Intelligent recommen dation engine
Offline data
User characteristics
Commodity data
APL
File-system
User class data
Behavior data
Decision engine
Rule intervention
Online computing
Launch channel
Content recall
Model scoring
Data calculation
Offline computing
Article characteristics
Online near line data
Database
ABTEST/MAB
Behavior characteristics
Automatic sorting
Near line calculation
