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 25 of 99
2020
Smart predict-and-optimize for hard combinatorial optimization problems
J Mandi, PJ Stuckey, T Guns
Proceedings of the AAAI conference on artificial intelligence 34 (02), 1603-1610, 2020
Optimization240 citationsPackage ‘forecast’
RJ Hyndman, G Athanasopoulos, C Bergmeir, G Caceres, L Chhay, ...
Forecasting218 citationsPublic perceptions and attitudes toward COVID-19 nonpharmaceutical interventions across six countries: a topic modeling analysis of twitter data
C Doogan, W Buntine, H Linger, S Brunt
Journal of medical Internet research 22 (9), e21419, 2020
Research131 citationsNew techniques for pairwise symmetry breaking in multi-agent path finding
J Li, G Gange, D Harabor, PJ Stuckey, H Ma, S Koenig
Proceedings of the International Conference on Automated Planning and …, 2020
Machine Learning102 citationsNeural topic model via optimal transport
H Zhao, D Phung, V Huynh, T Le, W Buntine
arXiv preprint arXiv:2008.13537, 2020
Machine Learning102 citationsMonash university, uea, ucr time series extrinsic regression archive
CW Tan, C Bergmeir, F Petitjean, GI Webb
arXiv preprint arXiv:2006.10996, 2020
Forecasting61 citationsPackage forecast: Forecasting functions for time series and linear models
R Hyndman, G Athanasopoulos, C Bergmeir, G Caceres, L Chhay, ...
Software, R package version 8, 2020
Forecasting48 citationsLoRMIkA: Local rule-based model interpretability with k-optimal associations
D Rajapaksha, C Bergmeir, W Buntine
Information Sciences 540, 221-241, 2020
Research47 citationsModelling diversity of solutions
L Ingmar, MG de la Banda, PJ Stuckey, G Tack
Proceedings of the AAAI Conference on Artificial Intelligence 34 (02), 1528-1535, 2020
Research47 citationsLogistics optimization for a coal supply chain
G Belov, NL Boland, MWP Savelsbergh, PJ Stuckey
Journal of Heuristics 26 (2), 269-300, 2020
Machine Learning47 citationsComputing optimal decision sets with SAT
J Yu, A Ignatiev, PJ Stuckey, P Le Bodic
International Conference on Principles and Practice of Constraint …, 2020
Research42 citationsIterative-deepening conflict-based search
E Boyarski, A Felner, D Harabor, PJ Stuckey, L Cohen, J Li, S Koenig
International Joint Conference on Artificial Intelligence-Pacific Rim …, 2020
Optimization39 citations
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