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 59 of 99
2012
Worldwide AI
N Barnes, P Baumgartner, H Tiberio Caetano, GK Durrant-Whyte, ...
AI Magazine 33 (3), 115-128, 2012
Machine LearningAI@ NICTA
N Barnes, P Baumgartner, T Caetano, H Durrant-Whyte, G Klein, ...
Ai Magazine 33 (3), 115-115, 2012
Machine LearningA General Implementation Framework
PC de Guzmán, M Carro, MV Hermenegildo, P Stuckey
Functional and Logic Programming: 11th International Symposium, FLOPS 2012 …, 2012
ResearchAn improved Lagrangian relaxation method for maximising the net present value of large resource-constrained projects
H Gu, MG Wallace, PJ Stuckey
International Symposium on the Mathematical Theory of Networks and Systems, 2012
Machine LearningPreface: Demo session
M Van Leeuwen, F Bonchi, M Berlingerio, WL Buntine, R Trasarti, ...
IEEE International Conference on Data Mining Workshops 2012, 2012
Research
2011
Improving topic coherence with regularized topic models
D Newman, EV Bonilla, W Buntine
Advances in neural information processing systems 24, 2011
Research284 citationsAutomatic generation of protein structure cartoons with Pro-origami
A Stivala, M Wybrow, A Wirth, JC Whisstock, PJ Stuckey
Bioinformatics 27 (23), 3315-3316, 2011
Research215 citationsExplaining the cumulative propagator
A Schutt, T Feydy, PJ Stuckey, MG Wallace
Constraints 16 (3), 250-282, 2011
Machine Learning148 citationsLeave-one-out cross-validation
GI Webb, C Sammut, C Perlich, T Horváth, S Wrobel, KB Korb, WS Noble, ...
Encyclopedia of machine learning, 600-601, 2011
Research105 citationsSampling table configurations for the hierarchical Poisson-Dirichlet process
C Chen, L Du, W Buntine
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2011
Research58 citationsSolving talent scheduling with dynamic programming
M Garcia de la Banda, PJ Stuckey, G Chu
INFORMS Journal on Computing 23 (1), 120-137, 2011
Optimization55 citationsHalf reification and flattening
T Feydy, Z Somogyi, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2011
Research46 citations
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