey, R Becket, S Brand, GJ Duck, G Tack
International conference on principles and practice of constraint …, 2007
Research1,339 citationsMethod and system providing user with personalized recommendations by electronic-mail based upon the determined interests of the user pertain to the theme and concepts of the …
J Oliver, R Baxter, W Buntine, S Waterhouse
Machine Learning187 citationsPropagation= lazy clause generation
O Ohrimenko, PJ Stuckey, M Codish
International Conference on Principles and Practice of Constraint …, 2007
Research121 citationsUnderstanding functional dependencies via constraint handling rules
M Sulzmann, GJ Duck, S Peyton-Jones, PJ Stuckey
Journal of functional programming 17 (1), 83-129, 2007
Machine Learning107 citationsEncodings of the Sequence Constraint
S Brand, N Narodytska, CG Quimper, P Stuckey, T Walsh
International conference on principles and practice of constraint …, 2007
Machine Learning66 citationsObservable confluence for constraint handling rules
GJ Duck, PJ Stuckey, M Sulzmann
International Conference on Logic Programming, 224-239, 2007
Machine Learning57 citationsDynamic programming to minimize the maximum number of open stacks
MG de la Banda, PJ Stuckey
INFORMS Journal on Computing 19 (4), 607-617, 2007
Research49 citationsMinimum cardinality matrix decomposition into consecutive-ones matrices: CP and IP approaches
D Baatar, N Boland, S Brand, PJ Stuckey
International Conference on Integration of Artificial Intelligence (AI) and …, 2007
Research45 citationsRemoving propagation redundant constraints in redundant modeling
CW Choi, JHM Lee, PJ Stuckey
ACM Transactions on Computational Logic (TOCL) 8 (4), 23-es, 2007
Machine Learning30 citations- Research7 citations
The island confinement method for reducing search space in local search methods
H Fang, Y Kilani, JHM Lee, PJ Stuckey
Journal of Heuristics 13 (6), 557-585, 2007
Optimization6 citationsThe evolving world of MiniZinc
PJ Stuckey, R Becket, S Brand, M Brown, T Feydy, J Fischer, ...
Constraint Modelling and Reformulation, 156-170, 2007
Research6 citations
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