Research Article

Supervised Approach to Identify Autism Spectrum Neurological Disorder via Label Distribution Learning

Table 3

Comparison algorithms.

Comparison algorithm nameDescription of the comparison algorithm

PT-SVMBased on the problem-transformed SVM
PT-BAYESBAYES-based gauss distribution
AA-KNNThe algorithm-based KNN
AA-BPThe algorithm-based BP neural network uses the softmax activation output as the predicted label distribution
SA-IISIIS based on dedicated algorithm uses an improved iterative scaling algorithm to optimize the objective function
LDSVRLDSVR based on a dedicated algorithm
Decision treeAn instance-based inductive learning method
KNNAn instance-based classification method