Accurate authentication based on ECG using deep learning

• Published in: Journal of computer security Vol. 32; no. 5; pp. 425 - 446
• Main Authors: Zhang, Liping, Chen, Shukai, Ren, Wei, Min, Geyong, Choo, Kim-Kwang Raymond
• Format: Journal Article
• Language: English
• Published: London, England SAGE Publications 18.11.2024; Sage Publications Ltd
• Subjects: Artificial neural networks; Biometrics; Deep learning; Electrocardiography; Portable equipment; ECG Authentication; biometrics; CEEMD; feature extraction; multi-scale CNN

Biometric-based authentication methods have been widely used, for example on portable devices (e.g., Android and iOS devices). However, there are several known limitations in existing authentication methods based on biometrics (e.g., those using facial, iris, and fingerprint). For example, in a heal...