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Evaluating Ensemble Learning Methods for Multi-Modal Emotion Recognition Using Sensor Data Fusion
16 references·0 citing·46 second hopsampled
Evaluating Ensemble Learning Methods for Multi-Modal Emotion Recognition Using Sensor Data Fusion (2022)Evaluating Ensemble Learning Methods for …Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review (2022)Human emotion recognition fro…Human Emotion Recognition: Review of Sensors and Methods (2020)Human Emotion Recognition: Re…Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Emotion recognition using mul…Subject independent emotion recognition from EEG using VMD and deep learning (2019)Subject independent emotion r…MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)MPED: A Multi-Modal Physiolog…Deep learning analysis of mobile physiological, environmental and location sensor data for emotion detection (2018)Deep learning analysis of mob…Cross-Subject Emotion Recognition Using Flexible Analytic Wavelet Transform From EEG Signals (2018)Cross-Subject Emotion Recogni…Multimodal fusion framework: A multiresolution approach for emotion classification and recognition from physiological signals (2013)Multimodal fusion framework: …Multimodal Emotion Recognition in Response to Videos (2011)Multimodal Emotion Recognitio…Applying neural network analysis on heart rate variability data to assess driver fatigue (2010)Applying neural network analy…Toward Emotion Recognition in Car-Racing Drivers: A Biosignal Processing Approach (2008)Toward Emotion Recognition in…Emotion recognition based on physiological changes in music listening (2008)Emotion recognition based on …Detecting Stress During Real-World Driving Tasks Using Physiological Sensors (2005)Detecting Stress During Real-…Using Noninvasive Wearable Computers to Recognize Human Emotions from Physiological Signals (2004)Using Noninvasive Wearable Co…Emotion recognition system using short-term monitoring of physiological signals (2004)Emotion recognition system us…Measuring emotion: The self-assessment manikin and the semantic differential (1994)Measuring emotion: The self-a…Sleep related vehicle accidents (1995)A critical review of the psychophysiology of driver fatigue (2001)Driver fatigue: Electroencephalography and psychological assessment (2002)Automated Detection of Engagement Using Video-Based Estimation of Facial Expressions and Heart Rate (2016)Towards Detection of Bus Driver Fatigue Based on Robust Visual Analysis of Eye State (2016)A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving (2019)Affective Computing (1997)Emotion recognition in human-computer interaction (2001)Toward machine emotional intelligence: analysis of affective physiological state (2001)Recognising realistic emotions and affect in speech: State of the art and lessons learnt from the first challenge (2011)Review on Psychological Stress Detection Using Biosignals (2019)On the primacy of affect. (1984)Emotion elicitation using films (1995)Emotion Assessment: Arousal Evaluation Using EEG’s and Peripheral Physiological Signals (2006)Short-term emotion assessment in a recall paradigm (2009)Emotion Assessment From Physiological Signals for Adaptation of Game Difficulty (2011)The principles of psychology, Vol I. (1890)The Principles of Psychology (1891)EEG-Based Emotion Recognition in Music Listening (2010)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)A Review of Emotion Recognition Using Physiological Signals (2018)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)The Cognitive Structure of Emotions (1988)A Review and Meta-Analysis of Multimodal Affect Detection Systems (2015)Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)The nature and measurement of meaning. (1952)The Measurement of Meaning (1957)A circumplex model of affect. (1980)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English (2018)Coefficient Alpha and the Internal Structure of Tests (1951)Inferring psychological significance from physiological signals. (1990)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Facial Action Coding System (1978)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)Emotion recognition based on EEG feature maps through deep learning network (2021)Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review (2022)Emotion recognition from unimodal to multimodal analysis: A review (2023)Approximate entropy as a measure of system complexity. (1991)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Emotion recognition in EEG signals using deep learning methods: A review (2023)Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a review (2024)From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications (2025)
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References

  • 1994Measuring emotion: The self-assessment manikin and the semantic differential9,531 cited
  • 2005Detecting Stress During Real-World Driving Tasks Using Physiological Sensors2,205 cited
  • 2008Emotion recognition based on physiological changes in music listening1,085 cited
  • 2004Emotion recognition system using short-term monitoring of physiological signals942 cited
  • 2020Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review804 cited
  • 2011Multimodal Emotion Recognition in Response to Videos723 cited
  • 2020Human Emotion Recognition: Review of Sensors and Methods586 cited
  • 2004Using Noninvasive Wearable Computers to Recognize Human Emotions from Physiological Signals433 cited
  • 2022Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review429 cited
  • 2010Applying neural network analysis on heart rate variability data to assess driver fatigue418 cited
  • 2013Multimodal fusion framework: A multiresolution approach for emotion classification and recognition from physiological signals354 cited
  • 2019MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition339 cited
  • 2008Toward Emotion Recognition in Car-Racing Drivers: A Biosignal Processing Approach335 cited
  • 2018Cross-Subject Emotion Recognition Using Flexible Analytic Wavelet Transform From EEG Signals

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294 cited
  • 2018Deep learning analysis of mobile physiological, environmental and location sensor data for emotion detection293 cited
  • 2019Subject independent emotion recognition from EEG using VMD and deep learning212 cited
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