A New Approach for Advertising CTR Prediction Based on Deep Neural Network via Attention Mechanism

Table 5

The Logloss performance at different data sizes in KDD dataset.

Data size	Logloss
	FM	FNN	CCPM	Deep cross	Wide and deep	ASAE
150,000	0.02967	0.02925	0.02941	0.02826	0.02714	0.02733
200,000	0.02898	0.02893	0.02882	0.02793	0.02665	0.02704
300,000	0.02886	0.02872	0.02876	0.02768	0.02657	0.02658
500,000	0.02875	0.02864	0.02872	0.02759	0.02652	0.02639
600,000	0.02783	0.02715	0.02713	0.02674	0.02645	0.02630
750,000	0.02752	0.02739	0.02728	0.02631	0.02627	0.02543
1,000,000	0.02677	0.02642	0.02634	0.02628	0.02606	0.02501