Regularization and Variable Selection Methods leaf node


URI

https://openalex.org/T10136

Label

Regularization and Variable Selection Methods

Description

This cluster of papers focuses on regularization and variable selection methods, particularly in the context of high-dimensional data analysis. It covers topics such as Lasso, model selection, sparse models, covariance estimation, survival analysis, random forests, and Bayesian methods.

Implementation

@prefix oasubfields: <https://openalex.org/subfields/> .
@prefix openalex: <https://lambdamusic.github.io/openalex-hacks/ontology/> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://openalex.org/T10136> a skos:Concept ;
    rdfs:label "Regularization and Variable Selection Methods"@en ;
    rdfs:isDefinedBy openalex: ;
    owl:sameAs <https://en.wikipedia.org/wiki/Regularization_(mathematics)>,
        <https://openalex.org/T10136> ;
    skos:broader oasubfields:2613 ;
    skos:definition "This cluster of papers focuses on regularization and variable selection methods, particularly in the context of high-dimensional data analysis. It covers topics such as Lasso, model selection, sparse models, covariance estimation, survival analysis, random forests, and Bayesian methods."@en ;
    skos:inScheme openalex: ;
    skos:prefLabel "Regularization and Variable Selection Methods"@en ;
    openalex:cited_by_count 1724126 ;
    openalex:works_count 65631 .