Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Comparison of MLP and GMM classifiers for face verification on XM2VTS
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
The Use of Photo Retrieval for EEG-Based Personal Identification
APCHI '08 Proceedings of the 8th Asia-Pacific conference on Computer-Human Interaction
Use of random time-intervals (RTIs) generation for biometric verification
Pattern Recognition
Multifeature biometric system based on EEG signals
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Extreme energy difference for feature extraction of EEG signals
Expert Systems with Applications: An International Journal
Gaze-directed ubiquitous interaction using a Brain-Computer Interface
Proceedings of the 1st Augmented Human International Conference
A pervasive EEG-based biometric system
Proceedings of 2011 international workshop on Ubiquitous affective awareness and intelligent interaction
Some issues of biometrics: technology intelligence, progress and challenges
International Journal of Information Technology and Management
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part I
Advances in EEG-Based biometry
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part II
On the feasibility of side-channel attacks with brain-computer interfaces
Security'12 Proceedings of the 21st USENIX conference on Security symposium
Brain waves as biometrics in relaxed and mentally tasked conditions with eyes closed
International Journal of Biometrics
Emotional brain-computer interfaces
International Journal of Autonomous and Adaptive Communications Systems
Time domain parameters for online feedback fNIRS-based brain-computer interface systems
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
A combination of pre- and postprocessing techniques to enhance self-paced BCIs
Advances in Human-Computer Interaction - Special issue on Using Brain Waves to Control Computers and Machines
Proceedings of the 6th International Conference on Security of Information and Networks
Motor imagery EEG-based person verification
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
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In this paper, we investigate the use of brain activity for person authentication. It has been shown in previous studies that the brain-wave pattern of every individual is unique and that the electroencephalogram (EEG) can be used for biometric identification. EEG-based biometry is an emerging research topic and we believe that it may open new research directions and applications in the future. However, very little work has been done in this area and was focusing mainly on person identification but not on person authentication. Person authentication aims to accept or to reject a person claiming an identity, i.e., comparing a biometric data to one template, while the goal of person identification is to match the biometric data against all the records in a database. We propose the use of a statistical framework based on Gaussian Mixture Models and Maximum A Posteriori model adaptation, successfully applied to speaker and face authentication, which can deal with only one training session. We perform intensive experimental simulations using several strict train/test protocols to show the potential of our method. We also show that there are some mental tasks that are more appropriate for person authentication than others.