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 43 of 99
2016
A forecasting methodology for workload forecasting in cloud systems
FJ Baldan, S Ramirez-Gallego, C Bergmeir, F Herrera, JM Benitez
IEEE Transactions on Cloud Computing 6 (4), 929-941, 2016
Forecasting70 citationsA decomposition-based algorithm for the scheduling of open-pit networks over multiple time periods
ML Blom, AR Pearce, PJ Stuckey
Management Science 62 (10), 3059-3084, 2016
Optimization55 citationsImproved linearization of constraint programming models
G Belov, PJ Stuckey, G Tack, M Wallace
International Conference on Principles and Practice of Constraint …, 2016
Machine Learning55 citationsNonparametric Bayesian topic modelling with the hierarchical Pitman–Yor processes
KW Lim, W Buntine, C Chen, L Du
Bayesian Methods53 citationsPULP: A system for exploratory search of scientific literature
A Medlar, K Ilves, P Wang, W Buntine, D Glowacka
Proceedings of the 39th International ACM SIGIR conference on Research and …, 2016
Optimization45 citationsOn the stopping criteria for k-nearest neighbor in positive unlabeled time series classification problems
M González, C Bergmeir, I Triguero, Y Rodriguez, JM Benitez
Information Sciences 328, 42-59, 2016
Forecasting35 citationsExploiting sparsity in difference-bound matrices
G Gange, JA Navas, P Schachte, H Søndergaard, PJ Stuckey
International Static Analysis Symposium, 189-211, 2016
Research33 citationsBibliographic analysis on research publications using authors, categorical labels and the citation network
KW Lim, W Buntine
Machine Learning 103 (2), 185-213, 2016
Optimization31 citationsMemetic algorithms with local search chains in R: the Rmalschains package
C Bergmeir, D Molina, JM Benítez
Journal of Statistical Software 75, 1-33, 2016
Machine Learning28 citationsOn CNF encodings of decision diagrams
I Abío, G Gange, V Mayer-Eichberger, PJ Stuckey
International Conference on AI and OR Techniques in Constraint Programming …, 2016
Research28 citationsLagrangian constrained clustering
M Ganji, J Bailey, PJ Stuckey
Proceedings of the 2016 SIAM International Conference on Data Mining, 288-296, 2016
Machine Learning23 citationsBreaking symmetries in graphs: The nauty way
M Codish, G Gange, A Itzhakov, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2016
Research13 citations
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