1 INTRODUCTION  
2 BACKGROUND: FOUNDATIONS, GOALS, AND APPLICATIONS OF DATA AUGMENTATION  
3 TEXTUAL DATA AUGMENTATION METHODS  
4 DISCUSSION: A RESEARCH AGENDA FOR TEXTUAL DATA AUGMENTATION  
5 CONCLUSION