The inter-regional could not be assessed directly from univariate models. The disadvantage of applying univariate is that the process only includes correlation in time precedence of a signal, while the correlation between regions is ignored. The advantage of using brain electrical activity as suggested in this work is its uniqueness the recorded brain response cannot be duplicated, and a person’s identity is therefore unlikely to be forged or stolen. This paper proposed a series of tasks in a single paradigm rather than having users perform several tasks one by one. It is challenging task when adapting these technologies to human beings. The heart sound is obtained by placing the digital stethoscope on the chest, the ECG signals at the hands or chest of the client and speaks into a microphone for speaker recognition. Univariate model biometrics such as speech, heart sound and electrocardiogram (ECG) require high-resolution computer system with special devices. In this paper the focus of investigation is the use of brain activity as a new modality for identification. The results obtained show that our approach tackles noise and artifacts in EEG signals which provides reliable features for BCI classification.Ĭonsidering the recent rapid advancements in digital technology, electroencephalogram (EEG) signal is a potential candidate for a robust human biometric authentication system. It achieved promising results with relatively fewer data used for training than the original competition’s data, that shows the significance as compared to top leaderboard entries. An EEG based BCI system is proposed that implement a linear regression based artifact removal method for EOG processing, feature construction and recursive feature elimination with cross-validation. The proposed research deals with different motor imagery datasets for the detection of movements. With these effective techniques, BCI classifier can efficiently classify EEG signals. These artifacts affect the classification of feature set. The major problem in the identification of neural activities from EEG signals and the presence of non-task related artifacts in the signal data. Electroencephalography (EEG) signals are the most studied type of signals to detect brain activities because of its non-invasive and portable nature. Brain-Computer Interfaces (BCI) is one of the alluring breakthroughs for mankind as it provides a new way of communication for the patients of neuro-muscular disorders.
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