Research map / Probabilistic and scientific modeling / Uncertainty and Gaussian processes
Structured Bayesian Networks: From Inference to Learning with Routes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use PSDD compilation instead of jointree sparse-table inference | SBN exact inference (MPE) · SF map 10,500 edges | evaluation time (s): 607.294 -> 60.136 | Helped |
| use PSDD compilation instead of jointree | SBN exact inference · SF map 910 edges | evaluation time (s): 7.374 -> 2.223 | Helped |
| learn binary hmap with bottom-up matching heuristic instead of random hmap | SBN route prediction · Route prediction, cabspotting | DSN: 0.300 -> 0.250 | Helped |
| learn binary hmap with heuristic instead of random | SBN route prediction · Route prediction, cabspotting | trip length difference: 0.147 -> 0.076 | Helped |
| learn hmap with heuristic instead of random | SBN · Route prediction, cabspotting | Hausdorff distance: 0.120 -> 0.089 | Helped |
| learn hmap with heuristic instead of random | SBN · Route prediction, cabspotting | invalid routes (train / test): 3,833 / 59 -> 2,791 / 41 | Helped |
| use SBN with binary hmap classifier instead of logistic regression / naive Bayes | Taxi vs Google route classification · route classification | accuracy | Helped |
Closest papers by meaning
- Conditional PSDDs: Modeling and Learning With Modular Knowledge (AAAI 2018 · similarity 0.90)
- Extendable and Iterative Structure Learning Strategy for Bayesian Networks (ICLR 2025 · similarity 0.87)
- Learning Fast-Inference Bayesian Networks (NeurIPS 2021 · similarity 0.86)
- Tractability in Structured Probability Spaces (NeurIPS 2017 · similarity 0.86)
- Learning Bayesian Networks with Low Rank Conditional Probability Tables (NeurIPS 2019 · similarity 0.86)
- Turbocharging Treewidth-Bounded Bayesian Network Structure Learning (AAAI 2021 · similarity 0.85)
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