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 56 of 99
2013
ACM Transactions on Intelligent Systems and Technology (TIST) Volume 5 Issue 1
DH Xiong, DS Shekhar, DA Tuzhilin, F Bonchi, W Buntine, R Gavaldá, ...
ACM 5 (1), 2013
ResearchIntroduction: special issue of selected papers of ACML 2012
ZH Zhou, WS Lee, SCH Hoi, W Buntine, H Motoda
Machine Learning 92 (2), 221-223, 2013
ResearchNumerical Algorithms for the Analysis of Expert Opinions Elicited in Text Format
WP Malcolm, W Buntine
ResearchNumerical Algorithms for the Analysis of Expert Opinions Elicited in Text Format: DSTO-TR-2797
WP Malcolm, W Buntine
DSTO Formal Reports, 2013
Research
2012
On the use of cross-validation for time series predictor evaluation
C Bergmeir, JM Benítez
Information Sciences 191, 192-213, 2012
Forecasting1,464 citationsNeural networks in R using the Stuttgart neural network simulator: RSNNS
C Bergmeir, JM Benítez
Journal of Statistical Software 46, 1-26, 2012
Machine Learning436 citations- Research200 citations
Segmentation of cervical cell nuclei in high-resolution microscopic images: a new algorithm and a web-based software framework
C Bergmeir, MG Silvente, JM Benítez
Computer methods and programs in biomedicine 107 (3), 497-512, 2012
Research154 citationsSequential latent Dirichlet allocation
L Du, W Buntine, H Jin, C Chen
Knowledge and information systems 31 (3), 475-503, 2012
Research86 citationsScore-based Bayesian skill learning
S Guo, S Sanner, T Graepel, W Buntine
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2012
Bayesian Methods48 citationsSignedness-agnostic program analysis: Precise integer bounds for low-level code
JA Navas, P Schachte, H Søndergaard, PJ Stuckey
Asian Symposium on Programming Languages and Systems, 115-130, 2012
Research40 citationsMaximising the net present value for resource-constrained project scheduling
A Schutt, G Chu, PJ Stuckey, MG Wallace
International conference on integration of artificial intelligence (AI) and …, 2012
Machine Learning36 citations
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