A Hybrid Approach of Stepwise Regression, Logistic Regression, Support Vector Machine, and Decision Tree for Forecasting Fraudulent Financial Statements
Table 1
Results of stepwise regression variable screening.
Variable code
Variable classification
Variable description
Pr > ChiSq
Financial
Accounts receivables/total assets
0.2401
Financial
Inventory/current assets
0.0339
Financial
Interest protection multiples
0.0694
Financial
Debt ratio
0.0294
Financial
Cash flow ratio
0.0025
Financial
Accounts payable turnover
0.0295
Financial
Operation profit/last year operation profit >1.1
0.0267
Nonfinancial
Pledge ratio of shares of the directors and supervisors