Figure 4

The neural framework of Table2Vec with automated data characteristics analysis and augmentation. NC-Recognizer automatically recognize and distinguish numerical and categorical features, SD-Recognizer automatically recognize and distinguish static and dynamic features, ND-Embedding vectorize dynamic numerical feature values, NS-Embedding vectorize static numerical feature values, CS-Embedding vectorize static categorical feature values, CD-Embedding vectorize dynamic categorical feature values.