脑机接口 / BCI - arXivDaily 专题

2301.03465 2023-06-29 eess.SP cs.LG 62%

Shorter Latency of Real-time Epileptic Seizure Detection via Probabilistic Prediction

Yankun Xu, Jie Yang, Wenjie Ming, Shuang Wang, Mohamad Sawan

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

Comments 9 figures, 4 tables. Submitted to Elsevier ESWA

2306.13102 2023-06-26 eess.SP cs.AI cs.LG 62%

MBrain: A Multi-channel Self-Supervised Learning Framework for Brain Signals

Donghong Cai, Junru Chen, Yang Yang, Teng Liu, Yafeng Li

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

2306.09171 2023-06-16 cs.HC cs.LG 62%

How are the people in the photos judged? Analysis of brain activity when assessing levels of trust and attractiveness

Bernadetta Bartosik, Grzegorz M. Wojcik, Andrzej Kawiak, Aneta Brzezicka

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

2306.08728 2023-06-16 cs.LG cs.AI eess.SP 62%

Towards trustworthy seizure onset detection using workflow notes

Khaled Saab, Siyi Tang, Mohamed Taha, Christopher Lee-Messer, Christopher Ré, Daniel Rubin

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

2306.07802 2023-06-14 cs.HC q-bio.NC 62%

Empirical Measurement of Aesthetic Experience of Music

Abhishek Gupta, C. M. Markan

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

2305.14370 2023-05-25 q-bio.NC cs.AI cs.LG cs.NE 62%

A Survey on the Role of Artificial Intelligence in the Prediction and Diagnosis of Schizophrenia

Narges Ramesh, Yasmin Ghodsi, Hamidreza Bolhasani

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

2305.10351 2023-05-18 eess.SP cs.AI cs.LG 62%

BIOT: Cross-data Biosignal Learning in the Wild

Chaoqi Yang, M. Brandon Westover, Jimeng Sun

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

Comments expect the codebases and pre-trained models to be released in https://github.com/ycq091044/BIOT

2304.06315 2023-05-02 eess.SP cs.SD eess.AS q-bio.NC 62%

Brain Connectivity Features-based Age Group Classification using Temporal Asynchrony Audio-Visual Integration Task

Prerna Singh, Ayush Tripathi, Lalan Kumar, Tapan Kumar Gandhi

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

2304.14919 2023-05-01 eess.SP cs.LG 62%

ScatterFormer: Locally-Invariant Scattering Transformer for Patient-Independent Multispectral Detection of Epileptiform Discharges

Ruizhe Zheng, Jun Li, Yi Wang, Tian Luo, Yuguo Yu

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

Comments 11 pages

Journal ref Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023)

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)

1. EEG解码 3903 篇

Shorter Latency of Real-time Epileptic Seizure Detection via Probabilistic Prediction

MBrain: A Multi-channel Self-Supervised Learning Framework for Brain Signals

How are the people in the photos judged? Analysis of brain activity when assessing levels of trust and attractiveness

Towards trustworthy seizure onset detection using workflow notes

Empirical Measurement of Aesthetic Experience of Music

A Survey on the Role of Artificial Intelligence in the Prediction and Diagnosis of Schizophrenia

BIOT: Cross-data Biosignal Learning in the Wild

Brain Connectivity Features-based Age Group Classification using Temporal Asynchrony Audio-Visual Integration Task

ScatterFormer: Locally-Invariant Scattering Transformer for Patient-Independent Multispectral Detection of Epileptiform Discharges

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