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A Survey on Modality Characteristics, Performance Evaluation Metrics, and Security for Traditional and Wearable Biometric Systems

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

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Biometrics-based cryptographic key generation
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Photoplethysmography as a form of biometric authentication
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IEEE Standard for Local and metropolitan area networks - Part 15.6: Wireless Body Area Networks
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Signal Processing and Feature Extraction for Sleep Evaluation in Wearable Devices
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A Generic Framework for EEG-Based Biometric Authentication
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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Triboelectric nanogenerators for self-powered biosensing: Towards intelligent platforms in the one-health framework
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Fine-Grained ECG Monitoring Based on Stretchable Organic Electrochemical Transistors with Anisotropic Gel Electrolytes for Biometric Identification
inferred← citeshttps://doi.org/10.1038/s41598-021-82520-wopenalex-snapshot
The hidden waves in the ECG uncovered revealing a sound automated interpretation method
inferred← citeshttps://doi.org/10.1049/bme2.12003openalex-snapshot
Mobile keystroke dynamics for biometric recognition: An overview
inferred← citeshttps://doi.org/10.1049/bme2.12028openalex-snapshot
Energy‐efficient multi‐biometric system for Internet of Things using trust management
inferred← citeshttps://doi.org/10.1049/iet-stg.2019.0002openalex-snapshot
Case study on the effects of partial solar eclipse on distributed PV systems and management areas
inferred← citeshttps://doi.org/10.1049/iet-stg.2019.0298openalex-snapshot
Adapting big data standards, maturity models to smart grid distributed generation: critical review
inferred← citeshttps://doi.org/10.1088/1742-6596/1631/1/012076openalex-snapshot
Real-Time Recognition Algorithm of Vehicle External Specific Sounds Based on Spectrum Characteristics
inferred← citeshttps://doi.org/10.1108/978-1-83909-694-520211010openalex-snapshot
Neural Networks and Deep Learning
inferred← citeshttps://doi.org/10.1108/ijicc-04-2020-0038openalex-snapshot
Exploring compression and parallelization techniques for distribution of deep neural networks over Edge–Fog continuum – a review
inferred← citeshttps://doi.org/10.1108/ijrdm-03-2020-0091openalex-snapshot
Artificial intelligence in the fashion industry: consumer responses to generative adversarial network (GAN) technology
inferred← citeshttps://doi.org/10.1108/ijwis-03-2021-0036openalex-snapshot
Application of a methodological approach to compare ontologies
inferred← citeshttps://doi.org/10.1108/ijwis-06-2020-0032openalex-snapshot
Caching strategy for Web application – a systematic literature review
inferred← citeshttps://doi.org/10.1108/jm2-03-2021-0065openalex-snapshot
Cost-sensitive meta-learning framework
inferred← citeshttps://doi.org/10.1108/lht-01-2021-0006openalex-snapshot
Comparative study on intelligent education research among countries based on bibliographic coupling analysis
inferred← citeshttps://doi.org/10.1109/access.2021.3095248openalex-snapshot
A Comprehensive Survey on ECG Signals as New Biometric Modality for Human Authentication: Recent Advances and Future Challenges
inferred← citeshttps://doi.org/10.1109/access.2021.3100035openalex-snapshot
BIOMEX-DB: A Cognitive Audiovisual Dataset for Unimodal and Multimodal Biometric Systems
inferred← citeshttps://doi.org/10.1109/access.2023.3239387openalex-snapshot
A Review on Protection and Cancelable Techniques in Biometric Systems
inferred← citeshttps://doi.org/10.1109/icesc54411.2022.9885311openalex-snapshot
Wearable Sensor based Authentications using Red-Tacton
inferred← citeshttps://doi.org/10.1109/ipas63548.2025.10924506openalex-snapshot
Few Skeleton Features For Gate-Based Gender Recognition From Landmark Frames
inferred← citeshttps://doi.org/10.1109/isncc55209.2022.9851735openalex-snapshot
Metrics for Cyber-Physical Security: a call to action
inferred← citeshttps://doi.org/10.1109/rmkmate64874.2025.11042393openalex-snapshot
Improving Blockchain Security with AI: Using Machine Learning to Detect and Analyze Threats in Real-Time
inferred← citeshttps://doi.org/10.1109/rws47064.2019.8971817openalex-snapshot
Cluster-based Module to Manage Smart Grid Data for an Enhanced Situation Awareness: A Case Study
inferred← citeshttps://doi.org/10.1109/tdsc.2021.3060775openalex-snapshot
Session Invariant EEG Signatures using Elicitation Protocol Fusion and Convolutional Neural Network
inferred← citeshttps://doi.org/10.1109/tdsc.2023.3268360openalex-snapshot
BIOWISH: Biometric Recognition Using Wearable Inertial Sensors Detecting Heart Activity
inferred← citeshttps://doi.org/10.1109/temscon.2019.8813669openalex-snapshot
FACTS Approach to Address Cybersecurity Issues in Electric Vehicle Battery Systems
inferred← citeshttps://doi.org/10.1109/tsp49548.2020.9163524openalex-snapshot
Keystroke Dynamics for Biometric Recognition in Handheld Devices
inferred← citeshttps://doi.org/10.1145/3448016.3457548openalex-snapshot
Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts
inferred← citeshttps://doi.org/10.1145/3490235openalex-snapshot
Gait Recognition Based on Deep Learning: A Survey
inferred← citeshttps://doi.org/10.1145/3544548.3581422openalex-snapshot
Z-Ring: Single-Point Bio-Impedance Sensing for Gesture, Touch, Object and User Recognition
inferred← citeshttps://doi.org/10.11591/ijeecs.v30.i2.pp882-902openalex-snapshot
A comprehensive survey on deep-learning based gait recognition for humans in the COVID-19 pandemic
inferred← citeshttps://doi.org/10.1167/jov.21.5.23openalex-snapshot
A computational model for gestalt proximity principle on dot patterns and beyond
inferred← citeshttps://doi.org/10.1186/s13040-024-00368-yopenalex-snapshot
Unveiling wearables: exploring the global landscape of biometric applications and vital signs and behavioral impact
inferred← citeshttps://doi.org/10.1186/s40537-021-00526-7openalex-snapshot
Video block and FABEMD features for an effective and fast method of reporting near-duplicate and mirroring videos
inferred← citeshttps://doi.org/10.1386/ijfd_00030_1openalex-snapshot
Tracing multisensory food experiences on Twitter
inferred← citeshttps://doi.org/10.1515/9783112221082-039openalex-snapshot
453Adaptive Correlative Approach for Enhanced Biometric Security Using EEG Signal Interface
inferred← citeshttps://doi.org/10.21697/seb.5824openalex-snapshot
Biometric Technologies from the Anthropocentric and Nonanthropocentric Perspective
inferred← citeshttps://doi.org/10.2196/38614openalex-snapshot
Beyond Pathogen Filtration: Possibility of Smart Masks as Wearable Devices for Personal and Group Health and Safety Management
inferred← citeshttps://doi.org/10.2196/40797openalex-snapshot
Trends in Smart Helmets With Multimodal Sensing for Health and Safety: Scoping Review
inferred← citeshttps://doi.org/10.31893/multiscience.2025ss0104openalex-snapshot
A novel approach for fingerprint vitality identification with partial power of cosine transformation of fingerprint images based on machine learning techniques
inferred← citeshttps://doi.org/10.3389/feduc.2023.1270389openalex-snapshot
Research on wearable technologies for learning: a systematic review
inferred← citeshttps://doi.org/10.3390/app10031065openalex-snapshot
A New Method of Fuzzy Support Vector Machine Algorithm for Intrusion Detection
inferred← citeshttps://doi.org/10.3390/electronics13071208openalex-snapshot
A Systematic Analysis of Security Metrics for Industrial Cyber–Physical Systems
inferred← citeshttps://doi.org/10.35940/ijeat.c4008.0212323openalex-snapshot
Multi-Biometrics: Survey and Projection of a New Biometric System
inferred← citeshttps://doi.org/10.48550/arxiv.1905.11883openalex-snapshot
A Case Study on the Effects of Partial Solar Eclipse on Distributed Photovoltaic Systems and Management Areas
inferred← citeshttps://doi.org/10.48550/arxiv.2108.02400openalex-snapshot
Security and Privacy Enhanced Gait Authentication with Random Representation Learning and Digital Lockers
inferred← citeshttps://doi.org/10.5772/intechopen.1012301openalex-snapshot
EdgeAI with TinyML: Redefining Privacy and Security in Online Identity Management
inferred← citeshttps://doi.org/10.58346/jisis.2023.i3.008openalex-snapshot
Security Issues in Internet Architecture and Protocols Based on Behavioural Biometric Block Chain-Enhanced Authentication Layer
inferred← citeshttps://doi.org/10.59176/kjcs.v3i1.2311openalex-snapshot
Study on Advancing Cognitive Neuroscience: Brain Fingerprinting for Enhanced Neurological Research
inferred← citeshttps://doi.org/10.6084/m9.figshare.26019542openalex-snapshot
Additional file 1 of Unveiling wearables: exploring the global landscape of biometric applications and vital signs and behavioral impact
inferred← citeshttps://doi.org/10.7717/peerj-cs.707openalex-snapshot
Hand-based multibiometric systems: state-of-the-art and future challenges
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.