Research Article

Optimized Naive-Bayes and Decision Tree Approaches for fMRI Smoking Cessation Classification

Table 2

Statistics of 51 runs of the optimized and Gaussian Naive-Bayes classifier with 10-fold cross-validation for ICA, PCA, and SVD data reduction algorithms.

Algorithm GNB ONB
TotalMin Mean Median Max STD

ICA0.564 0.358 0.411 0.384 0.538 0.053
PCA 0.615 0.333 0.498 0.487 0.666 0.058
SVD0.6150.384 0.495 0.487 0.666 0.039