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 29 of 99
2020
F-cardinal conflicts in conflict-based search
E Boyarski, D Harabor, P Stuckey, P Le Bodic, A Felner
Proceedings of the International Symposium on Combinatorial Search 11 (1 …, 2020
Optimization5 citationsHierarchical gradient smoothing for probability estimation trees
H Zhang, F Petitjean, W Buntine
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 222-234, 2020
Research5 citationsJoint host-network power scaling with minimizing VM migration in SDN-enabled cloud data centers
T Chakraborty, AN Toosi, C Kopp, P Stuckey, J Mahet
2020 IEEE/ACM 13th International Conference on Utility and Cloud Computing …, 2020
Research4 citationsString constraint solving: Past, present and future
R Amadini, G Gange, P Schachte, H Søndergaard, PJ Stuckey
European Conference on Artificial Intelligence 2020, 2875-2876, 2020
Machine Learning4 citationsSeasonal averaged one-dependence estimators: a novel algorithm to address seasonal concept drift in high-dimensional stream classification
R Godahewa, T Yann, C Bergmeir, F Petitjean
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
Research3 citationsLarge neighborhood search for temperature control with demand response
E Lam, F de Nijs, PJ Stuckey, D Azuatalam, A Liebman
International Conference on Principles and Practice of Constraint …, 2020
Optimization3 citationsShifting the balance-of-power in stv elections
M Blom, A Conway, PJ Stuckey, VJ Teague
International Joint Conference on Electronic Voting, 1-18, 2020
Research3 citationsDashed strings and the replace (-all) constraint
R Amadini, G Gange, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2020
Machine Learning3 citationsThe argmax constraint
G Gange, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2020
Machine Learning3 citationsComputer modeling of a potential agent against SARS‐Cov‐2 (COVID‐19) protease
AM Lesk, AS Konagurthu, L Allison, MG de La Banda, PJ Stuckey, ...
Machine Learning3 citationsRandom errors are not necessarily politically neutral
M Blom, A Conway, PJ Stuckey, VJ Teague, D Vukcevic
International Joint Conference on Electronic Voting, 19-35, 2020
Research2 citationsImproving single and multi-view blockmodelling by algebraic simplification
R Ramteke, PJ Stuckey, J Chan, K Ramamohanarao, J Bailey, C Leckie, ...
2020 International Joint Conference on Neural Networks (IJCNN), 1-7, 2020
Machine Learning2 citations
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