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EEG-based Biometric Authentication Using Machine Learning: A Comprehensive Survey

https://doi.org/10.37936/ecti-eec.2022202.246906
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Keyboard user verification: toward an accurate, efficient, and ecologically valid algorithm
inferredcites →https://doi.org/10.1007/10720107_9openalex-snapshot
What is Authentication?
inferredcites →https://doi.org/10.1007/978-3-030-12385-7_57openalex-snapshot
Subject Identification from Low-Density EEG-Recordings of Resting-States: A Study of Feature Extraction and Classification
inferredcites →https://doi.org/10.1007/978-3-642-31537-4_13openalex-snapshot
How Many Trees in a Random Forest?
inferredcites →https://doi.org/10.1007/978-3-642-53917-6_46openalex-snapshot
EEG-Based User Authentication in Multilevel Security Systems
inferredcites →https://doi.org/10.1007/s00025-019-1030-yopenalex-snapshot
Coefficient Problems in the Subclasses of Close-to-Star Functions
inferredcites →https://doi.org/10.1007/s11265-016-1114-9openalex-snapshot
Keystroke Biometric Systems for User Authentication
inferredcites →https://doi.org/10.1007/s40995-021-01115-2openalex-snapshot
Coefficient Problems for Subclasses of Close-to-Star Functions
inferredcites →https://doi.org/10.1016/j.asoc.2010.08.003openalex-snapshot
Biometric personal authentication using keystroke dynamics: A review
inferredcites →https://doi.org/10.1016/j.bj.2019.03.005openalex-snapshot
EEG-based single-channel authentication systems with optimum electrode placement for different mental activities
inferredcites →https://doi.org/10.1016/j.eswa.2019.01.080openalex-snapshot
EEG-based user identification system using 1D-convolutional long short-term memory neural networks
inferredcites →https://doi.org/10.1016/s1388-2457(98)00038-8openalex-snapshot
Designing optimal spatial filters for single-trial EEG classification in a movement task
inferredcites →https://doi.org/10.1017/cjn.2016.309openalex-snapshot
Electroencephalographic Recordings During Withdrawal of Life-Sustaining Therapy Until 30 Minutes After Declaration of Death
inferredcites →https://doi.org/10.1049/iet-bmt.2016.0144openalex-snapshot
Comparison of different entropies as features for person authentication based on EEG signals
inferredcites →https://doi.org/10.1049/iet-bmt.2017.0044openalex-snapshot
EEG‐based biometric authentication modelling using incremental fuzzy‐rough nearest neighbour technique
inferredcites →https://doi.org/10.1049/ip-smt:20040003openalex-snapshot
Method of identifying individuals using VEP signals and neural network
inferredcites →https://doi.org/10.1088/1757-899x/557/1/012031openalex-snapshot
Exploring EEG based Authentication for Imaginary and Non-imaginary tasks using Power Spectral Density Method
inferredcites →https://doi.org/10.1109/access.2018.2889996openalex-snapshot
A Survey on Biometric Authentication: Toward Secure and Privacy-Preserving Identification
inferredcites →https://doi.org/10.1109/access.2021.3092840openalex-snapshot
Multimodal EEG and Keystroke Dynamics Based Biometric System Using Machine Learning Algorithms
inferredcites →https://doi.org/10.1109/btas.2012.6374577openalex-snapshot
First eye movement verification and identification competition at BTAS 2012
inferredcites →https://doi.org/10.1109/confluence.2017.7943133openalex-snapshot
Neuro signals: A future biomertic approach towards user identification
inferredcites →https://doi.org/10.1109/cw49994.2020.00050openalex-snapshot
Motor Imagery Based Multimodal Biometric User Authentication System Using EEG
inferredcites →https://doi.org/10.1109/icaccs.2016.7586341openalex-snapshot
Study of normal and abnormal EEG
inferredcites →https://doi.org/10.1109/icassp.2018.8461909openalex-snapshot
Motor Imagery for Eeg Biometrics Using Convolutional Neural Network
inferredcites →https://doi.org/10.1109/icbbe.2009.5162328openalex-snapshot
An Independent Component Analysis (ICA) Based Approach for EEG Person Authentication
inferredcites →https://doi.org/10.1109/icpr.2008.4761865openalex-snapshot
Multitask learning for EEG-based biometrics
inferredcites →https://doi.org/10.1109/iecbes.2016.7843496openalex-snapshot
Human identification from brain EEG signals using advanced machine learning method EEG-based biometrics
inferredcites →https://doi.org/10.1109/ihmsc.2018.10134openalex-snapshot
Using Convolutional Neural Networks for Identification Based on EEG Signals
inferredcites →https://doi.org/10.1109/indin41052.2019.8972231openalex-snapshot
Event-related potential from EEG for a two-step Identity Authentication System
inferredcites →https://doi.org/10.1109/kst.2019.8687819openalex-snapshot
EEG-Based Person Authentication Method Using Deep Learning with Visual Stimulation
inferredcites →https://doi.org/10.1109/ner.2011.5910581openalex-snapshot
Low-cost electroencephalogram (EEG) based authentication
inferredcites →https://doi.org/10.1109/ner.2017.8008425openalex-snapshot
EEG-based biometric identification with deep learning
inferredcites →https://doi.org/10.1109/ner.2019.8716965openalex-snapshot
EEG-Based User Authentication Using a Convolutional Neural Network
inferredcites →https://doi.org/10.1109/pst.2010.5593258openalex-snapshot
Keystroke dynamics: Characteristics and opportunities
inferredcites →https://doi.org/10.1109/spmb.2014.7002950openalex-snapshot
Exploring EEG-based biometrics for user identification and authentication
inferredcites →https://doi.org/10.1109/t-affc.2011.15openalex-snapshot
DEAP: A Database for Emotion Analysis ;Using Physiological Signals
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A comparison of the least squares method and the Burg method for autoregressive spectral analysis
inferredcites →https://doi.org/10.1109/tbme.2004.827072openalex-snapshot
BCI2000: A General-Purpose Brain-Computer Interface (BCI) System
inferredcites →https://doi.org/10.1109/tbme.2015.2467312openalex-snapshot
EEG Source Imaging Enhances the Decoding of Complex Right-Hand Motor Imagery Tasks
inferredcites →https://doi.org/10.1109/tencon50793.2020.9293772openalex-snapshot
Wavelet Transform and Machine Learning-Based Biometric Authentication Using EEG Evoked by Invisible Visual Stimuli
inferredcites →https://doi.org/10.1109/tnsre.2003.814453openalex-snapshot
A data analysis competition to evaluate machine learning algorithms for use in brain-computer interfaces
inferredcites →https://doi.org/10.1109/tpami.2007.1013openalex-snapshot
Biometrics from Brain Electrical Activity: A Machine Learning Approach
inferredcites →https://doi.org/10.1145/3351529.3360655openalex-snapshot
Multimodal Biometric Authentication for VR/AR using EEG and Eye Tracking
inferredcites →https://doi.org/10.1162/neco.1996.8.7.1341openalex-snapshot
The Lack of A Priori Distinctions Between Learning Algorithms
inferredcites →https://doi.org/10.12988/ces.2018.84166openalex-snapshot
Survey of biometric pattern recognition via machine learning techniques
inferredcites →https://doi.org/10.13176/11.427openalex-snapshot
Biometric Authentication and Identification Using Keystroke Dynamics: A Survey
inferredcites →https://doi.org/10.2139/ssrn.3399990openalex-snapshot
Foundations of Machine Learning
inferredcites →https://doi.org/10.3389/fnins.2014.00155openalex-snapshot
Estimating endogenous changes in task performance from EEG
inferredcites →https://doi.org/10.3390/bios10090124openalex-snapshot
Robust Single-Trial EEG-Based Authentication Achieved with a 2-Stage Classifier
inferredcites →https://doi.org/10.48550/arxiv.0910.0817openalex-snapshot
A Survey of Biometric keystroke Dynamics: Approaches, Security and Challenges
inferredcites →https://doi.org/10.5120/1424-1659openalex-snapshot
A Survey of Emerging Biometric Technologies
inferredcites →https://doi.org/10.5281/zenodo.1055814openalex-snapshot
Analysis Of The Eeg Signal For A Practical Biometric System

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Advancing Mobile Neurofinance: Eeg-Based User Authentication and Financial Advisory
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Enhancing User Authentication Through EEG Based P300 Speller Response
inferred← citeshttps://doi.org/10.1007/978-3-032-10192-1_24openalex-snapshot
An Investigation of Ear-EEG Signals for a Novel Biometric Authentication System
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MedDPA: Multi-scale Decomposition and Prototype-Based Channel Aggregation for Medical Time Series Classification
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Robust electroencephalogram-based biometric identification against GAN-generated artificial signals using a novel end-to-end attention-based CNN-LSTM neural network
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Trustworthy analysis of medical and biometric data with deep learning: Methods, challenges, and the imperatives of explainability and privacy
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Brainwave-based authentication using features fusion
inferred← citeshttps://doi.org/10.1016/j.patrec.2023.08.010openalex-snapshot
AITST—Affective EEG-based person identification via interrelated temporal–spatial transformer
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Strengthening Graphical Password Security Through EEG-Driven Classifiers Based on Image Content Familiarity
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SCRAPE: Side-Channel Attack to Reveal Alphanumeric Passwords from EEG Signals
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EEG-Based Person Identification via Frequency-Temporal-Spatial Fusion Network
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Comparison of LSTM- and GRU-Type RNN Networks for Attention and Meditation Prediction on Raw EEG Data from Low-Cost Headsets
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Brain–Computer Interface for EEG-Based Authentication: Advancements and Practical Implications
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