基于机器学习混合算法的APP广告转化率预测研究*
赵杨, 袁析妮, 陈亚文, 武立强

Predicting Conversion Rate of APP Advertising with Machine Learning
Zhao Yang,Yuan Xini,Chen Yawen,Wu Liqiang
表4 各模型的Log-Loss值和AUC值对照表
预测模型 Log-Loss AUC
LightGBM 0.11648306368 0.74722242761
XGBoost 0.12105592334 0.77485575487
FFM 0.12200810476 0.69786947007
VW 0.14191362554 0.69648447941
RF 0.11342799887 0.77356316492
RF+LXFV 0.10512076579 0.78637268084