Jose M. Peña
10 papers · 1999–2024 · 4 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Ultra 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (19)
🐺
Lone Wolf
(5)
🏆
Keyword Champion
(2)
📈
Trend Setter
💎
Century Club · Bronze
🚀
Conference Pioneer
Venues
Top co-authors
Research topics
Artificial Intelligence
(7)
Machine Learning
(7)
Mathematics & Optimization
(5)
Core AI
(5)
Core Methods
(5)
Bayesian & Probabilistic · Artificial Intelligence
(4)
Mathematics
(3)
Optimization & Theory
(3)
Deep Learning
(2)
Knowledge & Reasoning
(2)
Bayesian & Probabilistic · Machine Learning
(2)
Models
(2)
Optimization
(2)
Reasoning
(2)
Healthcare & Medicine
(1)
Keywords
average causal effect
(3)
normalizing flow
(3)
graphical model
(2)
structural causal model
(2)
causal inference
(2)
conditional independence
(2)
counterfactual inference
(2)
chain graph
(2)
gene expression
(1)
gaussian copula
(1)
public policy
(1)
polynomial time
(1)
answer set programming
(1)
bayesian inference
(1)
sensitivity analysis
(1)
causal discovery
(1)
gaussian distribution
(1)
gene expression analysis
(1)
markov property
(1)
structural equation model
(1)
Papers
$ρ$-GNF: A Copula-based Sensitivity Analysis to Unobserved Confounding Using Normalizing Flows
PGM 2024
Alternative Measures of Direct and Indirect Effects
PGM 2024
Counterfactually-Equivalent Structural Causal Modelling Using Causal Graphical Normalizing Flows
PGM 2024
Personalized Public Policy Analysis in Social Sciences Using Causal-Graphical Normalizing Flows
AAAI 2022
Unifying DAGs and UGs
PGM 2018
Learning Acyclic Directed Mixed Graphs from Observations and Interventions
PGM 2016
Faithfulness in Chain Graphs: The Gaussian Case
AISTATS 2011
An Algorithm for Reading Dependencies from the Minimal Undirected Independence Map of a Graphoid that Satisfies Weak Transitivity
JMLR 2009
Consistent Feature Selection for Pattern Recognition in Polynomial Time
JMLR 2007
Approximate Counting of Graphical Models Via MCMC
AISTATS 1999