Due to the fast growth of smart technology, smart device became more and more sophisticated with computational power grew in each year, and it provided the foundation for IA to achieve high accurate and user-friendly authentication. The current IA approaches mainly focused on touch sensor, GPS and accelerometer, and the corresponding techniques were SVM, kNN, GMM and topic model.