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 84 of 99
2000
Optimization of queries using relational algebraic theta-semijoin operator
D Srivastava, PJ Stuckey, S Sudarshan
US Patent 6,032,144, 2000
Machine Learning159 citationsIncremental analysis of constraint logic programs
M Hermenegildo, G Puebla, K Marriott, PJ Stuckey
ACM Transactions on Programming Languages and Systems (TOPLAS) 22 (2), 187-223, 2000
Machine Learning124 citationsEffecting constraint magic rewriting on a query with the multiset version of the relational algebric theta-semijoin operator
D Srivastava, PJ Stuckey, S Sudarshan
US Patent 6,061,676, 2000
Machine Learning81 citationsStatistical machine learning for large-scale optimization
J Boyan, W Buntine, A Jagota
Neural Computing Surveys 3 (1), 1-58, 2000
Machine Learning30 citationsA Lagrangian reconstruction of GENET
KMF Choi, JHM Lee, PJ Stuckey
Artificial Intelligence 123 (1-2), 1-39, 2000
Research27 citationsImproving temporal joins using histograms
I Sitzmann, PJ Stuckey
International Conference on Database and Expert Systems Applications, 488-498, 2000
Research25 citationsType classes and constraint handling rules
K Glynn, M Sulzmann, PJ Stuckey
arXiv preprint cs/0006034, 2000
Machine Learning22 citationsO-trees: a constraint-based index structure
I Sitzmann, P Stuckey
Proceedings 11th Australasian Database Conference. ADC 2000 (Cat. No …, 2000
Machine Learning21 citationsMode checking in HAL
MG de la Banda, PJ Stuckey, W Harvey, K Marriott
International Conference on Computational Logic, 1270-1284, 2000
Research11 citationsComputational Logic—CL 2000: First International Conference London, UK, July 24–28, 2000 Proceedings
J Lloyd, V Dahl, U Furbach, M Kerber, KK Lau, C Palamidessi, LM Pereira, ...
Research8 citationsHistogram-based Temporal Joins
I Sitzmann, P Stuckey
Technical Report TR2000/7, Department of Computer Science and Software …, 2000
Research1 citationsProceedings of the First International Conference on Computational Logic
JW Lloyd, V Dahl, U Furbach, M Kerber, KK Lau, C Palamidessi, ...
Springer-Verlag, 2000
Research1 citations
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