Cargando…

Decoding Intracranial EEG With Machine Learning: A Systematic Review

Advances in intracranial electroencephalography (iEEG) and neurophysiology have enabled the study of previously inaccessible brain regions with high fidelity temporal and spatial resolution. Studies of iEEG have revealed a rich neural code subserving healthy brain function and which fails in disease...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mirchi, Nykan, Warsi, Nebras M., Zhang, Frederick, Wong, Simeon M., Suresh, Hrishikesh, Mithani, Karim, Erdman, Lauren, Ibrahim, George M.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Human Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9271576/ https://www.ncbi.nlm.nih.gov/pubmed/35832872 http://dx.doi.org/10.3389/fnhum.2022.913777

Ejemplares similares

Machine Learning Approaches for MDD Detection and Emotion Decoding Using EEG Signals
por: Duan, Lijuan, et al.
Publicado: (2020)

Cross-Dataset Variability Problem in EEG Decoding With Deep Learning
por: Xu, Lichao, et al.
Publicado: (2020)

A State-of-the-Art Review of EEG-Based Imagined Speech Decoding
por: Lopez-Bernal, Diego, et al.
Publicado: (2022)

Decoding EEG Brain Activity for Multi-Modal Natural Language Processing
por: Hollenstein, Nora, et al.
Publicado: (2021)

Decoding the neural signatures of valence and arousal from portable EEG headset
por: Garg, Nikhil, et al.
Publicado: (2022)

Weighted Brain Network Metrics for Decoding Action Intention Understanding Based on EEG
por: Xiong, Xingliang, et al.
Publicado: (2020)

Neural Activity and Decoding of Action Observation Using Combined EEG and fNIRS Measurement
por: Ge, Sheng, et al.
Publicado: (2019)

Mapping the Scene and Object Processing Networks by Intracranial EEG
por: Vlcek, Kamil, et al.
Publicado: (2020)

Including Measures of High Gamma Power Can Improve the Decoding of Natural Speech From EEG
por: Synigal, Shyanthony R., et al.
Publicado: (2020)

Continuous Decoding of Hand Movement From EEG Signals Using Phase-Based Connectivity Features
por: Hosseini, Seyyed Moosa, et al.
Publicado: (2022)

Directional Decoding From EEG in a Center-Out Motor Imagery Task With Visual and Vibrotactile Guidance
por: Hehenberger, Lea, et al.
Publicado: (2021)

Epileptic High-Frequency Oscillations in Intracranial EEG Are Not Confounded by Cognitive Tasks
por: Boran, Ece, et al.
Publicado: (2021)

Decoding intracranial EEG data with multiple kernel learning method
por: Schrouff, Jessica, et al.
Publicado: (2016)

Machine learning approach for early onset dementia neurobiomarker using EEG network topology features
por: Rutkowski, Tomasz M., et al.
Publicado: (2023)

Focus on the Breath: Brain Decoding Reveals Internal States of Attention During Meditation
por: Weng, Helen Y., et al.
Publicado: (2020)

Intelligent Tutoring Systems: Re-Envisioning Surgical Education in Response to COVID-19
por: Mirchi, Nykan, et al.
Publicado: (2020)

Decoding Sequence Learning from Single-Trial Intracranial EEG in Humans
por: De Lucia, Marzia, et al.
Publicado: (2011)

Metric Learning in Freewill EEG Pre-Movement and Movement Intention Classification for Brain Machine Interfaces
por: Plucknett, William, et al.
Publicado: (2022)

Editorial: Sensorimotor decoding: characterization and modeling for rehabilitation and assistive technologies
por: Pais-Vieira, Miguel, et al.
Publicado: (2023)

Imagined speech can be decoded from low- and cross-frequency intracranial EEG features
por: Proix, Timothée, et al.
Publicado: (2022)

Slow Firing Single Units Are Essential for Optimal Decoding of Silent Speech
por: Ganesh, Ananya, et al.
Publicado: (2022)

Editorial: Improving decoding of neuroinformation: towards the diversity of neural engineering applications
por: Alonso-Valerdi, Luz María
Publicado: (2023)

Tracking mood fluctuations with functional network patterns
por: Mirchi, Nykan, et al.
Publicado: (2018)

Neural Decoding of EEG Signals with Machine Learning: A Systematic Review
por: Saeidi, Maham, et al.
Publicado: (2021)

The Influence of Different EEG References on Scalp EEG Functional Network Analysis During Hand Movement Tasks
por: Zhang, Lipeng, et al.
Publicado: (2020)

Proactive Control of Emotional Distraction: Evidence From EEG Alpha Suppression
por: Murphy, Justin, et al.
Publicado: (2020)

Identifying biomarkers for tDCS treatment response in Alzheimer’s disease patients: a machine learning approach using resting-state EEG classification
por: Andrade, Suellen Marinho, et al.
Publicado: (2023)

Loving-kindness meditation (LKM) modulates brain-heart connection: An EEG case study
por: Wong, GoonFui, et al.
Publicado: (2022)

Commentary: Decoding across sensory modalities reveals common supramodal signatures of conscious perception
por: Bachmann, Talis
Publicado: (2020)

Decoding Multiple Sound-Categories in the Auditory Cortex by Neural Networks: An fNIRS Study
por: Yoo, So-Hyeon, et al.
Publicado: (2021)

Overt speech decoding from cortical activity: a comparison of different linear methods
por: Le Godais, Gaël, et al.
Publicado: (2023)

Sabotage Detection Using DL Models on EEG Data From a Cognitive-Motor Integration Task
por: Chaudhary, Mahima, et al.
Publicado: (2021)

Corrigendum: Relative Power Correlates With the Decoding Performance of Motor Imagery Both Across Time and Subjects
por: Zhou, Qing, et al.
Publicado: (2022)

Dataset size considerations for robust acoustic and phonetic speech encoding models in EEG
por: Desai, Maansi, et al.
Publicado: (2023)

An empirical comparison of neural networks and machine learning algorithms for EEG gait decoding
por: Nakagome, Sho, et al.
Publicado: (2020)

Multibranch convolutional neural network with contrastive representation learning for decoding same limb motor imagery tasks
por: Phunruangsakao, Chatrin, et al.
Publicado: (2022)

Electrical Stimulation Mapping of Brain Function: A Comparison of Subdural Electrodes and Stereo-EEG
por: Grande, Krista M., et al.
Publicado: (2020)

Feedback Related Potentials for EEG-Based Typing Systems
por: Gonzalez-Navarro, Paula, et al.
Publicado: (2022)

Recognition of Consumer Preference by Analysis and Classification EEG Signals
por: Aldayel, Mashael, et al.
Publicado: (2021)

Editorial: EEG/MEG based diagnosis for psychiatric disorders
por: Zhang, Junpeng, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_16g1eafb01bv6g18ueoh1du65i