Pearl, Judea
- Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution
2018/01/11 by Judea Pearl, Pearl, Judea · 1 voice · 4 citations
#cs.LG #cs.AI #stat.ML
- Direct and Indirect Effects
2013/01/10 by Pearl, Judea · 43 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
- Causes and Explanations: A Structural-Model Approach, Part I: Causes
2000/11/07 by Halpern, Joseph Y., Pearl, Judea · 11 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #I.2.4
- Probabilities of Causation: Bounds and Identification
2013/01/16 by Tian, Jin, Pearl, Judea · 11 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Graphical Models for Processing Missing Data
2018/01/10 by Mohan, Karthika, Pearl, Judea · 10 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- Causal Discovery from Changes
2013/01/10 by Jin Tian, Tian, Jin, Judea Pearl +1 · 10 citations
Computer Science · #Bayesian Modeling and Causal Inference #Data Mining Algorithms and Applications #Rough Sets and Fuzzy Logic
- Counterfactual Probabilities: Computational Methods, Bounds and Applications
2013/02/27 by Balke, Alexander, Pearl, Judea · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Causes and Explanations: A Structural-Model Approach. Part II: Explanations
2002/08/20 by Halpern, Joseph Y., Pearl, Judea · 5 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #I.2.4
- What Counterfactuals Can Be Tested
2012/06/20 by Shpitser, Ilya, Pearl, Judea · 5 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Identification of Conditional Interventional Distributions
2012/06/27 by Ilya Shpitser, Shpitser, Ilya, Judea Pearl +1 · 5 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Statistical Methods and Inference #Advanced Causal Inference Techniques
- Causal Networks: Semantics and Expressiveness
2013/03/27 by Verma, Tom S., Pearl, Judea · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Personalized Decision Making -- A Conceptual Introduction
2022/08/19 by Mueller, Scott, Pearl, Judea · 6 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Methodology (stat.ME)
- On Measurement Bias in Causal Inference
2012/03/15 by Judea Pearl, Pearl, Judea · 4 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques #Statistical Methods and Inference
- Causal Inference by Surrogate Experiments: z-Identifiability
2012/10/16 by Bareinboim, Elias, Pearl, Judea · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
- Probabilistic Evaluation of Sequential Plans from Causal Models with Hidden Variables
2013/02/20 by Pearl, Judea, Robins, James M. · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Causes of Effects: Learning individual responses from population data
2021/04/28 by Scott N. Mueller, Ang Li, Mueller, Scott +3 · 2 citations
Computer Science · #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME)
- Confounding Equivalence in Causal Inference
2012/03/15 by Pearl, Judea, Paz, Azaria · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
- Graphical Condition for Identification in recursive SEM
2012/06/27 by Brito, Carlos, Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
- The Do-Calculus Revisited
2012/10/16 by Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
- On the Testability of Causal Models with Latent and Instrumental Variables
2013/02/20 by Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- A Probabilistic Calculus of Actions
2013/02/27 by Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Counterfactuals and Policy Analysis in Structural Models
2013/02/20 by Balke, Alexander, Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- On the Testable Implications of Causal Models with Hidden Variables
2012/12/12 by Tian, Jin, Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- The Recovery of Causal Poly-Trees from Statistical Data
2013/03/27 by Rebane, George, Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Incorporating Knowledge into Structural Equation Models using Auxiliary\n Variables
2015/11/10 by Bryant Chen, Judea Pearl, Chen, Bryant +3 · 1 citation
Computer Science · Mathematics · Biochemistry, Genetics and Molecular Biology · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques #Metabolomics and Mass Spectrometry Studies
- Probabilities of Causation with Nonbinary Treatment and Effect
2022/08/19 by Ang Li, Li, Ang, Judea Pearl +1 · 1 citation
Arts and Humanities · Mathematics · #Advanced Causal Inference Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Philosophy and History of Science #Statistical Methods in Clinical Trials
- Probabilities of Causation: Role of Observational Data
2022/10/17 by Li, Ang, Pearl, Judea · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences