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 18 of 99
2022
Auditing ranked voting elections with Dirichlet-tree models: first steps
F Everest, M Blom, PB Stark, PJ Stuckey, V Teague, D Vukcevic
arXiv preprint arXiv:2206.14605, 2022
Research1 citationsSelecting and scheduling an optimal subset of road network upgrades
AD Stivala, PJ Stuckey, MG Wallace
arXiv preprint arXiv:2204.10175, 2022
Optimization1 citationsFindings of the association for computational linguistics: Aacl-ijcnlp 2022
Y He, H Ji, S Li, Y Liu, CH Chang
Findings of the Association for Computational Linguistics: AACL-IJCNLP 2022, 2022
Research1 citationsENDASh: Embedding Neighbourhood Dissimilarity with Attribute Shuffling for Graph Anomaly Detection
Q Wang, M Salehi, JS Low, W Buntine, C Leckie
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 17-29, 2022
Research1 citationsDealing with missing data using attention and latent space regularization
JC Penny-Dimri, C Bergmeir, J Smith
arXiv preprint arXiv:2211.07059, 2022
ResearchRNN-BOF: A Multivariate Global Recurrent Neural Network for Binary Outcome Forecasting of Inpatient Aggression
A Quinn, M Simmons, B Spivak, C Bergmeir
2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022
Machine LearningA FastMap-Based Algorithm for Block
A Lil, P Stuckey, S Koenig¹, TKS Kumar¹
Integration of Constraint Programming, Artificial Intelligence, and …, 2022
ResearchAssessing the accuracy of the Australian Senate count: Key steps for a rigorous and transparent audit
M Blom, PB Stark, PJ Stuckey, V Teague, D Vukcevic
arXiv preprint arXiv:2205.14634, 2022
ResearchModelling zeros in blockmodelling
LAF Park, M Ganji, E Demirovic, J Chan, P Stuckey, J Bailey, C Leckie, ...
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 187-198, 2022
ResearchOptimization of the Storage Location Assignment Problem Using Nested Annealing
J Oxenstierna, LJ van Rensburg, PJ Stuckey, V Krueger
International Conference on Operations Research and Enterprise Systems, 220-244, 2022
OptimizationFitting AI Technology to Complex Policy Problems: Phase 1 Report
M Bolton, T Chan, R O'Connor, R Pearson, I Senthooran, P Stuckey
Monash University, 2022
Machine LearningExplaining propagation for Gini and spread with variable mean
A Ek, A Schutt, PJ Stuckey, G Tack
International Conference on Principles and Practice of Constraint …, 2022
Machine Learning
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