Adaptation to Concept Drift in Data Streams leaf node


URI

https://openalex.org/T12761

Label

Adaptation to Concept Drift in Data Streams

Description

This cluster of papers focuses on the adaptation to concept drift in data streams, particularly in the context of ensemble learning, adaptive algorithms, and online learning. It addresses challenges such as change detection, class imbalance, and incremental learning in streaming data environments.

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/T12761> a skos:Concept ;
    rdfs:label "Adaptation to Concept Drift in Data Streams"@en ;
    rdfs:isDefinedBy openalex: ;
    owl:sameAs <https://en.wikipedia.org/wiki/Concept_drift>,
        <https://openalex.org/T12761> ;
    skos:broader oasubfields:1702 ;
    skos:definition "This cluster of papers focuses on the adaptation to concept drift in data streams, particularly in the context of ensemble learning, adaptive algorithms, and online learning. It addresses challenges such as change detection, class imbalance, and incremental learning in streaming data environments."@en ;
    skos:inScheme openalex: ;
    skos:prefLabel "Adaptation to Concept Drift in Data Streams"@en ;
    openalex:cited_by_count 168063 ;
    openalex:works_count 14860 .