Research Article

A Hybrid Approach of Stepwise Regression, Logistic Regression, Support Vector Machine, and Decision Tree for Forecasting Fraudulent Financial Statements

Table 5

SVM cross-validation results.

SVM modelPredict valueHit ratioType I errorType II error
Non-FFSFFS

Actual valueCV1Non-FFS26273.21%7.14%46.42%
FFS1315
CV2Non-FFS26271.43%7.14%50.00%
FFS1414
CV3Non-FFS26271.43%7.14%50.00%
FFS1414

AverageNon-FFS26272.02%7.14%48.81%
FFS1414