Search Results - "Hosni, Sarah Ismail"
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Topology-Aware Multimodal Fusion for Neural Dynamics Representation Learning and Classification
Published in IEEE sensors journal (01-07-2024)“…Applications of multimodal neuroimaging techniques, including electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) have gained…”
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Journal Article -
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Enhancing Communication for People in Late-Stage ALS Using an fNIRS-Based BCI System
Published in IEEE transactions on neural systems and rehabilitation engineering (01-05-2020)“…Objective: Brain-computer interface (BCI) based communication remains a challenge for people with later-stage amyotrophic lateral sclerosis (ALS) who lose all…”
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Journal Article -
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Electrical and Hemodynamic Neural Functions in People With ALS: An EEG-fNIRS Resting-State Study
Published in IEEE transactions on neural systems and rehabilitation engineering (01-12-2020)“…Objective: Amyotrophic lateral sclerosis (ALS) is a complex neurodegenerative disease that causes the progressive loss of voluntary muscle control. Recent…”
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Journal Article -
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Context-aware Multimodal Auditory BCI Classification through Graph Neural Networks
Published in 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01-01-2023)“…The prospect of electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) in the presence of topological information of participants is…”
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Conference Proceeding Journal Article -
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A dynamical graph-based feature extraction approach to enhance mental task classification in brain–computer interfaces
Published in Computers in biology and medicine (01-02-2023)“…Graph theoretic approaches in analyzing spatiotemporal dynamics of brain activities are under-studied but could be very promising directions in developing…”
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Journal Article -
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Multimodal Integration of Motor Imagery-Based Signatures for Neural Response Classification
Published 01-01-2021“…Decoding motor imagery (MI) brain responses from multimodal neural information sources, including electroencephalography (EEG) and functional near-infrared…”
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Dissertation -
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A Graph-Based Dynamical Characterization and Inference in Hybrid BCIs
Published in 2021 55th Asilomar Conference on Signals, Systems, and Computers (31-10-2021)“…The accurate characterization of the underlying dynamics of neural responses across various neuroimaging modalities is pivotal to enhancing the performance of…”
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Conference Proceeding -
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Graph-based Recurrence Quantification Analysis of EEG Spectral Dynamics for Motor Imagery-based BCIs
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01-11-2021)“…Despite continuous research, communication approaches based on brain-computer interfaces (BCIs) are not yet an efficient and reliable means that severely…”
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Conference Proceeding Journal Article -
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A Graph-Based Feature Extraction Algorithm Towards a Robust Data Fusion Framework for Brain-Computer Interfaces
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01-11-2021)“…Objective: The topological information hidden in the EEG spectral dynamics is often ignored in the majority of the existing brain-computer interface (BCI)…”
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Conference Proceeding Journal Article