algorithm selection theory

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf scientific theory
gptkbp:address performance variability of algorithms
gptkbp:appliesTo problems with multiple algorithms available
gptkbp:concerns choosing the best algorithm for a given problem instance
gptkbp:field gptkb:artificial_intelligence
computer science
gptkbp:goal maximize performance by selecting appropriate algorithm
gptkbp:hasApplication combinatorial optimization
numerical analysis
data mining
constraint programming
machine learning pipelines
SAT solving
automated algorithm configuration
https://www.w3.org/2000/01/rdf-schema#label algorithm selection theory
gptkbp:introducedIn 1976
gptkbp:originatedIn gptkb:John_R._Rice
gptkbp:relatedTo gptkb:machine_learning
optimization
meta-learning
gptkbp:uses features of problem instances
gptkbp:bfsParent gptkb:No_Free_Lunch_Theorems_for_Optimization
gptkbp:bfsLayer 6