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 47 of 99
2015
Sequencing operator counts
T Davies, A Pearce, P Stuckey, N Lipovetzky
Proceedings of the International Conference on Automated Planning and …, 2015
Research23 citationsGeneralized modularity for community detection
M Ganji, A Seifi, H Alizadeh, J Bailey, PJ Stuckey
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2015
Research18 citationsEncoding linear constraints with implication chains to CNF
I Abío, V Mayer-Eichberger, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2015
Machine Learning18 citationsModeling and solving project scheduling with calendars
S Kreter, A Schutt, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2015
Optimization13 citationsScheduling with fixed maintenance, shared resources and nonlinear feedrate constraints: A mine planning case study
CN Burt, N Lipovetzky, AR Pearce, PJ Stuckey
International Conference on Integration of Constraint Programming …, 2015
Machine Learning11 citationsA note on the validity of cross-validation for evaluating time series prediction. Monash University, Department of Econometrics and Business Statistics
C Bergmeir, RJ Hyndman, B Koo
Working Paper, 2015
Forecasting9 citationsA tool for intersecting context-free grammars and its applications
G Gange, JA Navas, P Schachte, H Søndergaard, PJ Stuckey
NASA Formal Methods Symposium, 422-428, 2015
Research8 citationsAn association rules text mining algorithm fusion with K-Means improvement
G Liu, W Buntine, W Fu, Y Du
2015 4th International Conference on Computer Science and Network Technology …, 2015
Research8 citationsPackage ‘RoughSets’
LS Riza, A Janusz, D Slezak, C Cornelis, F Herrera, JM Benitez, ...
Research7 citationsTwo type extensions for the constraint modeling language MiniZinc
R Caballero, PJ Stuckey, A Tenorio-Fornes
Science of Computer Programming 111, 156-189, 2015
Machine Learning7 citationsExploration of models for a cargo assembly planning problem
G Belov, N Boland, MWP Savelsbergh, PJ Stuckey
arXiv preprint arXiv:1504.00445, 2015
Optimization7 citationsApproximate uni-directional benders decomposition
CN Burt, N Lipovetzky, AR Pearce, PJ Stuckey
W12: Planning, Search, and Optimization, 24-31, 2015
Research4 citations
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