Lending Club Data For Scorecard Development in SAS Enterpise Miner

构建分类和组合模型

单一模型

神经网络

Logistic回归

决策树(Entropy、Chisq)

随机森林

梯度Boosting

组合模型

Simple Average Ensemble

Stack Ensemble

TopT Ensemble

Hill Climbing Ensemble

模型流程图

构建单一模型

Lending Club Data For Scorecard Development in SAS Enterpise Miner

构建集成模型

Lending Club Data For Scorecard Development in SAS Enterpise Miner

模型对比

单一模型对比

Lending Club Data For Scorecard Development in SAS Enterpise Miner

集成模型对比

Lending Club Data For Scorecard Development in SAS Enterpise Miner