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 45 of 99
2016
Message recommendation using word isolation and clustering
JJ Oliver, WL Buntine, G Roumeliotis
US Patent App. 15/006,933, 2016
Research3 citationsDecoupling a Resource Constraint through Fictitious Play in Multi-agent Sequential Decision Making
F de Nijs, MTJ Spaan, MM de Weerdt
Proceedings of the Twenty-second European Conference on Artificial …, 2016
Machine Learning2 citationsA complete refinement procedure for regular separability of context-free languages
G Gange, JA Navas, P Schachte, H Søndergaard, PJ Stuckey
Theoretical Computer Science 625, 1-24, 2016
Research2 citationsScheduling tools for open-pit mining operations
LM Blom, CN Burt, N Lipovetzky, AR Pearce, PJ Stuckey
The University of Melbourne, Australia, 2016
Optimization2 citationsInterval constraints with learning: Application to air traffic control
T Feydy, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2016
Machine Learning1 citationsConstraint propagation and explanation over novel types by abstract compilation
G Gange, PJ Stuckey
International Conference on Logic Programming 2016, 13, 2016
Machine LearningConstraint Programming Approach to Find Bounded-Distance Paths in a Graph
D de Uña, G Gange, P Schachte, PJ Stuckey
4TH ANNUAL DOCTORAL COLLOQUIUM, 35, 2016
Machine LearningDiscrete Optimization for Agents
PJ Stuckey
Proceedings of the 2016 International Conference on Autonomous Agents …, 2016
OptimizationTechnical Communications of the 32nd International Conference on Logic Programming (ICLP 2016)
B Susman, Y Lierler, M Gebser, R Kaminski, B Kaufmann, M Ostrowski, ...
Schloss Dagstuhl-Leibniz-Zentrum für Informatik GmbH, 2016
Research
2015
frbs: Fuzzy rule-based systems for classification and regression in R
LS Riza, C Bergmeir, F Herrera, JM Benítez
Journal of statistical software 65, 1-30, 2015
Research254 citationsForecasting functions for time series and linear models
R Hyndman, G Athanasopoulos, C Bergmeir, G Caceres, L Chhay, ...
R package version 6, 2015
Forecasting176 citationsSAT: Projected model counting
RA Aziz, G Chu, C Muise, P Stuckey
International Conference on Theory and Applications of Satisfiability …, 2015
Research91 citations
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