Jonas Peters
- Identifiability of Gaussian structural equation models with equal error variances
2013/11/08 by Jonas Peters, J. Peters, Peter Bühlmann +1 · 49 citations
Computer Science · #Bayesian Modeling and Causal Inference
- Causal inference using invariant prediction: identification and confidence intervals
2015/01/06 by Jonas Peters, Peter Bühlmann, Nicolai Meinshausen · 1 voice · 39 citations
#stat.ME #cs.LG
- Kernel-based Conditional Independence Test and Application in Causal Discovery
2012/02/14 by Kun Zhang, Jonas Peters, Zhang, Kun +4 · 42 citations
Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Geochemistry and Geologic Mapping #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Rough Sets and Fuzzy Logic
- On Causal and Anticausal Learning
2012/06/27 by Bernhard Schoelkopf, Dominik Janzing, Schoelkopf, Bernhard +9 · 18 citations
Computer Science · #Bayesian Modeling and Causal Inference #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Counterfactual Reasoning and Learning Systems
2012/09/11 by Léon Bottou, Bottou, Léon, Jonas Peters +15 · 15 citations
Computer Science · Decision Sciences · #Data Stream Mining Techniques #Machine Learning and Algorithms #Advanced Bandit Algorithms Research
- Distinguishing cause from effect using observational data: methods and benchmarks
2014/12/11 by Joris M. Mooij, Jonas Peters, Dominik Janzing +2 · 2 voices · 1 citation
#cs.LG #cs.AI #stat.ML #stat.OT
- Anchor regression: heterogeneous data meets causality
2018/01/18 by Dominik Rothenhaüsler, Nicolai Meinshausen, Rothenhäusler, Dominik +5 · 6 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference
- Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past
2022/03/11 by Nikolaj Thams, Thams, Nikolaj, Sebastian Weichwald +4 · 1 citation
Mathematics · Economics, Econometrics and Finance · #Statistical Methods and Inference #Monetary Policy and Economic Impact #Advanced Causal Inference Techniques
- Invariant Ancestry Search
2022/02/02 by Peter Mogensen, Nikolaj Thams, Mogensen, Phillip B. +3 · 1 citation
Biochemistry, Genetics and Molecular Biology · #Gene expression and cancer classification #Genetic and phenotypic traits in livestock
- Identifying Representations for Intervention Extrapolation
2023/10/06 by Sorawit Saengkyongam, Saengkyongam, Sorawit, Elan Rosenfeld +7 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI)
- Causal Change Point Detection and Localization
2024/03/19 by Shimeng Huang, Jonas Peters, Huang, Shimeng +3 · 1 citation
Computer Science · Engineering · #Computational Drug Discovery Methods #FOS: Computer and information sciences #Fault Detection and Control Systems #Methodology (stat.ME)