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Single-world intervention graphs (SWIGs) as distributions. Conceptually, simultaneously related to and distinct from Rubin's framework and Pearl's calculus. doi.org/10.48550/arX... #SWIG #DAG #causal #identification #frontdoor #docalculus

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Causal inference seeks to estimate the effect of an intervention on an outcome using observed data, typically via Rubin's potential-outcome framework or Pearl's do-calculus. Following section 9 of Ric...

doi.org

Single World Intervention Graphs as Distributions: A Framework for Causal Identification

Christian Bartels

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Early us of Bayesian approach in bioinformatics. Use available knowledge on chemical shifts and distances in homologous proteins as prior to assign NMR spectra for protein structure determination. en.wikipedia.org/wiki/Structu... doi.org/10.1007%2FBF... #nmr #protein #structure #bayesian

Single-world intervention graphs (SWIGs) as distributions. Systematic way to derive identifying expressions for estimands. New front-door derivations extending more readily to complex settings. doi.org/10.48550/arX... #SWIG #DAG #causal #identification #frontdoor

Early use of directed acyclic graphs to speed up analysis of mass spectrometry of peptides. Low polynomial time complexity, down from exponential complexity without DAGs. en.wikipedia.org/wiki/De_novo... doi.org/10.1002/bms.... #DAG #Peptide #sequencing

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doi.org

Single World Intervention Graphs as Distributions: A Framework for Causal Identification

Christian Bartels

Défaite nette de l’UDC en Suisse, l’initiative « Pas de Suisse à 10 millions » est heureusement rejetée à 55%. Le parti d’extrême-droite annonce bien sûr déjà qu’il n’en restera pas là et gagnera la prochaine fois: la démocratie c’est seulement quand ça les arrange. Continuons à les faire perdre!!

It's alive! 🎉 𝗧𝗵𝗲 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁'𝘀 𝗚𝘂𝗶𝗱𝗲 𝘁𝗼 𝗖𝗮𝘂𝘀𝗲 𝗮𝗻𝗱 𝗘𝗳𝗳𝗲𝗰𝘁 is out -- an introduction to causal inference in practice. The first two chapters are available for free here: theissbendixen.com/dag-book/ More below 👇

These three players from the Ivory Coast's World Cup team walked off the airplane looking like this. I'd say that's grossly unfair to the rest of humanity. (Ivorian designer Ibrahim Fernandez).

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