Manuele Leonelli
6 papers · 2020–2024 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Artificial Intelligence
(5)
Machine Learning
(5)
Bayesian & Probabilistic · Artificial Intelligence
(4)
Bayesian & Probabilistic · Machine Learning
(3)
Core Methods
(3)
Mathematics & Optimization
(2)
Learning Types
(2)
Knowledge & Reasoning
(1)
Core AI
(1)
Mathematics
(1)
Optimization
(1)
Optimization & Theory
(1)
Reasoning
(1)
Keywords
staged tree model
(3)
graphical model
(2)
sensitivity analysis
(2)
bayesian network
(2)
causal discovery
(1)
automatic differentiation
(1)
structural learning
(1)
exact inference
(1)
supervised classification
(1)
variable elimination
(1)
conditional independence
(1)
expectation-maximization algorithm
(1)
probabilistic graphical model
(1)
gaussian graphical model
(1)
parameter importance
(1)
missing data
(1)
categorical data
(1)
staged tree
(1)
asymmetric relationship
(1)
structural intervention distance
(1)
Papers
Context-Specific Refinements of Bayesian Network Classifiers
PGM 2024
Learning Staged Trees from Incomplete Data
PGM 2024
Context-Specific Causal Discovery for Categorical Data Using Staged Trees
AISTATS 2023
Highly Efficient Structural Learning of Sparse Staged Trees
PGM 2022
You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks
PGM 2022
Model-Preserving Sensitivity Analysis for Families of Gaussian Distributions
JMLR 2020