脑机接口 / BCI - arXivDaily 专题

2304.06485 2023-04-14 eess.SP cs.AI cs.LG 62%

CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities

Konstantinos Kontras, Christos Chatzichristos, Huy Phan, Johan Suykens, Maarten De Vos

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

Comments 10 pages, 4 figures, 2 tables, journal

2304.06038 2023-04-14 eess.SP cs.LG 62%

Knowledge-Distilled Graph Neural Networks for Personalized Epileptic Seizure Detection

Qinyue Zheng, Arun Venkitaraman, Simona Petravic, Pascal Frossard

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

2303.06640 2023-03-14 cs.LG eess.SP 62%

Challenges facing the explainability of age prediction models: case study for two modalities

Mikolaj Spytek, Weronika Hryniewska-Guzik, Jaroslaw Zygierewicz, Jacek Rogala, Przemyslaw Biecek

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

Comments Presented at the Aging Hackathon at the 7th International workshop on Health Intelligence (W3PHIAI-23) at AAAI-23 Conference, http://w3phiai2023.w3phi.com/

2209.11173 2023-03-14 eess.SP cs.LG 62%

U-Sleep's resilience to AASM guidelines

Luigi Fiorillo, Giuliana Monachino, Julia van der Meer, Marco Pesce, Jan D. Warncke, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Paolo Favaro, Francesca D. Faraci

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

Journal ref npj Digital Medicine (2023)

2303.04231 2023-03-09 cs.LG eess.SP math.AT 62%

A topological classifier to characterize brain states: When shape matters more than variance

Aina Ferrà, Gloria Cecchini, Fritz-Pere Nobbe Fisas, Carles Casacuberta, Ignasi Cos

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

Comments 21 pages, 13 figures

2303.03279 2023-03-07 eess.SP physics.med-ph q-bio.NC 62%

Online functional connectivity analysis of large all-to-all networks

Lorenz Esch, Jinlong Dong, Matti Hämäläinen, Daniel Baumgarten, Jens Haueisen, Johannes Vorwerk

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

2302.12709 2023-02-27 eess.SP cs.LG 62%

Sleep Model -- A Sequence Model for Predicting the Next Sleep Stage

Iksoo Choi, Wonyong Sung

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

2211.13793 2023-02-07 eess.SP cs.LG stat.AP 62%

Tensor Decomposition of Large-scale Clinical EEGs Reveals Interpretable Patterns of Brain Physiology

Teja Gupta, Neeraj Wagh, Samarth Rawal, Brent Berry, Gregory Worrell, Yogatheesan Varatharajah

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

Comments 4 pages, 3 Figures, 2 Tables; Accepted at IEEE NER 2023

2211.03282 2023-02-07 eess.SP cs.AI cs.LG 62%

Performance and utility trade-off in interpretable sleep staging

Irfan Al-Hussaini, Cassie S. Mitchell

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

Comments Spotlight paper at NeurIPS 2022 Workshop on Learning from Time Series for Health

2301.08391 2023-01-23 cs.LG cs.NE q-bio.NC 62%

Brain Model State Space Reconstruction Using an LSTM Neural Network

Yueyang Liu, Artemio Soto-Breceda, Yun Zhao, Phillipa Karoly, Mark J. Cook, David B. Grayden, Daniel Schmidt, Levin Kuhlmann1

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

2301.06574 2023-01-18 cs.LG eess.SP 62%

Causal Recurrent Variational Autoencoder for Medical Time Series Generation

Hongming Li, Shujian Yu, Jose Principe

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

Comments Manuscript accepted by AAAI-23. Code is publicly available at \url{https://github.com/hongmingli1995/CR-VAE}

2004.11690 2023-01-18 eess.SP cs.LG 62%

Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain--Machine Interfaces

Tibor Schneider, Xiaying Wang, Michael Hersche, Lukas Cavigelli, Luca Benini

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

2204.03173 2023-01-13 cs.LG cs.AI eess.SP 62%

Automated Sleep Staging via Parallel Frequency-Cut Attention

Zheng Chen, Ziwei Yang, Lingwei Zhu, Wei Chen, Toshiyo Tamura, Naoaki Ono, MD Altaf-Ul-Amin, Shigehiko Kanaya, Ming Huang

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

Comments 10 pages, 9 figures

2211.13005 2022-11-24 eess.SP cs.LG 62%

A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device

Zongyan Yao, Xilin Liu

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

2211.02679 2022-11-08 eess.SP cs.LG 62%

Automatic Seizure Prediction using CNN and LSTM

Abhijeet Bhattacharya

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

2211.02630 2022-11-07 eess.SP cs.LG 62%

Recursive Estimation of User Intent from Noninvasive Electroencephalography using Discriminative Models

Niklas Smedemark-Margulies, Basak Celik, Tales Imbiriba, Aziz Kocanaogullari, Deniz Erdogmus

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

Comments 5 pages, 2 figures

2210.16040 2022-10-31 cs.LG eess.SP stat.ML 62%

Review on Classification Techniques used in Biophysiological Stress Monitoring

Talha Iqbal, Adnan Elahi, Atif Shahzad, William Wijns

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

Comments 17 pages, 17 figures, 1 table

2210.06292 2022-10-13 eess.SP cs.LG 62%

A review on Epileptic Seizure Detection using Machine Learning

Muhammad Shoaib Farooq, Aimen Zulfiqar, Shamyla Riaz

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

2209.02249 2022-09-07 cs.LG cs.HC 62%

Machine Learning For Classification Of Antithetical Emotional States

Jeevanshi Sharma, Rajat Maheshwari, Yusuf Uzzaman Khan

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

Comments 11 pages

2204.07043 2022-08-26 eess.SP cs.LG 62%

Ensemble learning using individual neonatal data for seizure detection

Ana Borovac, Steinn Gudmundsson, Gardar Thorvardsson, Saeed M. Moghadam, Päivi Nevalainen, Nathan Stevenson, Sampsa Vanhatalo, Thomas P. Runarsson

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

2102.12773 2022-08-25 cs.NE cs.AI cs.HC eess.SP 62%

A New Neuromorphic Computing Approach for Epileptic Seizure Prediction

Fengshi Tian, Jie Yang, Shiqi Zhao, Mohamad Sawan

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

Comments Accepted to 2021 IEEE International Symposium on Circuits and Systems (ISCAS)

Journal ref 2021 IEEE International Symposium on Circuits and Systems (ISCAS)

2208.00465 2022-08-02 cs.LG eess.SP 62%

Vector-Based Data Improves Left-Right Eye-Tracking Classifier Performance After a Covariate Distributional Shift

Brian Xiang, Abdelrahman Abdelmonsef

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

2010.12876 2022-07-14 eess.IV cs.LG eess.SP 62%

Electromagnetic Source Imaging via a Data-Synthesis-Based Convolutional Encoder-Decoder Network

Gexin Huang, Jiawen Liang, Ke Liu, Chang Cai, ZhengHui Gu, Feifei Qi, Yuan Qing Li, Zhu Liang Yu, Wei Wu

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

Comments 15 pages, 14 figures, and journal

2207.01391 2022-07-05 cs.LG eess.SP 62%

Task-oriented Self-supervised Learning for Anomaly Detection in Electroencephalography

Yaojia Zheng, Zhouwu Liu, Rong Mo, Ziyi Chen, Wei-shi Zheng, Ruixuan Wang

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

2101.06827 2022-06-29 cs.LG eess.IV eess.SP 62%

HyperNTF: A Hypergraph Regularized Nonnegative Tensor Factorization for Dimensionality Reduction

Wanguang Yin, Youzhi Qu, Zhengming Ma, Quanying Liu

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

Comments 15 pages

2206.08672 2022-06-20 cs.LG cs.AI eess.SP 62%

A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications

Lukas Wolf, Ard Kastrati, Martyna Beata Płomecka, Jie-Ming Li, Dustin Klebe, Alexander Veicht, Roger Wattenhofer, Nicolas Langer

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

Comments 21 pages, Published at the Proceedings of the 39th International Conference on Machine Learning (ICML) 2022

2206.05354 2022-06-14 q-bio.NC eess.SP q-bio.QM 62%

Bispectrum-based Cross-frequency Functional Connectivity: Classification of Alzheimer's disease

Dominik Klepl, Fei He, Min Wu, Daniel J. Blackburn, Ptolemaios G. Sarrigiannis

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

Comments 5 pages, 4 figures, conference

2206.01930 2022-06-07 q-bio.NC cs.LG 62%

Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer

Maksim Zhdanov, Saskia Steinmann, Nico Hoffmann

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

Comments Submitted to ICPR 2022

2205.08610 2022-05-19 q-bio.NC eess.SP 62%

Complexity Measures for Quantifying Changes in Electroencephalogram in Alzheimers Disease

Ali H. Al-Nuaimi, Emmanuel Jammeh, Lingfen Sun, Emmanuel Ifeachor

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

2205.07654 2022-05-17 cs.NE cs.LG eess.SP 62%

Hyperdimensional computing encoding for feature selection on the use case of epileptic seizure detection

Una Pale, Tomas Teijeiro, David Atienza

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

1. EEG解码 3894 篇

CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities

Knowledge-Distilled Graph Neural Networks for Personalized Epileptic Seizure Detection

Challenges facing the explainability of age prediction models: case study for two modalities

U-Sleep's resilience to AASM guidelines

A topological classifier to characterize brain states: When shape matters more than variance

Online functional connectivity analysis of large all-to-all networks

Sleep Model -- A Sequence Model for Predicting the Next Sleep Stage

Tensor Decomposition of Large-scale Clinical EEGs Reveals Interpretable Patterns of Brain Physiology

Performance and utility trade-off in interpretable sleep staging

Brain Model State Space Reconstruction Using an LSTM Neural Network

Causal Recurrent Variational Autoencoder for Medical Time Series Generation

Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain--Machine Interfaces

Automated Sleep Staging via Parallel Frequency-Cut Attention

A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device

Automatic Seizure Prediction using CNN and LSTM

Recursive Estimation of User Intent from Noninvasive Electroencephalography using Discriminative Models

Review on Classification Techniques used in Biophysiological Stress Monitoring

A review on Epileptic Seizure Detection using Machine Learning

Machine Learning For Classification Of Antithetical Emotional States

Ensemble learning using individual neonatal data for seizure detection

A New Neuromorphic Computing Approach for Epileptic Seizure Prediction

Vector-Based Data Improves Left-Right Eye-Tracking Classifier Performance After a Covariate Distributional Shift

Electromagnetic Source Imaging via a Data-Synthesis-Based Convolutional Encoder-Decoder Network

Task-oriented Self-supervised Learning for Anomaly Detection in Electroencephalography

HyperNTF: A Hypergraph Regularized Nonnegative Tensor Factorization for Dimensionality Reduction

A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications

Bispectrum-based Cross-frequency Functional Connectivity: Classification of Alzheimer's disease

Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer

Complexity Measures for Quantifying Changes in Electroencephalogram in Alzheimers Disease

Hyperdimensional computing encoding for feature selection on the use case of epileptic seizure detection