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 46 of 99
2015
Personalized electronic-mail delivery
J Oliver, R Baxter, W Buntine, S Waterhouse
US Patent App. 13/460,774, 2012
Machine Learning74 citationsBibliographic analysis with the citation network topic model
KW Lim, W Buntine
Asian conference on machine learning, 142-158, 2015
Research69 citationsLazy model expansion: Interleaving grounding with search
B De Cat, M Denecker, M Bruynooghe, P Stuckey
Journal of Artificial Intelligence Research 52, 235-286, 2015
Optimization59 citationsAn Abstract Domain of Uninterpreted Functions
PJ Stuckey
International Conference on Verification, Model Checking, and Abstract …, 2015
Machine Learning48 citationsMiniSearch: a solver-independent meta-search language for MiniZinc
A Rendl, T Guns, PJ Stuckey, G Tack
International Conference on Principles and Practice of Constraint …, 2015
Optimization46 citations- Machine Learning38 citations
Interval analysis and machine arithmetic: Why signedness ignorance is bliss
G Gange, JA Navas, P Schachte, H Søndergaard, PJ Stuckey
ACM Transactions on Programming Languages and Systems (TOPLAS) 37 (1), 1-35, 2015
Research37 citationsHorn clauses as an intermediate representation for program analysis and transformation
G Gange, JA Navas, P Schachte, H Søndergaard, PJ Stuckey
Theory and Practice of Logic Programming 15 (4-5), 526-542, 2015
Research36 citationsEfficient computation of exact IRV margins
M Blom, PJ Stuckey, VJ Teague, R Tidhar
arXiv preprint arXiv:1508.04885, 2015
Research34 citationsLearning value heuristics for constraint programming
G Chu, PJ Stuckey
International Conference on Integration of Constraint Programming …, 2015
Machine Learning32 citationsStable model counting and its application in probabilistic logic programming
R Aziz, G Chu, C Muise, P Stuckey
Proceedings of the AAAI Conference on Artificial Intelligence 29 (1), 2015
Bayesian Methods32 citationsBest-response planning of thermostatically controlled loads under power constraints
F de Nijs, MTJ Spaan, MM de Weerdt
Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
Machine Learning24 citations
Learn the science behind the engine
“Forecasting for Data Scientists”, a free 30-chapter video course by co-founder Dr Christoph Bergmeir, from fundamentals to advanced deep learning.