JMLR · @jmlr
716 followers · 332 posts · Server sigmoid.social
'Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications', by Marcel Wienöbst, Max Bannach, Maciej Liśkiewicz.
http://jmlr.org/papers/v24/22-0495.html
#causal #dags #markov
Published papers at TMLR · @tmlrpub
566 followers · 601 posts · Server sigmoid.social
A Survey on Causal Discovery Methods for I.I.D. and Time Series Data
Uzma Hasan, Emam Hossain, Md Osman Gani
Action editor: Patrick Flaherty.
Published papers at TMLR · @tmlrpub
564 followers · 593 posts · Server sigmoid.social
Causal Parrots: Large Language Models May Talk Causality But Are Not Causal
Matej Zečević, Moritz Willig, Devendra Singh Dhami, Kristian Kersting
Action editor: Frederic Sala.
JMLR · @jmlr
714 followers · 323 posts · Server sigmoid.social
'Model-based Causal Discovery for Zero-Inflated Count Data', by Junsouk Choi, Yang Ni.
http://jmlr.org/papers/v24/21-1476.html
#causal #genomics #inference
JMLR · @jmlr
714 followers · 316 posts · Server sigmoid.social
'Contrasting Identifying Assumptions of Average Causal Effects: Robustness and Semiparametric Efficiency', by Tetiana Gorbach, Xavier de Luna, Juha Karvanen, Ingeborg Waernbaum.
http://jmlr.org/papers/v24/21-1392.html
#causal #estimators #estimation
#causal #estimators #estimation
JMLR · @jmlr
714 followers · 315 posts · Server sigmoid.social
'Clustering and Structural Robustness in Causal Diagrams', by Santtu Tikka, Jouni Helske, Juha Karvanen.
http://jmlr.org/papers/v24/21-1322.html
#causal #graphs #clusters
JMLR · @jmlr
711 followers · 310 posts · Server sigmoid.social
'The Proximal ID Algorithm', by Ilya Shpitser, Zach Wood-Doughty, Eric J. Tchetgen Tchetgen.
http://jmlr.org/papers/v24/21-0950.html
#causal #unobserved #confounders
#causal #unobserved #confounders
New Submissions to TMLR · @tmlrsub
203 followers · 734 posts · Server sigmoid.social
RCT Rejection Sampling for Causal Estimation Evaluation
JMLR · @jmlr
704 followers · 295 posts · Server sigmoid.social
'Evaluating Instrument Validity using the Principle of Independent Mechanisms', by Patrick F. Burauel.
http://jmlr.org/papers/v24/20-1287.html
#causal #savings #economic
New Submissions to TMLR · @tmlrsub
203 followers · 731 posts · Server sigmoid.social
Learning domain-specific causal discovery from time series
Juha Karvanen · @JuhaKarvanen
12 followers · 7 posts · Server sigmoid.social
Two papers I co-authored were published in JMLR today. This does not happen every day.
#causal #causality
Published papers at TMLR · @tmlrpub
557 followers · 557 posts · Server sigmoid.social
Using Confounded Data in Latent Model-Based Reinforcement Learning
Maxime Gasse, Damien GRASSET, Guillaume Gaudron, Pierre-Yves Oudeyer
Action editor: Martha White.
#causal #causality #reinforcement
Christos Argyropoulos MD, PhD · @ChristosArgyrop
555 followers · 571 posts · Server med-mastodon.comIt is much more difficult to do an #observational cohort study well vs. an RCT. People forget that the #selection into cohort matters & that #causal assessments are more difficult (if outright impossible) with #cohorts, esp if you don't/won't grasp the mechanics of cohort generation.
#Biostatistics #epidemiology #clinicalresearch #clinicaltrials
#observational #selection #causal #cohorts #biostatistics #epidemiology #clinicalresearch #clinicaltrials
Léo Varnet · @leovarnet
658 followers · 495 posts · Server qoto.orgTired of these studies overstating the results by confusing #correlation and #causation. A recent #PNAS paper (co-authored by D. Kahneman!) starts with the question "can money buy happiness?"... and does no offer any evidence of a #causal relationship https://statmodeling.stat.columbia.edu/2023/08/01/studying-average-associations-between-income-and-survey-responses-on-happiness-be-careful-about-deterministic-and-causal-interpretations-that-are-not-supported-by-these-data/ #stats #statistics #correlationisnotcausation
#statistics #correlation #causation #pnas #causal #stats #correlationisnotcausation
Léo Varnet · @leovarnet
647 followers · 476 posts · Server qoto.orgTired of these studies overstating the results by confusing #correlation and #causation. A recent #PNAS paper (co-authored by D. Kahneman!) starts with the question "can money buy happiness?"... and do no offer any evidence of a #causal relationship https://statmodeling.stat.columbia.edu/2023/08/01/studying-average-associations-between-income-and-survey-responses-on-happiness-be-careful-about-deterministic-and-causal-interpretations-that-are-not-supported-by-these-data/ #stats #statistics #correlationisnotcausation
#correlation #stats #statistics #causation #pnas #causal #correlationisnotcausation
Natalia Levshina · @NataliaLevshina
152 followers · 23 posts · Server mstdn.socialThanks to participants of ICLC10 for the lively discussion of our paper with Adèle Ribeiro! We tested #causal relationships between the number of speakers and the variables that help to understand "who did what to whom" (= A & P roles): case, word order flexibility and verb position.
New Submissions to TMLR · @tmlrsub
197 followers · 675 posts · Server sigmoid.social
Not All Causal Inference is the Same
#causality #causal #inferences
New Submissions to TMLR · @tmlrsub
192 followers · 656 posts · Server sigmoid.social
Causal Parrots: Large Language Models May Talk Causality But Are Not Causal
ConscienHealth · @ConscienHealth
45 followers · 273 posts · Server med-mastodon.comEvidence that #education has a #causal relationship with #lifespan from a Mendelian randomization study in Nature Human Behavior.
Insights to complement the work of Anne Case and Angus Deaton on deaths of despair.
https://conscienhealth.org/2023/07/does-low-education-bring-an-earlier-death/
New Submissions to TMLR · @tmlrsub
183 followers · 624 posts · Server sigmoid.social
Multiscale Causal Structure Learning