Wrapper-based gene selection with Markov blanket
Sign Up to like & getrecommendations! Published in 2017 at "Computers in biology and medicine"
DOI: 10.1016/j.compbiomed.2016.12.002
Abstract: Gene selection seeks to find a small subset of discriminant genes from the gene expression profiles. Current gene selection methods such as wrapper-based models mainly address the issue of obtaining high-quality gene subsets. However, they… read more here.
Keywords: wrapper based; gene selection; gene; markov blanket ... See more keywords
Recurrent, nonequilibrium systems and the Markov blanket assumption
Sign Up to like & getrecommendations! Published in 2022 at "Behavioral and Brain Sciences"
DOI: 10.1017/s0140525x22000309
Abstract: Abstract Markov blankets – statistical independences between system and environment – have become popular to describe the boundaries of living systems under Bayesian views of cognition. The intuition behind Markov blankets originates from considering acyclic,… read more here.
Keywords: nonequilibrium systems; markov blankets; recurrent nonequilibrium; blanket assumption ... See more keywords
SMMB: a stochastic Markov blanket framework strategy for epistasis detection in GWAS
Sign Up to like & getrecommendations! Published in 2018 at "Bioinformatics"
DOI: 10.1093/bioinformatics/bty154
Abstract: Motivation Large scale genome-wide association studies (GWAS) are tools of choice for discovering associations between genotypes and phenotypes. To date, many studies rely on univariate statistical tests for association between the phenotype and each assayed… read more here.
Keywords: strategy; markov blanket; epistasis; detection ... See more keywords
LAGAM: A Length-Adaptive Genetic Algorithm With Markov Blanket for High-Dimensional Feature Selection in Classification.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on cybernetics"
DOI: 10.1109/tcyb.2022.3163577
Abstract: Feature selection (FS) is an essential technique widely applied in data mining. Recent studies have shown that evolutionary computing (EC) is very promising for FS due to its powerful search capability. However, most existing EC-based… read more here.
Keywords: feature; markov blanket; feature selection; search ... See more keywords
Causal surgery under a Markov blanket
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DOI: 10.31234/osf.io/x2d7h
Abstract: Abstract Bruineberg et al. provide compelling clarity on the roles Markov blankets could (and perhaps should) play in the study of life and mind. However, here we draw attention to a further role blankets might… read more here.
Keywords: causal surgery; markov blanket; surgery markov; blanket ... See more keywords
Online Streaming Features Selection via Markov Blanket
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DOI: 10.3390/sym14010149
Abstract: Streaming feature selection has always been an excellent method for selecting the relevant subset of features from high-dimensional data and overcoming learning complexity. However, little attention is paid to online feature selection through the Markov… read more here.
Keywords: markov blanket; selection; feature selection;