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 20 of 99
2021
Pairwise symmetry reasoning for multi-agent path finding search
J Li, D Harabor, PJ Stuckey, H Ma, G Gange, S Koenig
Artificial Intelligence 301, 103574, 2021
Machine Learning135 citationsTopic model or topic twaddle? Re-evaluating demantic interpretability measures
C Doogan, W Buntine
North American Association for Computational Linguistics 2021, 3824-3848, 2021
Research117 citationsAll labels are not created equal: Enhancing semi-supervision via label grouping and co-training
I Nassar, S Herath, E Abbasnejad, W Buntine, G Haffari
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2021
Machine Learning80 citationsEnsembles of localised models for time series forecasting
R Godahewa, K Bandara, GI Webb, S Smyl, C Bergmeir
Knowledge-Based Systems 233, 107518, 2021
Forecasting76 citationsScalable rail planning and replanning: Winning the 2020 flatland challenge
J Li, Z Chen, Y Zheng, SH Chan, D Harabor, PJ Stuckey, H Ma, S Koenig
Proceedings of the international conference on automated planning and …, 2021
Machine Learning71 citationsSQAPlanner: Generating data-informed software quality improvement plans
D Rajapaksha, C Tantithamthavorn, J Jiarpakdee, C Bergmeir, J Grundy, ...
IEEE Transactions on Software Engineering 48 (8), 2814-2835, 2021
Research65 citationsMachine learning algorithms for predicting and risk profiling of cardiac surgery-associated acute kidney injury
JC Penny-Dimri, C Bergmeir, CM Reid, J Williams-Spence, AD Cochrane, ...
Seminars in thoracic and cardiovascular surgery 33 (3), 735-745, 2021
Machine Learning61 citationsTransformer over pre-trained transformer for neural text segmentation with enhanced topic coherence
K Lo, Y Jin, W Tan, M Liu, L Du, W Buntine
arXiv preprint arXiv:2110.07160, 2021
Machine Learning61 citationsCutting to the core of pseudo-boolean optimization: Combining core-guided search with cutting planes reasoning
J Devriendt, S Gocht, E Demirović, J Nordström, PJ Stuckey
Proceedings of the AAAI Conference on Artificial Intelligence 35 (5), 3750-3758, 2021
Optimization54 citationsConstrained Multiagent Markov Decision Processes: a Taxonomy of Problems and Algorithms
F de Nijs, E Walraven, M De Weerdt, M Spaan
Journal of Artificial Intelligence Research 70, 955-1001, 2021
Machine Learning52 citationsDiversity enhanced active learning with strictly proper scoring rules
W Tan, L Du, W Buntine
Advances in Neural Information Processing Systems 34, 10906-10918, 2021
Research45 citationsOptimal decision trees for nonlinear metrics
E Demirović, PJ Stuckey
Proceedings of the AAAI conference on artificial intelligence 35 (5), 3733-3741, 2021
Research44 citations
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