Research Article

A Self-Representation-Based Fuzzy SVM Model for Predicting Vascular Calcification of Hemodialysis Patients

Table 4

Comparison on existing models via 10-fold crossvalidation (under 3 classes).

ModelWhole ACC (%)ACC1 (%)ACC2 (%)ACC3 (%)

Logistic regression
BP neural network
RBF neural network
TSK-FS
SVM
FSVM-SR (our method)

ACC1: the accuracy of class 1; ACC2: the accuracy of class 2; ACC3: the accuracy of class 3.