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Human emotion recognition based on time–frequency analysis of multivariate EEG signal · Study

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ArticleHuman emotion recognition based on time–frequency analysis of multivariate EEG signal

V. Padhmashree2021

Article2021

Human emotion recognition based on time–frequency analysis of multivariate EEG signal

V. Padhmashree · Abhijit Bhattacharyya

116 citations·0/0 files stored·Knowledge-Based Systems

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Emotion and Mood Recognition EEG and Brain-Computer Interfaces Muscle activation and electromyography studies

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References

1992An argument for basic emotions 1994The nature of emotion: Fundamental questions.2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks 2010Survey on speech emotion recognition: Features, classification schemes, and databases 1927The James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory 2001Appraisal processes in emotion: Theory, methods, research.2010Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks

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2022Spatial-frequency convolutional self-attention network for EEG emotion recognition 2022Recognising situation awareness associated with different workloads using EEG and eye-tracking features in air traffic control tasks 2025Advances in EEG-based emotion recognition: Challenges, methodologies, and future directions 2023ICaps-ResLSTM: Improved capsule network and residual LSTM for EEG emotion recognition 2022A Novel DE-CNN-BiLSTM Multi-Fusion Model for EEG Emotion Recognition

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Year2021

Typearticle

Published2021-12-08

VenueKnowledge-Based Systems

ISSN-L0950-7051

Languageen

Citations116

Files0 public / 0

ShelfEmotion and Mood Recognition

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doi10.1016/j.knosys.2021.107867

openalex_workW4200406972

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2022Affect recognition from scalp-EEG using channel-wise encoder networks coupled with geometric deep learning and multi-channel feature fusion

2024Human emotion recognition using Machine learning techniques based on the physiological signal

2024Nonlinear Signal Processing Methods for Automatic Emotion Recognition Using Electrodermal Activity