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 44 of 99
2016
Steiner tree problems with side constraints using constraint programming
D De Uña, G Gange, P Schachte, P Stuckey
Proceedings of the AAAI Conference on Artificial Intelligence 30 (1), 2016
Machine Learning13 citationsParallelizing constraint programming with learning
T Ehlers, PJ Stuckey
International Conference on AI and OR Techniques in Constraint Programming …, 2016
Machine Learning12 citationsA bit-vector solver with word-level propagation
W Wang, H Søndergaard, PJ Stuckey
International Conference on AI and OR Techniques in Constriant Programming …, 2016
Research12 citationsExplaining producer/consumer constraints
A Schutt, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2016
Machine Learning11 citationsTowards a methodology for nursing-specific clinical decision support systems (CDSS)
T Ahamed, R Lederman, R Bosua, K Verspoor, W Buntine, G Hart
Journal of Decision systems 25 (sup1), 23-34, 2016
Research9 citationsLagrangian Decomposition via sub-problem Search
G Chu, G Gange, PJ Stuckey
International Conference on AI and OR Techniques in Constriant Programming …, 2016
Optimization6 citationsRail capacity modelling with constraint programming
D Harabor, PJ Stuckey
International Conference on AI and OR Techniques in Constriant Programming …, 2016
Machine Learning5 citationsWeighted spanning tree constraint with explanations
D de Una, G Gange, P Schachte, PJ Stuckey
International Conference on AI and OR Techniques in Constraint Programming …, 2016
Machine Learning5 citationsLearning cascaded latent variable models for biomedical text classification
M Liu, G Haffari, W Buntine
Proceedings of the Australasian Language Technology Association Workshop …, 2016
Research5 citationsA bounded path propagator on directed graphs
D de Uña, G Gange, P Schachte, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2016
Research4 citationsLatent dirichlet allocation
DM Blei, AY Ng, MI Jordan, WX Zhao, J Jiang, J Weng, J He, EP Lim, ...
Journal of machine Learning research 3, 50-57, 2016
Research4 citationsSymmetry declarations for minizinc
N Baxter, G Chu, PJ Stuckey
Proceedings of the Australasian Computer Science Week Multiconference, 1-10, 2016
Research3 citations
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