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Human stress classification using EEG signals in response to music tracks
14 references·16 citing·43 second hop
Human stress classification using EEG signals in response to music tracks (2019)Human stress classification using EEG sig…State-Trait Anxiety Inventory (2017)State-Trait Anxiety InventoryMachine Learning Framework for the Detection of Mental Stress at Multiple Levels (2017)Machine Learning Framework fo…Mental stress assessment using simultaneous measurement of EEG and fNIRS (2016)Mental stress assessment usin…Human emotion recognition and analysis in response to audio music using brain signals (2016)Human emotion recognition and…The Effect of Music on the Human Stress Response (2013)The Effect of Music on the Hu…Objective measures, sensors and computational techniques for stress recognition and classification: A survey (2012)Objective measures, sensors a…The Anxiety‐ and Pain‐Reducing Effects of Music Interventions: A Systematic Review (2008)The Anxiety‐ and Pain‐Reducin…Emotion recognition using brain activity (2008)Emotion recognition using bra…Coping with Stress: The Effectiveness of Different Types of Music (2007)Coping with Stress: The Effec…Emotional speech recognition: Resources, features, and methods (2006)Emotional speech recognition:…Speech emotion recognition using hidden Markov models (2003)Speech emotion recognition us…Prosody-based automatic detection of annoyance and frustration in human-computer dialog (2002)Prosody-based automatic detec…Relaxing Music Prevents Stress-Induced Increases in Subjective Anxiety, Systolic Blood Pressure, and Heart Rate in Healthy Males and Females (2001)Relaxing Music Prevents Stres…A Global Measure of Perceived Stress (1983)A Global Measure of Perceived…Securing air transportation safety through identifying pilot's risky VFR flying behaviours: An EEG-based neurophysiological modelling using machine learning algorithms (2023)Securing air transportation s…Hybrid Deep Learning Approach for Stress Detection Using Decomposed EEG Signals (2023)Hybrid Deep Learning Approach…Applications of artificial intelligence−machine learning for detection of stress: a critical overview (2023)Applications of artificial in…Stress Classification Using Brain Signals Based on LSTM Network (2022)Stress Classification Using B…Recognising situation awareness associated with different workloads using EEG and eye-tracking features in air traffic control tasks (2022)Recognising situation awarene…Human Stress Detection With Wearable Sensors Using Convolutional Neural Networks (2022)Human Stress Detection With W…Frontal lobe real-time EEG analysis using machine learning techniques for mental stress detection (2022)Frontal lobe real-time EEG an…A novel technique for stress detection from EEG signal using hybrid deep learning model (2022)A novel technique for stress …Human stress classification during public speaking using physiological signals (2021)Human stress classification d…EEG Mental Stress Assessment Using Hybrid Multi-Domain Feature Sets of Functional Connectivity Network and Time-Frequency Features (2021)EEG Mental Stress Assessment …A study on multi-class anxiety detection using wearable EEG headband (2021)A study on multi-class anxiet…The Impact of Different Sounds on Stress Level in the Context of EEG, Cardiac Measures and Subjective Stress Level: A Pilot Study (2020)The Impact of Different Sound…Modified Support Vector Machine for Detecting Stress Level Using EEG Signals (2020)Modified Support Vector Machi…EEG Based Classification of Long-Term Stress Using Psychological Labeling (2020)EEG Based Classification of L…An Effective Mental Stress State Detection and Evaluation System Using Minimum Number of Frontal Brain Electrodes (2020)An Effective Mental Stress St…Classification of Perceived Mental Stress Using A Commercially Available EEG Headband (2019)Classification of Perceived M…Emotion recognition in human-computer interaction (2001)Recognizing emotion in speech (2002)Challenges in real-life emotion annotation and machine learning based detection (2005)The HUMAINE Database: Addressing the Collection and Annotation of Naturalistic and Induced Emotional Data (2007)EEG-based emotion recognition during watching movies (2011)Empirical Evidence of Bias (1995)Empirical evidence of bias. 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this work references cited by second hop

References

  • 1983A Global Measure of Perceived Stress32,743 cited
  • 2017State-Trait Anxiety Inventory942 cited
  • 2006Emotional speech recognition: Resources, features, and methods927 cited
  • 2003Speech emotion recognition using hidden Markov models920 cited
  • 2008The Anxiety‐ and Pain‐Reducing Effects of Music Interventions: A Systematic Review766 cited
  • 2013The Effect of Music on the Human Stress Response517 cited
  • 2012Objective measures, sensors and computational techniques for stress recognition and classification: A survey510 cited
  • 2001Relaxing Music Prevents Stress-Induced Increases in Subjective Anxiety, Systolic Blood Pressure, and Heart Rate in Healthy Males and Females478 cited
  • 2002Prosody-based automatic detection of annoyance and frustration in human-computer dialog390 cited
  • 2007Coping with Stress: The Effectiveness of Different Types of Music382 cited
  • 2016Mental stress assessment using simultaneous measurement of EEG and fNIRS284 cited
  • 2017Machine Learning Framework for the Detection of Mental Stress at Multiple Levels274 cited
  • 2008Emotion recognition using brain activity270 cited
  • 2016Human emotion recognition and analysis in response to audio music using brain signals223 cited

Cited by

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  • 2019Classification of Perceived Mental Stress Using A Commercially Available EEG Headband198 cited
  • 2022Frontal lobe real-time EEG analysis using machine learning techniques for mental stress detection131 cited
  • 2020EEG Based Classification of Long-Term Stress Using Psychological Labeling127 cited
  • 2020An Effective Mental Stress State Detection and Evaluation System Using Minimum Number of Frontal Brain Electrodes118 cited
  • 2022Recognising situation awareness associated with different workloads using EEG and eye-tracking features in air traffic control tasks106 cited
  • 2020The Impact of Different Sounds on Stress Level in the Context of EEG, Cardiac Measures and Subjective Stress Level: A Pilot Study89 cited
  • 2022Human Stress Detection With Wearable Sensors Using Convolutional Neural Networks78 cited
  • 2021Human stress classification during public speaking using physiological signals77 cited
  • 2023Applications of artificial intelligence−machine learning for detection of stress: a critical overview74 cited
  • 2022A novel technique for stress detection from EEG signal using hybrid deep learning model70 cited
  • 2023Hybrid Deep Learning Approach for Stress Detection Using Decomposed EEG Signals65 cited
  • 2020Modified Support Vector Machine for Detecting Stress Level Using EEG Signals64 cited
  • 2021A study on multi-class anxiety detection using wearable EEG headband58 cited
  • 2022Stress Classification Using Brain Signals Based on LSTM Network58 cited
  • 2021EEG Mental Stress Assessment Using Hybrid Multi-Domain Feature Sets of Functional Connectivity Network and Time-Frequency Features51 cited
  • 2023Securing air transportation safety through identifying pilot's risky VFR flying behaviours: An EEG-based neurophysiological modelling using machine learning algorithms50 cited