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 23 of 99
2021
Multilingual Neural Machine Translation: Can Linguistic Hierarchies Help?
F Saleh, W Buntine, G Haffari, L Du
arXiv preprint arXiv:2110.07816, 2021
Machine Learning7 citationsCurriculum learning effectively improves low data VQA
N Askarian, E Abbasnejad, I Zukerman, W Buntine, G Haffari
Australasian Language Technology Association Workshop 2021, 22-33, 2021
Research7 citationsDisjunctive interval analysis
G Gange, JA Navas, P Schachte, H Søndergaard, PJ Stuckey
International Static Analysis Symposium, 144-165, 2021
Research6 citationsCitation context-based topic models: discovering cited and citing topics from full text
L Zou, X Liu, W Buntine, Y Liu
Library Hi Tech 39 (4), 1063-1083, 2021
Research6 citationsTransformation-enabled precondition inference
B Kafle, G Gange, PJ Stuckey, P Schachte, H Søndergaard
Theory and Practice of Logic Programming 21 (6), 700-716, 2021
Bayesian Methods5 citationsVariance-Seeking Meta-Exploration to Handle Out-of-Distribution Tasks
YS Grewal, F de Nijs, S Goodwin
Deep RL Workshop NeurIPS 2021, 2021
Research4 citationsssc: An R Package for Semi-Supervised Classification
M González, O Rosado, JD Rodríguez, C Bergmeir, I Triguero, JM Benítez
R package version 2021, 21-0, 2021
Research3 citationsFurther improved heuristics for conflict-based search
E Boyarski, A Felner, P Le Bodic, DD Harabor, PJ Stuckey, S Koenig
Proceedings of the International Symposium on Combinatorial Search 12 (1 …, 2021
Optimization2 citations- Bayesian Methods2 citations
Optimising training for service delivery
I Senthooran, P Le Bodic, PJ Stuckey
International Conference on Principles and Practice of Constraint …, 2021
Machine Learning2 citationsDependency learning graph neural network for multivariate forecasting
A Patel, A Sriramulu, C Bergmeir, N Fourrier
International Conference on Neural Information Processing, 114-123, 2021
Machine Learning1 citationsOn identifying statistical redundancy at the level of amino acid subsequences
S Rajapaksa, D Sumanaweera, MG de La Banda, P Stuckey, D Abramson, ...
2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM …, 2021
Research1 citations
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