Causal Component Analysis [PDF]
Neural Information Processing Systems, 2023 NeurIPS 2023 final camera-ready ...
Wendong, L. +6 more
semanticscholar +5 more sources
Causal Fairness Analysis [PDF]
arXiv.org, 2022 Decision-making systems based on AI and machine learning have been used throughout a wide range of real-world scenarios, including healthcare, law enforcement, education, and finance. It is no longer far-fetched to envision a future where autonomous systems will be driving entire business decisions and, more broadly, supporting large-scale decision ...
Plecko, Drago, Bareinboim, Elias
openaire +3 more sources
Statistical methods for causal analysis in life course research: an illustration of a cross-lagged structural equation model, a latent growth model, and an autoregressive latent trajectories model [PDF]
, 2015 Eduwin Pakpahan +2 more
openalex +2 more sources
CAMS: An Annotated Corpus for Causal Analysis of Mental Health Issues in Social Media Posts [PDF]
International Conference on Language Resources and Evaluation, 2022 The social NLP researchers and mental health practitioners have witnessed exponential growth in the field of mental health detection and analysis on social media. It has become important to identify the reason behind mental illness.
Muskan Garg +6 more
semanticscholar +1 more source
mGWAS-Explorer 2.0: Causal Analysis and Interpretation of Metabolite-Phenotype Associations. [PDF]
Metabolites, 2023 Metabolomics-based genome-wide association studies (mGWAS) are key to understanding the genetic regulations of metabolites in complex phenotypes. We previously developed mGWAS-Explorer 1.0 to link single-nucleotide polymorphisms (SNPs), metabolites ...
Chang L, Zhou G, Xia J.
europepmc +2 more sources
Causal analysis of competing atomistic mechanisms in ferroelectric materials from high-resolution scanning transmission electron microscopy data [PDF]
npj Computational Materials, 2020 Machine learning has emerged as a powerful tool for the analysis of mesoscopic and atomically resolved images and spectroscopy in electron and scanning probe microscopy, with the applications ranging from feature extraction to information compression and
M. Ziatdinov +7 more
semanticscholar +1 more source
Alerts Correlation and Causal Analysis for APT Based Cyber Attack Detection
IEEE Access, 2020 The advent of Advanced Persistent Threat (APT) as a new concept in cyber warfare has raised many concerns in recent years. APT based cyber-attacks are usually stealthy, stepwise, slow, long-term, planned, and based on a set of varied zero-day ...
M. Khosravi, B. T. Ladani
semanticscholar +1 more source
Causal analysis approaches in Ingenuity Pathway Analysis
Bioinform., 2013 Motivation: Prior biological knowledge greatly facilitates the meaningful interpretation of gene-expression data. Causal networks constructed from individual relationships curated from the literature are particularly suited for this task, since they ...
Andreas Krämer +3 more
semanticscholar +1 more source
Genetic nurturing, missing heritability, and causal analysis in genetic statistics
Proceedings of the National Academy of Sciences of the United States of America, 2020 Significance Correlation between genotypes and phenotypes can be produced by genetic nurturing, namely the effect of parents’ genotypes on their offspring’s phenotypes through the parents’ phenotypes.
Hao Shen, M. Feldman
semanticscholar +1 more source
A more accurate method for colocalisation analysis allowing for multiple causal variants
bioRxiv, 2021 In genome-wide association studies (GWAS) it is now common to search for, and find, multiple causal variants located in close proximity. It has also become standard to ask whether different traits share the same causal variants, but one of the popular ...
C. Wallace
semanticscholar +1 more source