Skip to main content
. 2021 Apr 9;7:e464. doi: 10.7717/peerj-cs.464

Table 1. A list of prototype selection and generation methods.

The last column describes how the number of prototypes is chosen for each class.

Name Type Choosing number of prototypes
TomekLinks Selection Automatic
RandomUndersampler Selection Automatic or Manual
OneSidedSelection Selection Automatic
NeighbourhoodCleaningRule Selection Automatic
NearMissV1-3 Selection Automatic or Manual
InstanceHardnessThreshold Selection Automatic or Semi-Automatic
AllKNN Selection Automatic
EditedNearestNeighbours Selection Automatic
RepeatedEditedNearestNeighbours Selection Automatic
CondensedNearestNeighbours Selection Automatic
ClusterCentroids Generation Automatic or Manual