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Imagined Emotion Study

ds003004 · 150 high-confidence citations

  1. DEAP: A Database for Emotion Analysis ;Using Physiological Signals

    Sander Koelstra, Christian Mühl, Mohammad Soleymani, Jong‐Seok Lee, Amirmehdi Yazdani, Touradj Ebrahimi, Thierry Pun, Anton Nijholt, Ioannis Patras · 2011 · IEEE Transactions on Affective Computing

    Cites data paper 4,837 citations

  2. Emotions Recognition Using EEG Signals: A Survey

    Soraia M. Alarcão, Manuel J. Fonseca · 2017 · IEEE Transactions on Affective Computing

    Cites data paper 1,136 citations

  3. Independent EEG Sources Are Dipolar

    Arnaud Delorme, Jason Palmer, Julie Onton, Robert Oostenveld, Scott Makeig · 2012 · PLoS ONE

    Cites data paper 840 citations

  4. Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review

    Jianhua Zhang, Zhong Yin, Peng Chen, Stefano Nichele · 2020 · Information Fusion

    Cites data paper 782 citations

  5. AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups

    Juan Abdon Miranda-Correa, Mojtaba Khomami Abadi, Nicu Sebe, Ioannis Patras · 2018 · IEEE Transactions on Affective Computing

    Cites data paper 669 citations

  6. EEGLAB, SIFT, NFT, BCILAB, and ERICA: New Tools for Advanced EEG Processing

    Arnaud Delorme, Tim Mullen, Christian Kothe, Zeynep Akalin Acar, Nima Bigdely-Shamlo, Andrey Vankov, Scott Makeig · 2011 · Computational Intelligence and Neuroscience

    Cites data paper 650 citations

  7. Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals

    Yong‐Jin Liu, Minjing Yu, Guozhen Zhao, Jinjing Song, Yan Ge, Yuanchun Shi · 2017 · IEEE Transactions on Affective Computing

    Cites data paper 350 citations

  8. Clinical Utility of EEG in Attention-Deficit/Hyperactivity Disorder: A Research Update

    Sandra K. Loo, Scott Makeig · 2012 · Neurotherapeutics

    Cites data paper 302 citations

  9. EEG-Based BCI Emotion Recognition: A Survey

    Edgar P. Torres, Edgar A. Torres, Myriam Hernández-Álvarez, Sang Guun Yoo · 2020 · Sensors

    Cites data paper 282 citations

  10. A survey of affective brain computer interfaces: principles, state-of-the-art, and challenges

    Christian Mühl, Brendan Z. Allison, Anton Nijholt, Guillaume Chanel · 2014 · Brain-Computer Interfaces

    Cites data paper 276 citations

  11. The neurophysiological bases of <scp>EEG</scp> and <scp>EEG</scp> measurement: A review for the rest of us

    Alice F. Jackson, Donald J. Bolger · 2014 · Psychophysiology

    Cites data paper 265 citations

  12. A review of brain oscillations in perception of faces and emotional pictures

    Bahar Güntekin, Erol Başar · 2014 · Neuropsychologia

    Cites data paper 256 citations

  13. Optimizing the ICA-based removal of ocular EEG artifacts from free viewing experiments

    Olaf Dimigen · 2019 · NeuroImage

    Cites data paper 244 citations

  14. Real‐Time EEG‐Based Happiness Detection System

    Noppadon Jatupaiboon, Setha Pan-ngum, Pasin Israsena · 2013 · The Scientific World JOURNAL

    Cites data paper 232 citations

  15. Fusion of facial expressions and EEG for implicit affective tagging

    Sander Koelstra, Ioannis Patras · 2012 · Image and Vision Computing

    Cites data paper 230 citations

  16. Evolutionary computation algorithms for feature selection of EEG-based emotion recognition using mobile sensors

    Bahareh Nakisa, Mohammad Naim Rastgoo, Dian Tjondronegoro, Vinod Chandran · 2017 · Expert Systems with Applications

    Cites data paper 230 citations

  17. Distinct β Band Oscillatory Networks Subserving Motor and Cognitive Control during Gait Adaptation

    Johanna Wagner, Scott Makeig, Mateusz Gola, Christa Neuper, Gernot Müller-Putz · 2016 · Journal of Neuroscience

    Cites data paper 202 citations

  18. Applying dimension reduction to EEG data by Principal Component Analysis reduces the quality of its subsequent Independent Component decomposition

    Fiorenzo Artoni, Arnaud Delorme, Scott Makeig · 2018 · NeuroImage

    Cites data paper 198 citations

  19. High and low gamma EEG oscillations in central sensorimotor areas are conversely modulated during the human gait cycle

    Martin Seeber, Reinhold Scherer, Johanna Wagner, Teodoro Solis‐Escalante, Gernot Müller-Putz · 2015 · NeuroImage

    Cites data paper 187 citations

  20. EEG-based emotion recognition: Review of commercial EEG devices and machine learning techniques

    Didar Dadebayev, Wei Wei Goh, Ee Xion Tan · 2021 · Journal of King Saud University - Computer and Information Sciences

    Cites data paper 186 citations

  21. An EEG-Based Brain Computer Interface for Emotion Recognition and Its Application in Patients with Disorder of Consciousness

    Haiyun Huang, Qiuyou Xie, Jiahui Pan, Yanbin He, Zhenfu Wen, Ronghao Yu, Yuanqing Li · 2019 · IEEE Transactions on Affective Computing

    Cites data paper 179 citations

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

    Kai Yang, Li Tong, Jun Shu, Ning Zhuang, Bin Yan, Ying Zeng · 2020 · Frontiers in Human Neuroscience

    Cites data paper 176 citations

  23. Evolving Signal Processing for Brain–Computer Interfaces

    Scott Makeig, Christian Kothe, Tim Mullen, Nima Bigdely-Shamlo, Zhilin Zhang, Kenneth Kreutz-Delgado · 2012 · Proceedings of the IEEE

    Cites data paper 164 citations

  24. The dynamics of EEG gamma responses to unpleasant visual stimuli: From local activity to functional connectivity

    Nicola Martini, Danilo Menicucci, Laura Sebastiani, Remo Bedini, Alessandro Pingitore, Nicola Vanello, Matteo Milanesi, Luigi Landini, Angelo Gemignani · 2012 · NeuroImage

    Cites data paper 152 citations

  25. In search of biomarkers in psychiatry: EEG‐based measures of brain function

    Gráinne McLoughlin, Scott Makeig, Ming T. Tsuang · 2013 · American Journal of Medical Genetics Part B Neuropsychiatric Genetics

    Cites data paper 150 citations

  26. Decoding the neural representation of affective states

    Laura B. Baucom, Douglas H. Wedell, Jing Wang, David Blitzer, Svetlana V. Shinkareva · 2011 · NeuroImage

    Cites data paper 143 citations

  27. Long Short Term Memory Hyperparameter Optimization for a Neural Network Based Emotion Recognition Framework

    Bahareh Nakisa, Mohammad Naim Rastgoo, Andry Rakotonirainy, Frédéric Maire, Vinod Chandran · 2018 · IEEE Access

    Cites data paper 134 citations

  28. Electromyogenic artifacts and electroencephalographic inferences revisited

    Brenton W. McMenamin, Alexander J. Shackman, Lawrence L. Greischar, Richard J. Davidson · 2010 · NeuroImage

    Cites data paper 117 citations

  29. Emotion Recognition Based on High-Resolution EEG Recordings and Reconstructed Brain Sources

    Hanna Becker, Julien Fleureau, Philippe Guillotel, Fabrice Wendling, Isabelle Merlet, Laurent Albera · 2017 · IEEE Transactions on Affective Computing

    Cites data paper 117 citations

  30. A comprehensive survey on emotion recognition based on electroencephalograph (EEG) signals

    Kranti S. Kamble, Joydeep Sengupta · 2023 · Multimedia Tools and Applications

    Cites data paper 106 citations

  31. Deep Physiological Affect Network for the Recognition of Human Emotions

    Byung Hyung Kim, Sungho Jo · 2018 · IEEE Transactions on Affective Computing

    Cites data paper 104 citations

  32. Spatial-frequency convolutional self-attention network for EEG emotion recognition

    Dongdong Li, Li Xie, Bing Chai, Zhe Wang, Hai Yang · 2022 · Applied Soft Computing

    Cites data paper 102 citations

  33. RELICA: A method for estimating the reliability of independent components

    Fiorenzo Artoni, Danilo Menicucci, Arnaud Delorme, Scott Makeig, Silvestro Micera · 2014 · NeuroImage

    Cites data paper 98 citations

  34. Spatiotemporal reconstruction of auditory steady-state responses to acoustic amplitude modulations: Potential sources beyond the auditory pathway

    Ehsan Darestani Farahani, Tine Goossens, Jan Wouters, Astrid Van Wieringen · 2017 · NeuroImage

    Cites data paper 90 citations

  35. Predicting Exact Valence and Arousal Values from EEG

    Filipe Galvão, Soraia M. Alarcão, Manuel J. Fonseca · 2021 · Sensors

    Cites data paper 88 citations

  36. Modern Machine-Learning Algorithms: For Classifying Cognitive and Affective States From Electroencephalography Signals

    Aurélien Appriou, Andrzej Cichocki, Fabien Lotte · 2020 · IEEE Systems Man and Cybernetics Magazine

    Cites data paper 88 citations

  37. EEG-Based Multimodal Emotion Recognition: A Machine Learning Perspective

    Huan Liu, Tianyu Lou, Yuzhe Zhang, Yixiao Wu, Yang Xiao, Christian S. Jensen, Dalin Zhang · 2024 · IEEE Transactions on Instrumentation and Measurement

    Cites data paper 87 citations

  38. Consumer Grade Brain Sensing for Emotion Recognition

    Payongkit Lakhan, Nannapas Banluesombatkul, Vongsagon Changniam, Ratwade Dhithijaiyratn, Pitshaporn Leelaarporn, Ekkarat Boonchieng, Supanida Hompoonsup, Theerawit Wilaiprasitporn · 2019 · IEEE Sensors Journal

    Cites data paper 79 citations

  39. IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal

    Chun‐Hsiang Chuang, Kong-Yi Chang, Chih-Sheng Huang, Tzyy‐Ping Jung · 2022 · NeuroImage

    Cites data paper 74 citations

  40. EEG-Based Emotion Recognition Using Logistic Regression with Gaussian Kernel and Laplacian Prior and Investigation of Critical Frequency Bands

    Chao Pan, Cheng Shi, Honglang Mu, Jie Li, Xinbo Gao · 2020 · Applied Sciences

    Cites data paper 69 citations

  41. Emotion-Related Consciousness Detection in Patients With Disorders of Consciousness Through an EEG-Based BCI System

    Jiahui Pan, Qiuyou Xie, Haiyun Huang, Yanbin He, Yuping Sun, Ronghao Yu, Yuanqing Li · 2018 · Frontiers in Human Neuroscience

    Cites data paper 63 citations

  42. “BioVid Emo DB”: A multimodal database for emotion analyses validated by subjective ratings

    Lin Zhang, Steffen Walter, Xueyao Ma, Philipp Werner, Ayoub Al-Hamadi, Harald C. Traue, Sascha Gruss · 2016 · 2016 IEEE Symposium Series on Computational Intelligence (SSCI)

    Cites data paper 59 citations

  43. Grand average ERP-image plotting and statistics: A method for comparing variability in event-related single-trial EEG activities across subjects and conditions

    Arnaud Delorme, Makoto Miyakoshi, Tzyy‐Ping Jung, Scott Makeig · 2014 · Journal of Neuroscience Methods

    Cites data paper 56 citations

  44. Emotion recognition with EEG-based brain-computer interfaces: a systematic literature review

    Kübra Erat, Elif Bilge Şahin, Furkan Doğan, Nur Merdanoğlu, Ahmet Akcakaya, Pınar Onay Durdu · 2024 · Multimedia Tools and Applications

    Cites data paper 54 citations

  45. Video‐triggered EEG‐emotion public databases and current methods: A survey

    Wanrou Hu, Gan Huang, Linling Li, Li Zhang, Zhiguo Zhang, Zhen Liang · 2020 · Brain Science Advances

    Cites data paper 53 citations

  46. EEG Alpha and Gamma Modulators Mediate Motion Sickness-Related Spectral Responses

    Shang-Wen Chuang, Chun‐Hsiang Chuang, Yi-Hsin Yu, Jung‐Tai King, Chin‐Teng Lin · 2016 · International Journal of Neural Systems

    Cites data paper 52 citations

  47. Classification of independent components of <scp>EEG</scp> into multiple artifact classes

    Laura Frølich, T Andersen, Morten Mørup · 2014 · Psychophysiology

    Cites data paper 52 citations

  48. Emotion Recognition from EEG during Self-Paced Emotional Imagery

    Christian Kothe, Scott Makeig, Julie Onton · 2013 · n/a

    Cites data paper 49 citations

  49. Challenge for Affective Brain-Computer Interfaces: Non-stationary Spatio-spectral EEG Oscillations of Emotional Responses

    Yi-Wei Shen, Yuan‐Pin Lin · 2019 · Frontiers in Human Neuroscience

    Cites data paper 49 citations

  50. MASA-TCN: Multi-Anchor Space-Aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition

    Yi Ding, Su Zhang, Chuangao Tang, Cuntai Guan · 2024 · IEEE Journal of Biomedical and Health Informatics

    Cites data paper 49 citations

  51. A Comparative Study of Window Size and Channel Arrangement on EEG-Emotion Recognition Using Deep CNN

    Panayu Keelawat, Nattapong Thammasan, Masayuki Numao, Boonserm Kijsirikul · 2021 · Sensors

    Cites data paper 48 citations

  52. First Demonstration of a Musical Emotion BCI

    Scott Makeig, Grace Leslie, Tim Mullen, Devpratim Sarma, Nima Bigdely-Shamlo, Christian Kothe · 2011 · Lecture notes in computer science

    Cites data paper 44 citations

  53. Probing neural activations from continuous EEG in a real-world task: Time-frequency independent component analysis

    Guofa Shou, Lei Ding, Deepika Dasari · 2012 · Journal of Neuroscience Methods

    Cites data paper 44 citations

  54. A Novel Semi-supervised Meta Learning Method for Subject-transfer Brain-computer Interface

    Jingcong Li, Fei Wang, Haiyun Huang, Feifei Qi, Jiahui Pan · 2022 · Neural networks : the official journal of the International Neural Network Society

    Cites data paper 42 citations

  55. Investigating EEG Patterns for Dual-Stimuli Induced Human Fear Emotional State

    Naveen Masood, Humera Farooq · 2019 · Sensors

    Cites data paper 41 citations

  56. A survey of technologies on the rise for emotion-enhanced interaction

    Daniel Cernea, Andreas Kerren · 2015 · Journal of Visual Languages & Computing

    Cites data paper 40 citations

  57. Review on Stimuli Presentation for Affect Analysis Based on EEG

    Parthana Sarma, Shovan Barma · 2020 · IEEE Access

    Cites data paper 36 citations

  58. The Relative Contribution of High-Gamma Linguistic Processing Stages of Word Production, and Motor Imagery of Articulation in Class Separability of Covert Speech Tasks in EEG Data

    Amir Jahangiri, Francisco Sepulveda · 2018 · Journal of Medical Systems

    Cites data paper 33 citations

  59. Emotion Elicitation Using Film Clips: Effect of Age Groups on Movie Choice and Emotion Rating

    Dilana Hazer, Xueyao Ma, Stefanie Rukavina, Sascha Gruss, Steffen Walter, Harald C. Traue · 2015 · Communications in computer and information science

    Cites data paper 32 citations

  60. Dynamic Functional Connectivity of Emotion Processing in Beta Band with Naturalistic Emotion Stimuli

    Sudhakar Mishra, Narayanan Srinivasan, Uma Shanker Tiwary · 2022 · Brain Sciences

    Cites data paper 32 citations

  61. Trial-by-trial source-resolved EEG responses to gait task challenges predict subsequent step adaptation

    Johanna Wagner, Ramón Martínez-Cancino, Scott Makeig · 2019 · NeuroImage

    Cites data paper 31 citations

  62. Revealing spatio-spectral electroencephalographic dynamics of musical mode and tempo perception by independent component analysis

    Yuan‐Pin Lin, Jeng‐Ren Duann, Wenfeng Feng, Jyh-Horng Chen, Tzyy‐Ping Jung · 2014 · Journal of NeuroEngineering and Rehabilitation

    Cites data paper 31 citations

  63. Representation of Cognitive Reappraisal Goals in Frontal Gamma Oscillations

    Jae-Hwan Kang, Ji Woon Jeong, Hyun Taek Kim, Sang Hee Kim, Sung-Phil Kim · 2014 · PLoS ONE

    Cites data paper 31 citations

  64. Human Emotion Classification Based on EEG Signals Using Naïve Bayes Method

    Nur Yusuf Oktavia, Adhi Dharma Wibawa, Evi Sentiana Pane, Mauridhi Hery Purnomo · 2019 · 2019 International Seminar on Application for Technology of Information and Communication (iSemantic)

    Cites data paper 30 citations

  65. An assessment of an automated EEG biofeedback system for attention deficits in a substance use disorders residential treatment setting.

    Julian R. Keith, Lobsang Rapgay, Don Theodore, Jeffrey M. Schwartz, Jae Lee Ross · 2014 · Psychology of Addictive Behaviors

    Cites data paper 29 citations

  66. Emotion-Inducing Imagery Versus Motor Imagery for a Brain-Computer Interface

    Alain Desire Bigirimana, Nazmul Siddique, Damien Coyle · 2020 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 29 citations

  67. Hierarchical Event Descriptor (HED) tags for analysis of event-related EEG studies

    Nima Bigdely-Shamlo, Kenneth Kreutz-Delgado, Kay A. Robbins, Makoto Miyakoshi, Marissa Westerfield, Tarik Bel‐Bahar, Christian Kothe, Jessica Hsi, Scott Makeig · 2013 · n/a

    Cites data paper 28 citations

  68. Electroencephalographic and peripheral temperature dynamics during a prolonged psychomotor vigilance task

    Enrique Molina, Daniel Sanabria, Tzyy‐Ping Jung, Ángel Correa · 2017 · Accident Analysis & Prevention

    Cites data paper 28 citations

  69. Unsupervised learning of brain state dynamics during emotion imagination using high-density EEG

    Sheng-Hsiou Hsu, Yayu Lin, Julie Onton, Tzyy‐Ping Jung, Scott Makeig · 2022 · NeuroImage

    Cites data paper 28 citations

  70. Unsupervised Learning of Brain State Dynamics during Emotion Imagery using High-Density EEG

    Sheng-Hsiou Hsu, Yayu Lin, Julie Onton, Tzyy‐Ping Jung, Scott Makeig · 2020 · bioRxiv (Cold Spring Harbor Laboratory)

    Cites data paper 27 citations

  71. Towards EEG-based BCI driven by emotions for addressing BCI-Illiteracy: a meta-analytic review

    M. Spezialetti, L. Cinque, J. Tavares, G. Placidi · 2018 · Behaviour & Information Technology

    Cites data paper 27 citations

  72. Mutual information between inter-hemispheric EEG spectro-temporal patterns: A new feature for automated affect recognition

    Andrea Clerico, Rishabh Gupta, Tiago H. Falk · 2015 · 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)

    Cites data paper 25 citations

  73. Dynamic time warping: A single dry electrode EEG study in a self-paced learning task

    Takashi Yamauchi, Kunchen Xiao, Casady Bowman, Abudullah Mueen · 2015 · 2015 International Conference on Affective Computing and Intelligent Interaction (ACII)

    Cites data paper 24 citations

  74. Automated estimation of human emotion from EEG using statistical features and SVM

    Yuliyan Velchev, Svetla Radeva, Strahil Sokolov, Dimitar Radev · 2016 · 2016 Digital Media Industry & Academic Forum (DMIAF)

    Cites data paper 23 citations

  75. Electroencephalography-based recognition of six basic emotions in virtual reality environments

    Jialan Xie, Yutong Luo, Shiyuan Wang, Guangyuan Liu · 2024 · Biomedical Signal Processing and Control

    Cites data paper 22 citations

  76. Moodmixer : {Eeg}-Based Collaborative Sonification

    Grace Leslie, Tim Mullen · 2011 · n/a

    Cites data paper 21 citations

  77. The Effects of Filter’s Class, Cutoff Frequencies, and Independent Component Analysis on the Amplitude of Somatosensory Evoked Potentials Recorded from Healthy Volunteers

    Muhammad Samran Navid, Imran Khan Niazi, Dina Lelic, Asbjørn Mohr Drewes, Heidi Haavik · 2019 · Sensors

    Cites data paper 20 citations

  78. EEG power spectral dynamics associated with listening in adverse conditions

    Matthew G. Wisniewski, Alexandria C. Zakrzewski, Destiny R. Bell, Michelle Wheeler · 2021 · Psychophysiology

    Cites data paper 20 citations

  79. The modulation of parietal gamma oscillations in the human electroencephalogram with cognitive reappraisal

    Jae-Hwan Kang, Hyeon Min Ahn, Ji Woon Jeong, In-Jae Hwang, Hyun Taek Kim, Sanghee Kim, Sung-Phil Kim · 2012 · Neuroreport

    Cites data paper 19 citations

  80. A non-invasive, quantitative study of broadband spectral responses in human visual cortex

    Eline R. Kupers, Helena X. Wang, Kaoru Amano, Kendrick Kay, David J. Heeger, Jonathan Winawer · 2018 · PLoS ONE

    Cites data paper 19 citations

  81. Identifying Suitable Brain Regions and Trial Size Segmentation for Positive/Negative Emotion Recognition

    Jennifer Sorinas, María Dolores Grima, J. M. Ferrández, E. Fernández · 2019 · International journal of neural systems

    Cites data paper 19 citations

  82. EEG-based functional and effective connectivity patterns during emotional episodes using graph theoretical analysis

    Majid Roshanaei, Hamzeh Norouzi, Julie Onton, Scott Makeig, Alireza Mohammadi · 2025 · Scientific Reports

    Cites data paper 18 citations

  83. Emotion Recognition Based on EEG Brain Rhythm Sequencing Technique

    Jiawen Li, Shovan Barma, Sio Hang Pun, Mang I Vai, Peng Un Mak · 2022 · IEEE Transactions on Cognitive and Developmental Systems

    Cites data paper 18 citations

  84. Measuring musical engagement using expressive movement and EEG brain dynamics.

    Grace Leslie, Alejandro Ojeda, Scott Makeig · 2014 · Psychomusicology Music Mind and Brain

    Cites data paper 17 citations

  85. Investigating the Effects of Chiropractic Spinal Manipulation on EEG in Stroke Patients

    Muhammad Samran Navid, Imran Khan Niazi, Dina Lelic, Rasmus Bach Nedergaard, Kelly Holt, Imran Amjad, Asbjørn Mohr Drewes, Heidi Haavik · 2020 · Brain Sciences

    Cites data paper 17 citations

  86. Juggler’s ASR: Unpacking the principles of artifact subspace reconstruction for revision toward extreme MoBI

    Hyeonseok Kim, Chi-Yuan Chang, Christian Kothe, John R. Iversen, Makoto Miyakoshi · 2025 · Journal of Neuroscience Methods

    Cites data paper 17 citations

  87. Unsupervised representation learning of spontaneous MEG data with nonlinear ICA

    Yongjie Zhu, Tiina Parviainen, Erkka Heinilä, Lauri Parkkonen, Aapo Hyvärinen · 2023 · NeuroImage

    Cites data paper 17 citations

  88. How appraisals shape driver emotions: A study from discrete and dimensional emotion perspectives

    Tingru Zhang, Alan H. S. Chan · 2014 · Transportation Research Part F Traffic Psychology and Behaviour

    Cites data paper 16 citations

  89. Data fusion in neuromarketing: Multimodal analysis of biosignals, lifecycle stages, current advances, datasets, trends, and challenges

    Mario Quiles Pérez, Enrique Tomás Martínez Beltrán, Sergio López Bernal, Eduardo Horna Prat, Luis Montesano Del Campo, Lorenzo Fernández Maimó, Alberto Huertas Celdrán · 2024 · Information Fusion

    Cites data paper 16 citations

  90. EEG Correlates of Voice and Face Emotional Judgments in the Human Brain

    K. Hiyoshi-Taniguchi, Masahiro Kawasaki, Tatsuya Yokota, Hovagim Bakardjian, H. Fukuyama, Andrzej Cichocki, François Vialatte · 2013 · Cognitive Computation

    Cites data paper 16 citations

  91. A Novel EEG-Based Four-Class Linguistic BCI

    Amir Jahangiri, David Achanccaray, Francisco Sepulveda · 2019 · n/a

    Cites data paper 14 citations

  92. Neural Comodulation of Independent Brain Processes Related to Multitasking

    Thomas Do, Chun‐Hsiang Chuang, Shih-Jie Hsiao, Chin‐Teng Lin, Yu–Kai Wang · 2019 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 14 citations

  93. Insights from EEG analysis of evoked memory recalls using deep learning for emotion charting

    Muhammad Najam Dar, Muhammad Usman Akram, Ahmad Rauf Subhani, Sajid Gul Khawaja, Constantino Carlos Reyes‐Aldasoro, Sarah Gul · 2024 · Scientific Reports

    Cites data paper 14 citations

  94. Dynamic-Attention-Based EEG State Transition Modeling for Emotion Recognition

    Xinke Shen, Runmin Gan, Kaixuan Wang, Shuyi Yang, Qingzhu Zhang, Quanying Liu, Dan Zhang, Sen Song · 2025 · IEEE Transactions on Affective Computing

    Cites data paper 14 citations

  95. Brain activity during time to contact estimation: an EEG study

    Asieh Daneshi, Hamed Azarnoush, Farzad Towhidkhah, Delphine Bernardin, Jocelyn Faubert · 2019 · Cognitive Neurodynamics

    Cites data paper 13 citations

  96. Affective Brain-Computer Interfaces

    Rafael A. Calvo, Sidney K. D’Mello, Jonathan Gratch, Arvid Kappas, Christian Mühl, Dirk Heylen, Anton Nijholt · 2014 · Oxford University Press eBooks

    Cites data paper 13 citations

  97. Deep learning-based self-induced emotion recognition using EEG

    Yerim Ji, Suh-Yeon Dong · 2022 · Frontiers in Neuroscience

    Cites data paper 13 citations

  98. A Systematic Review on Artificial Intelligence-Based Multimodal Dialogue Systems Capable of Emotion Recognition

    Luis Bravo, Ciro Rodríguez, Pedro Hidalgo, Cesar Angulo · 2025 · Multimodal Technologies and Interaction

    Cites data paper 13 citations

  99. Brain Dynamics During Arousal-Dependent Pleasant/Unpleasant Visual Elicitation: An Electroencephalographic Study on the Circumplex Model of Affect

    Alberto Greco, Gaetano Valenza, Enzo Pasquale Scilingo · 2018 · IEEE Transactions on Affective Computing

    Cites data paper 12 citations

  100. Classifying oscillatory brain activity associated with Indian Rasas using network metrics

    Pankaj Pandey, Richa Tripathi, Krishna Prasad Miyapuram · 2022 · Brain Informatics

    Cites data paper 12 citations

  101. Comparing Neural Correlates of Human Emotions across Multiple Stimulus Presentation Paradigms

    Naveen Masood, Humera Farooq · 2021 · Brain Sciences

    Cites data paper 12 citations

  102. Tonic EEG dynamics during psychomotor vigilance task

    Enrique Molina, Ángel Correa, Daniel Sanabria, Tzyy‐Ping Jung · 2013 · n/a

    Cites data paper 11 citations

  103. EEG-based Happy and Sad Emotions Classification using LSTM and Bidirectional LSTM

    Monica Pratiwi, Adhi Dharma Wibawa, Mauridhi Hery Purnomo · 2021 · n/a

    Cites data paper 11 citations

  104. Unifying Blind Separation and Clustering for Resting-State EEG/MEG Functional Connectivity Analysis

    Jun-ichiro Hirayama, Takeshi OGAWA, Aapo Hyvärinen · 2015 · Neural Computation

    Cites data paper 11 citations

  105. Discovering Emotion-Inducing Music Features Using EEG Signals

    Rafael Cabredo, Roberto Legaspi, Paul Salvador Inventado, Masayuki Numao · 2013 · Journal of Advanced Computational Intelligence and Intelligent Informatics

    Cites data paper 11 citations

  106. Quantitative EEG (QEEG) Analysis of Emotional Interaction between Abusers and Victims in Intimate Partner Violence: A Pilot Study

    Heewook Weon, Youn-Eon Byun, Hyun‐Ja Lim · 2021 · Brain Sciences

    Cites data paper 11 citations

  107. Affective EEG-Based Person Identification Using Channel Attention Convolutional Neural Dense Connection Network

    Zhang Yun-xia, Xin Li, Changming Zhao, Wenyin Zheng, Manqing Wang, Yongqing Zhang, Hongjiang Ma, Dongrui Gao · 2021 · Security and Communication Networks

    Cites data paper 11 citations

  108. Comparing the Differences in Brain Activities and Neural Comodulations Associated With Motion Sickness Between Drivers and Passengers

    Kuan‐Chih Huang, Alka Rachel John, Tzyy‐Ping Jung, Wen-Feng Tsai, Yi-Hsin Yu, Chin‐Teng Lin · 2021 · IEEE Transactions on Neural Systems and Rehabilitation Engineering

    Cites data paper 10 citations

  109. Effortful Listening Produces Both Enhancement and Suppression of Alpha in the EEG

    Matthew G. Wisniewski, Alexandria C. Zakrzewski · 2023 · Auditory Perception & Cognition

    Cites data paper 10 citations

  110. Independent Components of EEG Activity Correlating with Emotional State

    Yasuhisa Maruyama, Yousuke Ogata, Laura Alejandra Martínez-Tejada, Yasuharu Koike, Natsue Yoshimura · 2020 · Brain Sciences

    Cites data paper 10 citations

  111. A Survey of Methods and Performances for EEG-Based Emotion Recognition

    Asma Baghdadi, Yassine Aribi, Adel M. Alimi · 2017 · Advances in intelligent systems and computing

    Cites data paper 10 citations

  112. Joie: a Joy-based Brain-Computer Interface (BCI)

    Angela Vujic, Shreyas Nisal, Pattie Maes · 2023 · Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology

    Cites data paper 9 citations

  113. A Multi-Context Emotional EEG Dataset for Cross-Context Emotion Decoding

    Xin Xu, Xinke Shen, X Chen, Qingzhu Zhang, Sitian Wang, Yihan Li, Zongsheng Li, Dan Zhang, Mingming Zhang, Quanying Liu · 2025 · Scientific Data

    Cites data paper 8 citations

  114. Linking offline learning mechanisms to anxiety traits

    Qianqian Yu, Yuejia Luo, Raymond J. Dolan, Jianxin Ou, Chuwen Huang, Haiteng Wang, Zhibing Xiao, Matthew M. Nour, Yunzhe Liu · 2023 · bioRxiv (Cold Spring Harbor Laboratory)

    Cites data paper 8 citations

  115. Emotional reaction recognition from EEG

    Kiret Dhindsa, Suzanna Becker · 2017 · 2017 International Workshop on Pattern Recognition in Neuroimaging (PRNI)

    Cites data paper 7 citations

  116. The improved method for robotic devices control with operator's emotions detection

    Eugene V. Chepin, Alexander A. Dyumin, Gleb A. Urvanov, Timofei I. Voznenko · 2016 · 2016 IEEE NW Russia Young Researchers in Electrical and Electronic Engineering Conference (EIConRusNW)

    Cites data paper 7 citations

  117. Reconstruction and localization of auditory sources from intracerebral SEEG using independent component analysis

    Víctor J. López‐Madrona, Samuel Médina Villalon, J Velmurugan, Aurore Semeux-Bernier, Élodie Garnier, J. Badier, Daniele Schön, Christian Bénar · 2023 · NeuroImage

    Cites data paper 7 citations

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