SecureRhythm: Continuous Behavioral Biometric Authentication
Behavioral biometrics, continuous authenti- cation, keystroke dynamics, mouse dynamics, user profiling, anomaly detection, risk scoring, session security, identity assur- ance, adaptive authentication, fraud prevention, account takeover detection, machine learning, feature engineering, real-time mon- itoring, access control, biometric analytics, trust modeling, cy- bersecurity, privacy-preserving security.
SecureRhythm is a continuous behavioral biometric authentication system intended for session-based identity assurance in contemporary digital systems. Traditional biometric and behavioral-based authentication systems are typically based on the verification of users’ identities during the login process. On the other hand, SecureRhythm continuously verifies the patterns of user behavior throughout the entire session. For instance, the system uses behavioral biometrics such as keystroke dwell time, flight time, typing rhythm, correction behavior, cursor movement, and navigation behavior. The system uses deep learning-based approaches such as Convolutional Neural Networks (CNN), Bi-Directional Long Short-Term Memory (Bi-LSTM), and ensemble-based approaches for behavioral classification and anomaly detection. In addition, the system uses an adaptive risk scoring engine for the entire system. Experimental validation of the proposed system shows improved stability in the recognition of behavioral biometrics for Top-1, Top-3, and Top-5 accuracy levels. The proposed system is privacy-preserving and has the capability for governance awareness.
: https://doi.org/10.56975/ijvra.v4i3.702105
Registration ID: IJVRA_702105 Published ID: IJVRA2603782
"SecureRhythm: Continuous Behavioral Biometric Authentication", IJVRA - International Journal of Versatile Research and Analysis (www.IJVRA.org), ISSN:2984-8903, Vol.4, Issue 3, page no.43-53, March-2026, Available :https://ijpub.org/ijvra/papers/IJVRA2603782.pdf
Paper Reg. ID: IJVRA_702105
Published Paper Id: IJVRA2603782
Research Area: Other area not in list
Country: Guntur, Andhra Pradesh, India
DOI: https://doi.org/10.56975/ijvra.v4i3.702105
ISSN: 2984-8903 | IMPACT FACTOR: 9.12 Calculated By Google Scholar | ESTD YEAR: 2023
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