脑机接口 / BCI

EEG based Emotion Recognition: A Tutorial and Review

Xiang Li, Yazhou Zhang, Prayag Tiwari, Dawei Song, Bin Hu, Meihong Yang, Zhigang Zhao, Neeraj Kumar, Pekka Marttinen

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

DAGAM: A Domain Adversarial Graph Attention Model for Subject Independent EEG-Based Emotion Recognition

Tao Xu, Wang Dang, Jiabao Wang, Yun Zhou

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 8 pages, 2 figures

Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals

Ravikiran Parameshwara, Soujanya Narayana, Murugappan Murugappan, Ramanathan Subramanian, Ibrahim Radwan, Roland Goecke

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 12 pages, 6 figures

Ensemble approach for detection of depression using EEG features

Egils Avots, Klavs Jermakovs, Maie Bachmann, Laura Paeske, Cagri Ozcinar, Gholamreza Anbarjafari

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 8 pages, 2 figures

Spectro Temporal EEG Biomarkers For Binary Emotion Classification

Upasana Tiwari, Rupayan Chakraborty, Sunil Kumar Kopparapu

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Subject-Independent Drowsiness Recognition from Single-Channel EEG with an Interpretable CNN-LSTM model

Jian Cui, Zirui Lan, Tianhu Zheng, Yisi Liu, Olga Sourina, Lipo Wang, Wolfgang Müller-Wittig

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Journal ref 2021 International Conference on Cyberworlds (CW), 2021, pp. 201-208

Multiscale Fractal Analysis on EEG Signals for Music-Induced Emotion Recognition

Kleanthis Avramidis, Athanasia Zlatintsi, Christos Garoufis, Petros Maragos

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 5 pages, 3 figures, 3 tables, European Signal Processing Conference (EUSIPCO) 2021, Dublin, Ireland

Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier, Autoencoders and Fuzzy Entropies

Afshin Shoeibi, Navid Ghassemi, Marjane Khodatars, Parisa Moridian, Roohallah Alizadehsani, Assef Zare, Abbas Khosravi, Abdulhamit Subasi, U. Rajendra Acharya, J. Manuel Gorriz

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Journal ref Biomedical Signal Processing and Control, Volume 73, 2022, 103417

EEG-based Emotional Video Classification via Learning Connectivity Structure

Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 11 pages, accepted to IEEE Transactions on Affective Computing

Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models

Afshin Shoeibi, Delaram Sadeghi, Parisa Moridian, Navid Ghassemi, Jonathan Heras, Roohallah Alizadehsani, Ali Khadem, Yinan Kong, Saeid Nahavandi, Yu-Dong Zhang, Juan M. Gorriz

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Journal ref Front. Neuroinform. 15:777977 (2021)

Predicting speech intelligibility from EEG in a non-linear classification paradigm

Bernd Accou, Mohammad Jalilpour Monesi, Hugo Van hamme, Tom Francart

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 12 pages, 12 figures

Automated Detection of Abnormalities from an EEG Recording of Epilepsy Patients With a Compact Convolutional Neural Network

Taku Shoji, Noboru Yoshida, Toshihisa Tanaka

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

A Time-Series Scale Mixture Model of EEG with a Hidden Markov Structure for Epileptic Seizure Detection

Akira Furui, Tomoyuki Akiyama, Toshio Tsuji

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments Accepted at EMBC2021

Assessing learned features of Deep Learning applied to EEG

Dung Truong, Scott Makeig, Arnaud Delorme

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree

Hezam Albaqami, Ghulam Mubashar Hassan, Abdulhamit Subasi, Amitava Datta

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Journal ref Biomedical Signal Processing and Control, Volume 70, September 2021, 102957

Neural Network Based Epileptic EEG Detection and Classification

Shivam Gupta, Jyoti Meena, O. P Gupta

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 10 Pages, 3 Tables and 6 Figures

Journal ref Advances in Distributed Computing and Artificial Intelligence Journal,Vol. 9 No. 2 (2020), Articles, pages 23-32

Deep Neural Networks on EEG Signals to Predict Auditory Attention Score Using Gramian Angular Difference Field

Mahak Kothari, Shreyansh Joshi, Adarsh Nandanwar, Aadetya Jaiswal, Veeky Baths

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 7 pages, 3 figures

EEG functional connectivity and deep learning for automatic diagnosis of brain disorders: Alzheimer's disease and schizophrenia

Caroline L. Alves, Aruane M. Pineda, Kirstin Roster, Christiane Thielemann, Francisco A. Rodrigues

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 10 pages, 5 figures, 9 tables

EEG changes and motor deficits in Parkinson's disease patients: Correlation of motor scales and EEG power bands

Aleksandar Miladinović, Miloš Ajčević, Pierpaolo Busan, Joanna Jarmolowska, Manuela Deodatod, Susanna Mezzarobba, Piero Paolo Battaglini, Agostino Accardo

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

EEG based stress analysis using rhythm specific spectral feature for video gameplay

Shidhartho Roy, Monira Islam, Md. Salah Uddin Yusuf, Nushrat Jahan

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.HC

GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition

Zhi Zhang, Sheng-hua Zhong, Yan Liu

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG、cs.HC

SFE-Net: EEG-based Emotion Recognition with Symmetrical Spatial Feature Extraction

Xiangwen Deng, Junlin Zhu, Shangming Yang

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 10 pages, 9 figures

EEGsig: an open-source machine learning-based toolbox for EEG signal processing

Fardin Ghorbani, Javad Shabanpour, Sepideh Monjezi, Hossein Soleimani, Soheil Hashemi, Ali Abdolali

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Random Convolution Kernels with Multi-Scale Decomposition for Preterm EEG Inter-burst Detection

Christopher Lundy, John M. O'Toole

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments 5 pages, 3 figures, to be published in European Signal Processing Conference (EUSIPCO) 2021. For associated python code on github, see https://github.com/otoolej/ms_rocket

EEG multipurpose eye blink detector using convolutional neural network

Amanda Ferrari Iaquinta, Ana Carolina de Sousa Silva, Aldrumont Ferraz Júnior, Jessica Monique de Toledo, Gustavo Voltani von Atzingen

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、cs.LG

Deep Recurrent Semi-Supervised EEG Representation Learning for Emotion Recognition

Guangyi Zhang, Ali Etemad

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments Accepted by 9th International Conference on Affective Computing and Intelligent Interaction (ACII 2021)

High Frequency EEG Artifact Detection with Uncertainty via Early Exit Paradigm

Lorena Qendro, Alexander Campbell, Pietro Liò, Cecilia Mascolo

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Comments ICML 2021 Workshop on Human In the Loop Learning

Characterising Alzheimer's Disease with EEG-based Energy Landscape Analysis

Dominik Klepl, Fei He, Min Wu, Matteo De Marco, Daniel J. Blackburn, Ptolemaios Sarrigiannis

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC、eess.SP

Comments 11 pages, 7 figures

Artifact Detection and Correction in EEG data: A Review

S Sadiya, T Alhanai, MM Ghassemi

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG

Journal ref 10th International IEEE/EMBS Conference on Neural Engineering (NER), 2021, pp. 495-498

Learning Signal Representations for EEG Cross-Subject Channel Selection and Trial Classification

Michela C. Massi, Francesca Ieva

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP、cs.LG