Cargando…

Decoding the neural signatures of valence and arousal from portable EEG headset

Emotion classification using electroencephalography (EEG) data and machine learning techniques have been on the rise in the recent past. However, past studies use data from medical-grade EEG setups with long set-up times and environment constraints. This paper focuses on classifying emotions on the...

Descripción completa

Detalles Bibliográficos
Autores principales:	Garg, Nikhil, Garg, Rohit, Anand, Apoorv, Baths, Veeky
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/PMC9764010/ https://www.ncbi.nlm.nih.gov/pubmed/36561835 http://dx.doi.org/10.3389/fnhum.2022.1051463

Ejemplares similares

Acoustic and Language Based Deep Learning Approaches for Alzheimer's Dementia Detection From Spontaneous Speech
por: Mahajan, Pranav, et al.
Publicado: (2021)

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

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

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

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)

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

Weighted Brain Network Metrics for Decoding Action Intention Understanding Based on EEG
por: Xiong, Xingliang, 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)

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

Predicting Exact Valence and Arousal Values from EEG
por: Galvão, Filipe, et al.
Publicado: (2021)

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

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

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

Assessing the feasibility of online SSVEP decoding in human walking using a consumer EEG headset
por: Lin, Yuan-Pin, et al.
Publicado: (2014)

Aesthetic chills cause an emotional drift in valence and arousal
por: Jain, Abhinandan, et al.
Publicado: (2023)

Identification of distant co-evolving residues in antigen 85C from Mycobacterium tuberculosis using statistical coupling analysis of the esterase family proteins
por: Baths, Veeky, et al.
Publicado: (2011)

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

A Systemic Review of Available Low-Cost EEG Headsets Used for Drowsiness Detection
por: LaRocco, John, et al.
Publicado: (2020)

Directly Exploring the Neural Correlates of Feedback-Related Reward Saliency and Valence During Real-Time fMRI-Based Neurofeedback
por: Direito, Bruno, et al.
Publicado: (2021)

Spatiotemporal Dynamics of Affective and Semantic Valence Among Women
por: Wang, Luchun, et al.
Publicado: (2021)

Influence of voluntary action and outcome valence on the sense of agency
por: Niu, Nana, et al.
Publicado: (2023)

Decoding Neural Responses to Motion-in-Depth Using EEG
por: Himmelberg, Marc M., 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)

The Neural Signature of Statistical Learning of Orthography
por: Tong, Xiuhong, et al.
Publicado: (2020)

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

Brain Activations to Emotional Pictures are Differentially Associated with Valence and Arousal Ratings
por: Gerdes, Antje B. M., et al.
Publicado: (2010)

Modal-Polar Representation of Evoked Response Potentials in Multiple Arousal States
por: El-Zghir, Rawan K., et al.
Publicado: (2021)

Disruption of cell wall fatty acid biosynthesis in Mycobacterium tuberculosis using a graph theoretic approach
por: Baths, Veeky, et al.
Publicado: (2011)

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

A Lightweight Multi-Scale Convolutional Neural Network for P300 Decoding: Analysis of Training Strategies and Uncovering of Network Decision
por: Borra, Davide, et al.
Publicado: (2021)

Neural representations for multi-context visuomotor adaptation and the impact of common representation on multi-task performance: a multivariate decoding approach
por: Song, Youngjo, et al.
Publicado: (2023)

Evaluation of EEG Headset Mounting for Brain-Computer Interface-Based Stroke Rehabilitation by Patients, Therapists, and Relatives
por: Jochumsen, Mads, et al.
Publicado: (2020)

Cue Valence Influences the Effects of Cue Uncertainty on ERP Responses to Emotional Events
por: Lin, Huiyan, et al.
Publicado: (2020)

Electrophysiological and Behavioral Correlates of Valence, Arousal and Subjective Significance in the Lexical Decision Task
por: Imbir, Kamil K., et al.
Publicado: (2020)

The role of subjective significance, valence and arousal in the explicit processing of emotion-laden words
por: Imbir, Kamil K., et al.
Publicado: (2023)

Altered neural processes underlying executive function in occupational burnout—Basis for a novel EEG biomarker
por: Pihlaja, Mia, et al.
Publicado: (2023)

Neural decoding of expressive human movement from scalp electroencephalography (EEG)
por: Cruz-Garza, Jesus G., et al.
Publicado: (2014)

Effects of Visual Scene Complexity on Neural Signatures of Spatial Attention
por: Bonacci, Lia M., et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_hnkpuiv30hl99v5td6r7ceaeua