Authentication of Smartphone Users Using Behavioral Biometrics

TL;DR

This paper reviews the use of behavioral biometrics for continuous authentication on smartphones, discussing current methods, datasets, and evaluation techniques to enhance security and privacy.

Contribution

It provides a comprehensive analysis of existing behavioral biometric approaches for smartphone user authentication, highlighting their methodologies and evaluation strategies.

Findings

Behavioral biometrics can improve continuous authentication.

Current datasets and evaluation methods vary widely.

Behavioral biometrics face challenges like variability and spoofing.

Abstract

Smartphones and tablets have become ubiquitous in our daily lives. Smartphones, in particular, have become more than personal assistants. These devices have provided new avenues for consumers to play, work, and socialize whenever and wherever they want. Smartphones are small in size, so they are easy to handle and to stow and carry in users' pockets or purses. However, mobile devices are also susceptible to various problems. One of the greatest concerns is the possibility of breach in security and privacy if the device is seized by an outside party. It is possible that threats can come from friends as well as strangers. Due to the size of smart devices, they can be easily lost and may expose details of users' private lives. In addition, this might enable pervasive observation or imitation of one's movements and activities, such as sending messages to contacts, accessing private communication, shopping with a credit card, and relaying information about where one has been. This paper highlights the potential risks that occur when smartphones are stolen or seized, discusses the concept of continuous authentication, and analyzes current approaches and mechanisms of behavioral biometrics with respect to methodology, associated datasets and evaluation approaches.