Judea Pearl
- Causes and Explanations: A Structural-Model Approach. Part I: Causes
2005/11/09 by Joseph Y. Halpern, Judea Pearl · 44 citations
Computer Science · Mathematics · Arts and Humanities · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques #Philosophy and History of Science
- Direct and Indirect Effects
2013/01/10 by Judea Pearl, Pearl, Judea · 62 citations
Decision Sciences · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
- 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
- Causal Diagrams for Epidemiologic Research
1999/01/01 by Sander Greenland, Judea Pearl, James M. Robins · 42 citations
Mathematics · #Advanced Causal Inference Techniques
- A Crash Course in Good and Bad Controls
2022/05/20 by Carlos Cinelli, Andrew Forney, Judea Pearl · 1 voice · 57 citations
Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods and Bayesian Inference
- Causes and Explanations: A Structural-Model Approach. Part II: Explanations
2005/11/09 by Joseph Y. Halpern, Judea Pearl · 17 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques
- Probabilities of Causation: Bounds and Identification
2000/10/01 by Jin Tian, Tian, Jin, Judea Pearl +1 · 1 voice · 11 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- External Validity: From Do-Calculus to Transportability Across Populations
2014/11/01 by Judea Pearl, Elias Bareinboim · 17 citations
Arts and Humanities · Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Philosophy and History of Science
- 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
- Eight Myths About Causality and Structural Equation Models
2013/01/01 by Kenneth A. Bollen, Judea Pearl · 1 voice · 6 citations
Computer Science · Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Qualitative Comparative Analysis Research
- Identification of Conditional Interventional Distributions
2012/06/27 by Ilya Shpitser, Judea Pearl, Shpitser, Ilya +1 · 5 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Statistical Methods and Inference #Advanced Causal Inference Techniques
- 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
- [Bayesian Analysis in Expert Systems]: Comment: Graphical Models, Causality and Intervention
1993/08/01 by Judea Pearl · 2 citations
- Causes of Effects: Learning individual responses from population data
2021/04/28 by Scott N. Mueller, Mueller, Scott, Ang Li +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)
- 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 Ang Li, Li, Ang, Judea Pearl +1 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences