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 22 of 99
2021
Causal inference using global forecasting models for counterfactual prediction
P Grecov, K Bandara, C Bergmeir, K Ackermann, S Campbell, D Scott, ...
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 282-294, 2021
Forecasting11 citationsContent-aware listwise collaborative filtering
R Ravanifard, A Mirzaei, W Buntine, M Safayani
Neurocomputing 461, 479-493, 2021
Research11 citationsI Know What You Know: What Hand Movements Reveal about Domain Expertise
S Oviatt, J Lin, A Sriramulu
ACM Transactions on Interactive Intelligent Systems 11 (1), 1-26, 2021
Machine Learning10 citationsEnvironmental sound classification on the edge: Deep acoustic networks for extremely resource-constrained devices
M Mohaimenuzzaman, C Bergmeir, IT West, B Meyer
arXiv preprint arXiv:2103.03483, 2021
Machine Learning10 citationsforecast: Forecasting functions for time series and linear models (Version 8.14)
R Hyndman, G Athanasopoulos, C Bergmeir, G Caceres, L Chhay, ...
Forecasting10 citationsJump point search with temporal obstacles
S Hu, DD Harabor, G Gange, PJ Stuckey, NR Sturtevant
Proceedings of the International Conference on Automated Planning and …, 2021
Optimization10 citationsRecommending content using side information
R Ravanifard, W Buntine, A Mirzaei
Applied Intelligence 51 (6), 3353-3374, 2021
Research10 citationsIeee-cis technical challenge on predict+ optimize for renewable energy scheduling
C Bergmeir, F de Nijs, S Ferraro, L Magdalena, P Stuckey, Q Bui, ...
URL: https://dx. doi. org/10.21227/1x9c-0161, doi 10, 2021
Optimization9 citationsA look at the evaluation setup of the m5 forecasting competition
H Hewamalage, P Montero-Manso, C Bergmeir, RJ Hyndman
arXiv preprint arXiv:2108.03588, 2021
Forecasting8 citationsCustomised shortest paths using a distributed reverse oracle
A Mahéo, S Zhao, A Hassan, DD Harabor, PJ Stuckey, M Wallace
Proceedings of the international symposium on combinatorial search 12 (1), 79-87, 2021
Multi-Agent Systems8 citationsAuditing hamiltonian elections
M Blom, PB Stark, PJ Stuckey, V Teague, D Vukcevic
International Conference on Financial Cryptography and Data Security, 235-250, 2021
Research8 citationsVersatile and robust transient stability assessment via instance transfer learning
S Meghdadi, G Tack, A Liebman, N Langrené, C Bergmeir
2021 IEEE Power & Energy Society General Meeting (PESGM), 1-5, 2021
Research7 citations
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