- A causal framework for the drivers of animal social network structure
2025/09/08 by Ben Kawam, Julia Ostner, Richard McElreath +2 · 1 voice · 2 citations
Agricultural and Biological Sciences · Psychology · Social Sciences · #Animal Behavior and Reproduction #Bayesian network #Bayesian probability #Causal inference #Causal model #Causal structure #Estimator #Evolutionary Game Theory and Cooperation #Inference #Primate Behavior and Ecology #Set (abstract data type) #Statistical inference #Workflow
- CAMA: Enhancing Mathematical Reasoning in Large Language Models with Causal Knowledge
2025/08/04 by Lei Zan, Zan, Lei, Keli Zhang +5 · 1 citation
Computer Science · Materials Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Causal model #Causal reasoning #Causality (physics) #FOS: Computer and information sciences #Knowledge representation and reasoning #Language model #Machine Learning (cs.LG) #Machine Learning in Materials Science #Prior probability #Range (aeronautics) #Representation (politics) #Topic Modeling
- Spatiotemporal causal inference with arbitrary spillover and carryover effects: Airstrikes and insurgent violence in the Iraq War
2025/04/04 by Mitsuru Mukaigawara, Mukaigawara, Mitsuru, Kosuke Imai +5 · 2 voices
Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Aggregate data #Causal inference #Causal model #Causality (physics) #Inference #Mediation #Panel data #Qualitative Comparative Analysis Research #Spillover effect #Terrorism, Counterterrorism, and Political Violence #stat.AP #stat.ME
- Causal models for longitudinal and panel data: a survey
2024/06/28 by Dmitry Arkhangelsky, Guido W. Imbens · 1 voice · 2 citations
Mathematics · Psychology · #Advanced Causal Inference Techniques #Causal model #Computer science #Data mining #Data science #Econometrics #Estimator #Fixed effects model #Longitudinal data #Mathematics #Panel data #Psychological intervention #Psychology #Statistics #Survey data collection
- Hierarchical Causal Models
2024/01/10 by Eli N. Weinstein, Weinstein, Eli N., David M. Blei +1 · 2 voices · 5 citations
Computer Science · Mathematics · #Artificial intelligence #Bayesian Modeling and Causal Inference #Bayesian hierarchical modeling #Bayesian inference #Bayesian probability #Causal inference #Causal model #Computer science #Data mining #Ecology #Econometrics #Graphical model #Hierarchical database model #Identification (biology) #Machine learning #Mathematics #Multilevel model #Statistics
- Applying Large Language Models for Causal Structure Learning in Non Small Cell Lung Cancer
2023/11/13 by Narmada Naik, Naik, Narmada, Ayush Khandelwal +21 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · Social Sciences · #Applications (stat.AP) #Artificial Intelligence (cs.AI) #Artificial intelligence #Bayesian network #Biomedical Text Mining and Ontologies #Causal model #Computational and Text Analysis Methods #Computer science #Data mining #Data science #FOS: Computer and information sciences #Key (lock) #Machine Learning (cs.LG) #Machine learning #Medicine #Pathology #Set (abstract data type) #Topic Modeling #Topic model
- Experimentally manipulating mediating processes: Why and how to examine mediation using statistical moderation analyses
2023/07/01 by Xiaoyu Ge · 8 citations
Mathematics · Psychology · Social Sciences · #Artificial intelligence #Behavioral and Psychological Studies #Causal chain #Causal inference #Causal model #Cognitive psychology #Computer science #Control (management) #Cultural Differences and Values #Econometrics #Mathematics #Mediation #Moderated mediation #Moderation #Process (computing) #Psychology #Research design #Social and Intergroup Psychology #Social psychology #Statistical hypothesis testing #Statistics
- High Fidelity Image Counterfactuals with Probabilistic Causal Models
2023/06/27 by Fabio De Sousa Ribeiro, Tian Xia, Ribeiro, Fabio De Sousa +7 · 14 citations
Computer Science · Mathematics · Psychology · #Artificial intelligence #Categorical variable #Causal inference #Causal model #Computer science #Counterfactual conditional #Counterfactual thinking #Econometrics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Fidelity #Generative grammar #Leverage (statistics) #Machine Learning (cs.LG) #Machine Learning in Healthcare #Machine learning #Mathematics #Methodology (stat.ME) #Programming language #Psychology #Social psychology #Soundness #Statistics #Topic Modeling
- Causal inference with misspecified exposure mappings: separating definitions and assumptions
2023/03/16 by Fredrik Sävje, F Sävje · 3 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Artificial intelligence #Bayesian Modeling and Causal Inference #Causal inference #Causal model #Causal structure #Computer science #Econometrics #Inference #Mathematics #Statistical Methods and Inference #Statistics
- Practical Guide to Honest Causal Forests for Identifying Heterogeneous Treatment Effects
2023/02/24 by Neal Jawadekar, Katrina Kezios, Michelle C Odden +8 · 24 citations
Economics, Econometrics and Finance · Mathematics · Medicine · #Advanced Causal Inference Techniques #Artificial intelligence #Causal inference #Causal model #Computer science #Data science #Econometrics #Environmental health #Health Systems, Economic Evaluations, Quality of Life #Machine learning #Mathematics #Medicine #Population #Regression #Regression analysis #Statistical Methods and Inference #Statistics #Tree (set theory) #Variety (cybernetics)
- MR-DoC2: Bidirectional Causal Modeling with Instrumental Variables and Data from Relatives
2022/11/02 by Luis F. S. Castro-de-Araujo, Luís Fernando Silva Castro-de-Araujo, Madhurbain Singh +5 · 15 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · Psychology · #Advanced Causal Inference Techniques #Artificial intelligence #Biology #Causal inference #Causal model #Causality (physics) #Causation #Cognitive Abilities and Testing #Computer science #Confounding #Developmental psychology #Econometrics #Genetic Associations and Epidemiology #Genetic variants #Genetics #Inference #Instrumental variable #Mathematics #Mendelian randomization #Psychology #Statistics #Trait
- Causal Proxy Models for Concept-Based Model Explanations
2022/09/28 by Zhengxuan Wu, Wu, Zhengxuan, Karel D’Oosterlinck +7 · 1 citation
Computer Science · Mathematics · Psychology · #Algorithm #Artificial intelligence #Bayesian Modeling and Causal Inference #Causal consistency #Causal inference #Causal model #Causal reasoning #Computation and Language (cs.CL) #Computer science #Counterfactual conditional #Counterfactual thinking #Discrete mathematics #Econometrics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Heuristics #Linguistics #Machine learning #Mathematical economics #Mathematics #Philosophy #Proxy (statistics) #Psychology #Social psychology #Statistics #Theoretical computer science #Topic Modeling #Unpacking
- Tracing Causal Paths from Experimental and Observational Data
2022/04/14 by Xiang Zhou, Teppei Yamamoto · 14 citations
Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Causal analysis #Causal inference #Causal model #Computer science #Data mining #Data science #Econometrics #Electoral Systems and Political Participation #Framing (construction) #Machine learning #Mathematics #Mediation #Observational study #Path analysis (statistics) #Qualitative Comparative Analysis Research #Social science #Sociology #Statistics #Tracing
- That’s a Lot to Process! Pitfalls of Popular Path Models
2022/04/01 by Julia M. Rohrer, Paul Hünermund, Ruben C. Arslan +1 · 4 voices · 50 citations
Decision Sciences · Mathematics · Psychology · Social Sciences · #Advanced Causal Inference Techniques #Artificial intelligence #Causal inference #Causal model #Cognitive psychology #Computer science #Constraint (computer-aided design) #Econometrics #Economics #Epistemology #Evaluation and Performance Assessment #Independence (probability theory) #Inference #Machine learning #Mathematics #Mediation #Moderated mediation #Moderation #Path (computing) #Path analysis (statistics) #Process (computing) #Psychology #Qualitative Comparative Analysis Research #Social psychology #Social science #Sociology #Statistics
- From Statistical to Causal Learning
2022/04/01 by Bernhard Schölkopf, Schölkopf, Bernhard, Julius von Kügelgen +1 · 2 citations
Computer Science · Mathematics · Psychology · #Artificial Intelligence (cs.AI) #Artificial intelligence #Causal model #Causality (physics) #Cognitive science #Computer science #Data science #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine learning #Mathematics #Psychology #Statistical learning #Statistics Education and Methodologies
- Estimating Categorical Counterfactuals via Deep Twin Networks
2021/09/04 by Athanasios Vlontzos, Vlontzos, Athanasios, Bernhard Kainz +3 · 1 voice · 3 citations
Computer Science · Mathematics · Psychology · #Artificial intelligence #Bayesian Modeling and Causal Inference #Categorical variable #Causal inference #Causal model #Causal structure #Computer science #Counterfactual conditional #Counterfactual thinking #Econometrics #Explainable Artificial Intelligence (XAI) #Inference #Machine learning #Mathematics #Psychology #Social psychology #Statistics
- Survey Design, Order Effects, and Causal Mediation Analysis
2021/05/06 by Stephen Chaudoin, Brian J. Gaines, Avital Livny · 7 citations
Mathematics · Psychology · Social Sciences · #Advanced Causal Inference Techniques #Affect (linguistics) #Causal inference #Causal model #Computer science #Econometrics #Economics #Mathematics #Mediation #Microeconomics #Order (exchange) #Outcome (game theory) #Political science #Psychology #Set (abstract data type) #Social Capital and Networks #Social psychology #Statistics #Survey Methodology and Nonresponse
- RealCause: Realistic Causal Inference Benchmarking
2020/11/30 by Brady Neal, Chin-Wei Huang, Neal, Brady +3 · 9 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Artificial Intelligence (cs.AI) #Artificial intelligence #Bayesian Modeling and Causal Inference #Benchmark (surveying) #Benchmarking #Causal inference #Causal model #Computer science #Econometrics #Economics #Estimator #FOS: Computer and information sciences #Ground truth #Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine learning #Mathematics #Statistical Methods and Inference #Statistics #cs.AI #cs.LG #stat.ML
- Reinforcement Learning of Causal Variables Using Mediation Analysis
2020/10/29 by Tue Herlau, Rasmus Larsen, Herlau, Tue +1 · 1 citation
Computer Science · Mathematics · #68T05 #Artificial intelligence #Causal model #Causal structure #Causality (physics) #Computer science #FOS: Computer and information sciences #Generalization #Graph #I.2.6 #Machine Learning (cs.LG) #Machine learning #Mathematics #Mediation #Mobile Crowdsensing and Crowdsourcing #Reinforcement learning #Theoretical computer science
- Causal Inference and Data Fusion in Econometrics
2019/12/19 by Paul Hünermund, Hünermund, Paul, Elias Bareinboim +1 · 4 voices · 10 citations
Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Artificial intelligence #Causal inference #Causal model #Causal structure #Causality (physics) #Computer science #Econometrics #Economics #Generality #Identification (biology) #Inference #Leverage (statistics) #Machine learning #Mathematics #Nonparametric statistics #econ.EM
- Causal inference with confounders missing not at random
2019/08/19 by Shu Yang, S Yang, L Wang +3 · 13 citations
Mathematics · #Advanced Causal Inference Techniques #Artificial intelligence #Causal inference #Causal model #Computer science #Confounding #Econometrics #Estimator #Inference #Mathematics #Missing data #Nonparametric statistics #Observational study #Outcome (game theory) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics
- Causal Inference from Noise
2019/07/02 by Nevin Climenhaga, Lane DesAutels, Grant Ramsey · 1 voice · 1 citation
Computer Science · Mathematics · Medicine · Psychology · #Anomaly Detection Techniques and Applications #Artificial intelligence #Bayesian Modeling and Causal Inference #Causal inference #Causal model #Causality (physics) #Causation #Cognitive psychology #Computer science #Econometrics #Epistemology #Inference #Information retrieval #Intervention (counseling) #Mathematics #Medicine #Noise (video) #Philosophy #Psychology #Randomized controlled trial #Randomized experiment #Statistical Methods and Inference #Statistical inference #Statistics #sort
- Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms
2018/08/09 by Adarsh Subbaswamy, Suchi Saria, Subbaswamy, Adarsh +1 · 1 citation
Computer Science · Mathematics · Psychology · #Adversarial Robustness in Machine Learning #Bayesian Modeling and Causal Inference #Causal model #Computer science #Counterfactual thinking #Domain (mathematical analysis) #Econometrics #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Latent variable #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine learning #Mathematics #Normalization (sociology) #Psychology #Reliability (semiconductor) #Statistics #cs.LG #stat.ML
- Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution
2018/01/11 by Judea Pearl, Pearl, Judea · 1 voice · 6 citations
Computer Science · Mathematics · Psychology · #Artificial intelligence #Bayesian Modeling and Causal Inference #Causal inference #Causal model #Cognitive science #Computer science #Econometrics #Explainable Artificial Intelligence (XAI) #Inference #Machine learning #Psychology #cs.AI #cs.LG #stat.ML
- The logic of counterfactual analysis in case‐study explanation
2017/12/19 by James Mahoney, Rodrigo Barrenechea · 6 citations
Decision Sciences · Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Causal model #Computer science #Counterfactual conditional #Counterfactual thinking #Econometrics #Economics #Epistemology #Evaluation and Performance Assessment #Generality #Mathematical economics #Mathematics #Philosophy #Qualitative Comparative Analysis Research #Set (abstract data type) #Statistics
- Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies
2011/11/01 by Kosuke Imai, KOSUKE IMAI, Luke Keele +5 · 130 citations
Mathematics · Psychology · Social Sciences · #Advanced Causal Inference Techniques #Causal analysis #Causal inference #Causal model #Causal structure #Causality (physics) #Computer science #Econometrics #Framing (construction) #Marginal structural model #Mathematics #Mediation #Observational study #Psychology #Qualitative Comparative Analysis Research #Set (abstract data type) #Sociology #Statistics #Survey Sampling and Estimation Techniques #Unpacking
- What mediation analysis can (not) do
2011/05/21 by Klaus Fiedler, Malte Schott, Thorsten Meiser · 55 citations
Mathematics · Psychology · Social Sciences · #Advanced Causal Inference Techniques #Causal model #Computer science #Cultural Differences and Values #Econometrics #Interpretation (philosophy) #Mathematics #Mediation #Psychology #Social and Intergroup Psychology #Social psychology #Sociology #Spurious relationship #Statistics
- Building Better Causal Theories: A Fuzzy Set Approach to Typologies in Organization Research
2011/04/01 by Peer C. Fiss · 117 citations
Mathematics · Social Sciences · #Artificial intelligence #Causal model #Computer science #Core (optical fiber) #Data science #Economics #Focus (optics) #Fuzzy logic #Fuzzy set #Knowledge management #Machine learning #Management science #Mathematics #Perspective (graphical) #Qualitative Comparative Analysis Research #Qualitative comparative analysis #Set (abstract data type) #Sociology #Typology
- The Long-Term Dynamics of Partisanship and Issue Orientations
2011/01/01 by Benjamin Highton, Cindy D. Kam · 10 citations
Mathematics · Psychology · Social Sciences · #American political science #Biology and political orientation #Causal model #Causality (physics) #Context (archaeology) #Dynamics (music) #Economics #Electoral Systems and Political Participation #Identification (biology) #Law #Mathematics #Orientation (vector space) #Political science #Political socialization #Politics #Positive economics #Psychology #Social Media and Politics #Social and Intergroup Psychology #Social psychology #Socialization #Structural equation modeling #Term (time)
- An Introduction to Causal Inference
2010/02/26 by Judea Pearl · 1 citation
Computer Science · Mathematics · Social Sciences · #Bayesian Modeling and Causal Inference #Advanced Causal Inference Techniques #Qualitative Comparative Analysis Research #Counterfactual conditional #Counterfactual thinking #Causal inference #Causation #Causality (physics) #Causal model #Computer science #Causal structure #Econometrics #Mediation #Outcome (game theory) #Data science #Epistemology #Mathematics #Mathematical economics #Statistics #Sociology
more