Cargando…

Machine Learning Approaches for MDD Detection and Emotion Decoding Using EEG Signals

Emotional decoding and automatic identification of major depressive disorder (MDD) are helpful for the timely diagnosis of the disease. Electroencephalography (EEG) is sensitive to changes in the functional state of the human brain, showing its potential to help doctors diagnose MDD. In this paper,...

Descripción completa

Detalles Bibliográficos
Autores principales:	Duan, Lijuan, Duan, Huifeng, Qiao, Yuanhua, Sha, Sha, Qi, Shunai, Zhang, Xiaolong, Huang, Juan, Huang, Xiaohan, Wang, Changming
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2020
Materias:	Human Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7538713/ https://www.ncbi.nlm.nih.gov/pubmed/33173472 http://dx.doi.org/10.3389/fnhum.2020.00284

Ejemplares similares

Decoding Intracranial EEG With Machine Learning: A Systematic Review
por: Mirchi, Nykan, et al.
Publicado: (2022)

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

A Novel Sleep Staging Network Based on Data Adaptation and Multimodal Fusion
por: Duan, Lijuan, et al.
Publicado: (2021)

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)

SSTM-IS: simplified STM method based on instance selection for real-time EEG emotion recognition
por: Ran, Shuang, et al.
Publicado: (2023)

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)

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)

Hybrid transfer learning strategy for cross-subject EEG emotion recognition
por: Lu, Wei, et al.
Publicado: (2023)

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

STGATE: Spatial-temporal graph attention network with a transformer encoder for EEG-based emotion recognition
por: Li, Jingcong, et al.
Publicado: (2023)

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

Two-Level Domain Adaptation Neural Network for EEG-Based Emotion Recognition
por: Bao, Guangcheng, et al.
Publicado: (2021)

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

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

High Gamma Band EEG Closely Related to Emotion: Evidence From Functional Network
por: Yang, Kai, et al.
Publicado: (2020)

Classification of Complex Emotions Using EEG and Virtual Environment: Proof of Concept and Therapeutic Implication
por: De Filippi, Eleonora, et al.
Publicado: (2021)

Source localization and functional network analysis in emotion cognitive reappraisal with EEG-fMRI integration
por: Li, Wenjie, et al.
Publicado: (2022)

Challenge for Affective Brain-Computer Interfaces: Non-stationary Spatio-spectral EEG Oscillations of Emotional Responses
por: Shen, Yi-Wei, et al.
Publicado: (2019)

Ventral Attention Network Correlates With High Traits of Emotion Dysregulation in Community Women — A Resting-State EEG Study
por: Fusina, Francesca, et al.
Publicado: (2022)

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)

FMRI study of implicit emotional face processing in patients with MDD with melancholic subtype
por: Kustubayeva, Almira, et al.
Publicado: (2023)

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

A Spherical Phase Space Partitioning Based Symbolic Time Series Analysis (SPSP—STSA) for Emotion Recognition Using EEG Signals
por: Tavakkoli, Hoda, et al.
Publicado: (2022)

Decoding Three Different Preference Levels of Consumers Using Convolutional Neural Network: A Functional Near-Infrared Spectroscopy Study
por: Qing, Kunqiang, et al.
Publicado: (2021)

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

Decoding subjective emotional arousal from EEG during an immersive virtual reality experience
por: Hofmann, Simon M, et al.
Publicado: (2021)

Identifying and Predicting Autism Spectrum Disorder Based on Multi-Site Structural MRI With Machine Learning
por: Duan, YuMei, et al.
Publicado: (2022)

Editorial: Explainable and advanced intelligent processing in the brain-machine interaction
por: Xie, Xiaofeng, et al.
Publicado: (2023)

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)

Impact of dataset size and long-term ECoG-based BCI usage on deep learning decoders performance
por: Śliwowski, Maciej, et al.
Publicado: (2023)

Empirical comparison of deep learning methods for EEG decoding
por: de Oliveira, Iago Henrique, 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)

Semantic processing during continuous speech production: an analysis from eye movements and EEG
por: Huang, Jinfeng, et al.
Publicado: (2023)

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

Enhancement of lower limb motor imagery ability via dual-level multimodal stimulation and sparse spatial pattern decoding method
por: Hou, Yao, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_q7r6t5qsmns5qv5t4rgali0b13