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 16 of 99
2022
A generative deep learning framework across time series to optimize the energy consumption of air conditioning systems
R Godahewa, C Deng, A Prouzeau, C Bergmeir
IEEE Access 10, 6842-6855, 2022
Machine Learning18 citationsFlex distribution for bounded-suboptimal multi-agent path finding
SH Chan, J Li, G Gange, D Harabor, PJ Stuckey, S Koenig
Proceedings of the AAAI Conference on Artificial Intelligence 36 (9), 9313-9322, 2022
Multi-Agent Systems15 citationsEliminating the impossible, whatever remains must be true
J Yu, A Ignatiev, PJ Stuckey, N Narodytska, J Marques-Silva
arXiv preprint arXiv:2206.09551, 2022
Machine Learning14 citationsProbabilistic causal effect estimation with global neural network forecasting models
P Grecov, AN Prasanna, K Ackermann, S Campbell, D Scott, DI Lubman, ...
IEEE Transactions on Neural Networks and Learning Systems 35 (4), 4999-5013, 2022
Machine Learning11 citationsOn the reliability and the limits of inference of amino acid sequence alignments
S Rajapaksa, D Sumanaweera, AM Lesk, L Allison, PJ Stuckey, ...
Bioinformatics 38 (Supplement_1), i255-i263, 2022
Bayesian Methods11 citationsA FastMap-based algorithm for block modeling
A Li, P Stuckey, S Koenig, TKS Kumar
International Conference on Integration of Constraint Programming …, 2022
Research10 citationsMulti-agent path finding with temporal jump point search
S Hu, DD Harabor, G Gange, PJ Stuckey, NR Sturtevant
Proceedings of the International Conference on Automated Planning and …, 2022
Optimization9 citationsHardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios
ND Nguyen, L Du, W Buntine, C Chen, R Beare
arXiv e-prints, arXiv: 2211.05980, 2022
Machine Learning9 citationsOn the effect of isotropy on VAE representations of text
L Zhang, W Buntine, E Shareghi
Annual Meeting of the Association of Computational Linguistics 2022, 694-701, 2022
Research9 citationsA first approach to risk-limiting audits for single transferable vote elections
M Blom, PJ Stuckey, V Teague, D Vukcevic
International Conference on Financial Cryptography and Data Security, 366-380, 2022
Research8 citations’Hara-Wild
R Hyndman, G Athanasopoulos, C Bergmeir, G Caceres, L Chhay, ...
Research7 citationsImproving time-dependent contraction hierarchies
B Shen, MA Cheema, DD Harabor, PJ Stuckey
Proceedings of the International Conference on Automated Planning and …, 2022
Research7 citations
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