Vapnik–Chervonenkis theory

GPTKB entity

Statements (21)
Predicate Object
gptkbp:instanceOf learning theory
gptkbp:appliesTo pattern recognition
supervised learning
gptkbp:field gptkb:mathematics
computer science
statistics
gptkbp:focusesOn gptkb:machine_learning
statistical learning
https://www.w3.org/2000/01/rdf-schema#label Vapnik–Chervonenkis theory
gptkbp:introduced gptkb:VC_dimension
gptkbp:namedAfter gptkb:Alexey_Chervonenkis
gptkb:Vladimir_Vapnik
gptkbp:publishedIn 1971
gptkbp:relatedTo gptkb:empirical_risk_minimization
gptkb:Probably_Approximately_Correct_learning
support vector machines
structural risk minimization
gptkbp:studies capacity of statistical classification algorithms
generalization ability
gptkbp:bfsParent gptkb:Vladimir_Vapnik
gptkbp:bfsLayer 5