Recognition of human emotions using EEG signals: A review

Emotion recognition using EEG phase space dynamics and Poincare intersections

(2020) Morteza Zangeneh Soroush et al.   Biomedical Signal Processing and Control

High Gamma Band EEG Closely Related to Emotion: Evidence From Functional Network

(2020) Kai Yang et al.   Frontiers in Human Neuroscience

EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network

(2020) Heng Cui et al.   KNOWLEDGE-BASED SYSTEMS

Removal of Artifacts from EEG Signals: A Review

(2019) Xiao Jiang et al.   SENSORS

Emotion recognition from single-channel EEG signals using a two-stage correlation and instantaneous frequency-based filtering method

(2019) Sachin Taran et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Emotion Recognition from Multiband EEG Signals Using CapsNet

(2019) Hao Chao et al.   SENSORS

A Single-Channel Consumer-Grade EEG Device for Brain–Computer Interface: Enhancing Detection of SSVEP and Its Amplitude Modulation

(2019) Phairot Autthasan et al.   IEEE SENSORS JOURNAL

Consumer Grade EEG Measuring Sensors as Research Tools: A Review

(2019) Phattarapong Sawangjai et al.   IEEE SENSORS JOURNAL

Removal of muscle artefacts from few-channel EEG recordings based on multivariate empirical mode decomposition and independent vector analysis

(2018) Xueyuan Xu et al.   ELECTRONICS LETTERS

The Use of Multivariate EMD and CCA for Denoising Muscle Artifacts From Few-Channel EEG Recordings

(2018) Xun Chen et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

EEG-based classification of emotions using empirical mode decomposition and autoregressive model

(2018) Yong Zhang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Investigating Patterns for Self-Induced Emotion Recognition from EEG Signals

(2018) Ning Zhuang et al.   SENSORS

Emotion recognition from multichannel EEG signals using K-nearest neighbor classification

(2018) Mi Li et al.   TECHNOLOGY AND HEALTH CARE

DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices

(2018) Stamos Katsigiannis et al.   IEEE Journal of Biomedical and Health Informatics

ASCERTAIN: Emotion and Personality Recognition Using Commercial Sensors

(2018) Ramanathan Subramanian et al.   IEEE Transactions on Affective Computing

Exploring EEG Features in Cross-Subject Emotion Recognition

(2018) Xiang Li et al.   Frontiers in Neuroscience

Emotion recognition based on time–frequency distribution of EEG signals using multivariate synchrosqueezing transform

(2018) Ahmet Mert et al.   DIGITAL SIGNAL PROCESSING

A Novel EEMD-CCA Approach to Removing Muscle Artifacts for Pervasive EEG

(2018) Xun Chen et al.   IEEE SENSORS JOURNAL

A multimodal approach to estimating vigilance using EEG and forehead EOG

(2017) Wei-Long Zheng et al.   Journal of Neural Engineering

Self-report captures 27 distinct categories of emotion bridged by continuous gradients

(2017) Alan S. Cowen et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Emotions Recognition Using EEG Signals: A Survey

(2017) Soraia M. Alarcao et al.   IEEE Transactions on Affective Computing

Identifying Stable Patterns over Time for Emotion Recognition from EEG

(2017) Wei-Long Zheng et al.   IEEE Transactions on Affective Computing

Human Emotion Recognition with Electroencephalographic Multidimensional Features by Hybrid Deep Neural Networks

(2017) Youjun Li et al.   Applied Sciences-Basel

Optimal Feature Selection and Deep Learning Ensembles Method for Emotion Recognition From Human Brain EEG Sensors

(2017) Raja Majid Mehmood et al.   IEEE Access

An accurate emotion recognition system using ECG and GSR signals and matching pursuit method

(2017) Atefeh Goshvarpour et al.   Biomedical Journal

Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers

(2016) John Atkinson et al.   EXPERT SYSTEMS WITH APPLICATIONS

Methods for artifact detection and removal from scalp EEG: A review

(2016) Md Kafiul Islam et al.   NEUROPHYSIOLOGIE CLINIQUE-CLINICAL NEUROPHYSIOLOGY

The Removal of EOG Artifacts From EEG Signals Using Independent Component Analysis and Multivariate Empirical Mode Decomposition

(2016) Gang Wang et al.   IEEE Journal of Biomedical and Health Informatics

EEG artifact removal—state-of-the-art and guidelines

(2015) Jose Antonio Urigüen et al.   Journal of Neural Engineering

Autoregressive model in the Lp norm space for EEG analysis

(2015) Peiyang Li et al.   JOURNAL OF NEUROSCIENCE METHODS

Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks

(2015) Wei-Long Zheng et al.   IEEE Transactions on Autonomous Mental Development

DECAF: MEG-Based Multimodal Database for Decoding Affective Physiological Responses

(2015) Mojtaba Khomami Abadi et al.   IEEE Transactions on Affective Computing

Fusion of electroencephalographic dynamics and musical contents for estimating emotional responses in music listening

(2014) Yuan-Pin Lin et al.   Frontiers in Neuroscience

The implicit processing of categorical and dimensional strategies: an fMRI study of facial emotion perception

(2013) Yoshi-Taka Matsuda et al.   Frontiers in Human Neuroscience

Emotional state classification from EEG data using machine learning approach

(2013) Xiao-Wei Wang et al.   NEUROCOMPUTING

Detecting implicit expressions of emotion in text: A comparative analysis

(2012) Alexandra Balahur et al.   DECISION SUPPORT SYSTEMS

EOG artifact removal using a wavelet neural network

(2012) Hoang-Anh T. Nguyen et al.   NEUROCOMPUTING

REG-ICA: A hybrid methodology combining Blind Source Separation and regression techniques for the rejection of ocular artifacts

(2011) Manousos A. Klados et al.   Biomedical Signal Processing and Control

A Multimodal Database for Affect Recognition and Implicit Tagging

(2011) M. Soleymani et al.   IEEE Transactions on Affective Computing

The SEMAINE Database: Annotated Multimodal Records of Emotionally Colored Conversations between a Person and a Limited Agent

(2011) G. McKeown et al.   IEEE Transactions on Affective Computing

DEAP: A Database for Emotion Analysis ;Using Physiological Signals

(2011) S. Koelstra et al.   IEEE Transactions on Affective Computing

Toward Emotion Aware Computing: An Integrated Approach Using Multichannel Neurophysiological Recordings and Affective Visual Stimuli

(2010) Christos A Frantzidis et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Emotion Recognition From EEG Using Higher Order Crossings

(2009) P.C. Petrantonakis et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Consciousness and arousal effects on emotional face processing as revealed by brain oscillations. A gamma band analysis

(2007) M BALCONI et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY