Research Article

A Novel Graph Constructor for Semisupervised Discriminant Analysis: Combined Low-Rank and -Nearest Neighbor Graph

Table 6

Classification accuracy of different graphs with varying variance multiplicative noise.

Multiplicative00.020.040.060.080.1

LRKNN0.9017860.8835710.8860710.8817860.8732140.855357
LR0.6203570.5971430.5796430.5667860.5450.536429
SR-0.8117860.8042860.7792860.7503570.750.719286
SR0.7507140.72250.6578570.5742860.520.47
LLE-0.7514290.7310710.6453570.5482140.5107140.447857
LLE0.7792860.7246430.6582140.5667860.5078570.472143
KNNK0.6124870.5511470.5082190.4667340.44410.423919
KNNB0.6458280.5877670.5286350.4982220.4810030.476331