[HTML][HTML] Continuous authentication using deep neural networks ensemble on keystroke dynamics

L Aversano, ML Bernardi, M Cimitile, R Pecori - PeerJ Computer Science, 2021 - peerj.com
… , in this paper, we analyze the performance of a hierarchical multiple Deep Neural Network
(DNN) classifier learning algorithm that uses an accurately designed set of features. To …

Biometric identification based on keystroke dynamics

P Kasprowski, Z Borowska, K Harezlak - Sensors, 2022 - mdpi.com
… in neural network architecture and its hyperparameters affect the results of biometric identification
based on keystroke dynamics… detailed analysis of the performance of different models, …

Machine learning and deep learning for fixed-text keystroke dynamics

HC Chang, J Li, CS Wu, M Stamp - Artificial Intelligence for Cybersecurity, 2022 - Springer
… Improving performance and usability in mobile keystroke dynamic biometric authentication.
… method with multilayer feedforward neural network using keystroke dynamics. In Chawki …

Analysis of Keystroke Dynamics Algorithms with Feedforward Neural Networks

G Su - 2020 - search.proquest.com
… at the performance of algorithms across datasets. Here… keystroke dynamic authentication.
Specifically, we will be applying an artificial neural network to two different keystroke dynamics

Machine learning algorithm on keystroke dynamics pattern

P Baynath, KMS Soyjaudah… - 2018 IEEE Conference …, 2018 - ieeexplore.ieee.org
Neural Network along with Keystroke Dynamics. In their work, the application of the Chaotic
Neural Network … Different datasets has been used to evaluate the performance of machine …

TypeNet: Deep learning keystroke biometrics

A Acien, A Morales, JV Monaco… - … on Biometrics …, 2021 - ieeexplore.ieee.org
… We present TypeNet, a Recurrent Neural Network trained with keystroke sequences from
more than 100,000 subjects. We analyze the performance of three different learning strategies …

Keystroke dynamics based user authentication using deep learning neural networks

YBW Piugie, J Di Manno… - … on Cyberworlds (CW …, 2022 - ieeexplore.ieee.org
… We evaluate the performance of the authentication system in terms of Equal Error … using
keystroke dynamics data. In this work, an image transformation is applied to keystroke dynamics

Keystroke dynamics using auto encoders

Y Patel, K Ouazzane, VT Vassilev… - … on Cyber Security …, 2019 - ieeexplore.ieee.org
… data so there might be another possibility to boost performance using a time varying sampling
technique… Application of recurrent neural networks for user verification based on keystroke

User keystroke authentication based on convolutional neural network

M Liu, J Guan - Mobile Internet Security: Second International …, 2019 - Springer
… of the art on user login authentication systems based on keystroke dynamics. In Sect. 3, we
… CNN model in keystroke dynamics and adopt more ways to make the performance better, so …

Keystroke Dynamics

J Ligon, A Verma - Biometrics in a Data Driven World, 2016 - taylorfrancis.com
… The values used as performance metrics in this study were the false acceptance rate (FAR) …
drawbacks using keystroke dynamics. In Reference 4, the case study using neural networks, …