Predicting causal effects in large-scale systems from observational data
Maathuis, Marloes H, Colombo, Diego, Kalisch, Markus, Bühlmann, Peter·2010·Nature Methods
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- High-dimensional causal inference, DAGs and intervention DAGsPeter Bühlmann · 2011
- Faculty Opinions recommendation of Methods for causal inference from gene perturbation experiments and validation.Yongjin Park · 2021 · Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature
- Predicting yield traits of individual field-grown Brassica napus plants from rosette-stage leaf gene expressionSam De Meyer, Daniel Felipe Cruz, Tom De Swaef, Peter Lootens, Jolien De Block, Kevin A. Bird, Heike Sprenger, Michael Van de Voorde, Stijn Hawinkel, Tom Van Hautegem et al. · 2022 · bioRxiv (Cold Spring Harbor Laboratory)
- Distributed Computing for Gene Network Expansion in R EnvironmentDiana Dolgaleva, Camilla Pelagalli, Enrico Blanzieri, Valter Cavecchia, Sergey Astafiev, Alexander Rumyantsev · 2022 · Lecture notes in computer science
- GPUCSL: GPU-Based Library for Causal Structure LearningTom Braun, Ben Hurdelhey, Dominik Meier, Petr Tsayun, Christopher Hagedorn, Johannes Huegle, Rainer Schlößer · 2022 · IEEE ... International Conference on Data Mining workshops
- Disentangling Predictors of COPD Mortality with Probabilistic Graphical ModelsTyler C. Lovelace, Min Hyung Ryu, Minxue Jia, Peter J. Castaldi, Frank C. Sciurba, Craig P. Hersh, Panayiotis V. Benos · 2024 · medRxiv
- Comparing Causal Bayesian Networks Estimated from DataSisi Ma, Roshan Tourani · 2024 · Entropy
- Preliminary identification of the MiR-548ah-5p/THBD axis for heart failure via DirectTarget causal framework and bioinformatics analysisYixin Li, Jiaming Shuang, Na Yuan, Xiaomin Yang, Guisheng Song, Yanwen Wang, Xinyuan Cui, Yanbo Zhang, Jing Tian · 2025 · European journal of medical research
- Causal assessment of gene regulatory network in single-cell transcriptomics data based on Bayesian networksNoriaki Sato, Marco Scutari, Seiya Imoto · 2025 · bioRxiv (Cold Spring Harbor Laboratory)
- High-dimensional estimation using graphical models and clusteringPhilipp Rütimann · 2012 · Repository for Publications and Research Data (ETH Zurich)
- 373 Advanced Statistical Tools for Data ScienceA. Vaithiyanathan, A. Mohammed Shapique · 2026 · De Gruyter eBooks
- Statistical causal discovery in developing adverse outcome pathwayKyoshiro Hiki, Thong Pham, Michio Yamamoto, Takehiko I. Hayashi, Shohei Shimizu · 2026 · Environmental Toxicology and Chemistry
- Contributions à la génétique et l'épidémiologie des maladies complexes pour une médecine personnaliséeFélix Balazard · 2018 · theses.fr (ABES)
- Inférence de réseaux causaux à partir de données interventionnellesGilles Monneret · 2018
- Causal assessment of Bayesian gene regulatory networks from single-cell transcriptomicsNoriaki Sato, Marco Scutari, Seiya Imoto · 2026 · Cell Reports Methods