Research Article

Predicting Tunnel Squeezing Using Multiclass Support Vector Machines

Table 3

Performance of the proposed approach, the empirical formula, and the two-class SVMs used to determine the squeezing.

MethodNumber of classesAccuracy for squeezing ground (%)Accuracy for nonsqueezing ground (%)Overall accuracy (%)

Empirical formula282.178.880.3
Binary SVM279.488.184.1
Multiclass SVM386.993.988.1