Research Article

Automatic Feature Engineering-Based Optimization Method for Car Loan Fraud Detection

Table 1

Typical characteristics.

Characteristic nameCharacteristic description

Customer_idCustomer identifier
Main_account_outstanding_loanThe outstanding loan balance of the master account
Disbursed_amountAmount of disbursed loan
Asset_costCost of assets
Credit_scoreCredit score
Loan_to_asset_ratioLoan-to-asset ratio
Outstanding_disburse_ratioTotal loans disbursed/total loans outstanding (ratio of the two)
Active_to_inactive_ratioNumber of valid loans/number of invalid loans (ratio of the two)