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 74 of 99
2005
An MDL framework for data clustering
P Kontkanen, P Myllymäki, W Buntine, J Rissanen, H Tirri
Advances in minimum description length: Theory and applications, 323-354, 2005
Research93 citationsThe G12 project: Mapping solver independent models to efficient solutions
PJ Stuckey, MG De La Banda, M Maher, K Marriott, J Slaney, Z Somogyi, ...
International Conference on Logic Programming, 9-13, 2005
Research70 citationsSolving set constraint satisfaction problems using ROBDDs
PJ Hawkins, V Lagoon, PJ Stuckey
Journal of Artificial Intelligence Research 24, 109-156, 2005
Machine Learning70 citationsTesting for termination with monotonicity constraints
M Codish, V Lagoon, PJ Stuckey
International Conference on Logic Programming, 326-340, 2005
Machine Learning64 citationsOptimizing compilation of constraint handling rules in HAL
C Holzbaur, MG De La Banda, PJ Stuckey, GJ Duck
Theory and Practice of Logic Programming 5 (4-5), 503-531, 2005
Machine Learning59 citationsWhen do bounds and domain propagation lead to the same search space?
C Schulte, PJ Stuckey
ACM Transactions on Programming Languages and Systems (TOPLAS) 27 (3), 388-425, 2005
Machine Learning51 citationsAbstract interpretation for constraint handling rules
T Schrijvers, PJ Stuckey, GJ Duck
Proceedings of the 7th ACM SIGPLAN international conference on Principles …, 2005
Machine Learning48 citationsIncremental connector routing
M Wybrow, K Marriott, PJ Stuckey
International Symposium on Graph Drawing, 446-457, 2005
Research31 citationsDiscrete principal component analysis
W Buntine, A Jakulin
Proceedings of the Subspace, Latent Structure and Feature Selection …, 2005
Research25 citationsA temporally adaptive content-based relevance ranking algorithm
J Perkiö, W Buntine, H Tirri
Proceedings of the 28th annual international ACM SIGIR conference on …, 2005
Research18 citationsTopic-specific scoring of documents for relevant retrieval
W Buntine, J Löfström, S Perttu, K Valtonen
Workshop on Learning in Web Search: 22nd International Conference on Machine …, 2005
Research18 citationsOpportunities from open source search
W Buntine, K Aberer, I Podnar, M Rajman
IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2-8, 2005
Optimization17 citations
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