1 INTRODUCTION  
2 BACKGROUND  
3 TAXONOMY  
4 DATA AUGMENTATION FOR IMAGE DATA  
5 DATA AUGMENTATION FOR TEXT DATA  
6 DATA AUGMENTATION FOR GRAPH DATA  
7 DATA AUGMENTATION FOR TABULAR DATA  
8 DATA AUGMENTATION FOR TIME-SERIES DATA  
9 DISCUSSION  
10 CONCLUSION