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» Optimal Causal Inference
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UAI
2008
13 years 10 months ago
Almost Optimal Intervention Sets for Causal Discovery
We conjecture that the worst case number of experiments necessary and sufficient to discover a causal graph uniquely given its observational Markov equivalence class can be specif...
Frederick Eberhardt
IJON
2010
189views more  IJON 2010»
13 years 7 months ago
Inference and parameter estimation on hierarchical belief networks for image segmentation
We introduce a new causal hierarchical belief network for image segmentation. Contrary to classical tree structured (or pyramidal) models, the factor graph of the network contains...
Christian Wolf, Gérald Gavin
AAAI
2004
13 years 10 months ago
Branching and Pruning: An Optimal Temporal POCL Planner Based on Constraint Programming
A key feature of modern optimal planners such as Graphplan and Blackbox is their ability to prune large parts of the search space. Previous Partial Order Causal Link (POCL) planne...
Vincent Vidal, Hector Geffner
AIED
2007
Springer
14 years 9 days ago
Optimizing Student Models for Causality
Complex student models often include key parameters critical to their behavior and effectiveness. For example, one meta-cognitive model of student help-seeking in intelligent tutor...
Benjamin Shih, Kenneth R. Koedinger, Richard Schei...
DC
2006
13 years 8 months ago
Optimal propagation-based protocols implementing causal memories
Roberto Baldoni, Alessia Milani, Sara Tucci Piergi...