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Human Brain and Artificial Intelligence

Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022, Revised Selected Papers

  • Conference proceedings
  • © 2023

Overview

Editors:
  1. Xiaomin Ying

    1. Beijing Institute of Basic Medical Sciences, Beijing, China

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 1692)

Included in the following conference series:

Conference proceedings info: HBAI 2022.

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Table of contents (19 papers)

  1. Front Matter

    Pages i-xi
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  2. AI for Brain Related Data Analysis

    1. Front Matter

      Pages 1-1
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    2. Classification of EEG Signals Based on GA-ELM Optimization Algorithm

      • Weiguo Zhang, Lin Lu, Abdelkader Nasreddine Belkacem, Jiaxin Zhang, Penghai Li, Jun Liang et al.
      Pages 3-14

    3. Delving into Temporal-Spectral Connections in Spike-LFP Decoding by Transformer Networks

      • Huaqin Sun, Yu Qi, Yueming Wang
      Pages 15-29

    4. A Mask Image Recognition Attention Network Supervised by Eye Movement

      • Rongkai Zhang, Libin Hou, Runnan Lu, Linyuan Wang, Li Tong, Ying Zeng et al.
      Pages 30-38

    5. DFC-SNN: A New Approach for the Recognition of Brain States by Fusing Brain Dynamics and Spiking Neural Network

      • Yan Cui, Wuque Cai, Tianyao Long, Hongze Sun, Dezhong Yao, Daqing Guo
      Pages 39-49

    6. DSNet: EEG-Based Spatial Convolutional Neural Network for Detecting Major Depressive Disorder

      • Min Xia, Yihan Wu, Daqing Guo, Yangsong Zhang
      Pages 50-59

    7. SE-1DCNN-LSTM: A Deep Learning Framework for EEG-Based Automatic Diagnosis of Major Depressive Disorder and Bipolar Disorder

      • Ziyu Zhao, Hui Shen, Dewen Hu, Kerang Zhang
      Pages 60-72

    8. Emotion Recognition from EEG Using All-Convolution Residual Neural Network

      • Hongyuan Xuan, Jing Liu, Penghui Yang, Guanghua Gu, Dong Cui
      Pages 73-85

    9. Salient Object Detection with Fusion of RGB Image and Eye Tracking Data

      • Yage Wu, Yadi Chen, Rui Zhang
      Pages 86-98

    10. Multi-source Domain Adaptation Based on Data Selector with Soft Actor-Critic

      • Qiquan Cui, Xuanyu Jin, Weichen Dai, Wanzeng Kong
      Pages 99-109

    11. Transfer Learning to Decode Brain States Reflecting the Relationship Between Cognitive Tasks

      • Youzhi Qu, Xinyao Jian, Wenxin Che, Penghui Du, Kai Fu, Quanying Liu
      Pages 110-122

  3. AI and Brain Interface

    1. Front Matter

      Pages 123-123
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    2. Brain Network Analysis of Hand Motor Execution and Imagery Based on Conditional Granger Causality

      • Yuqing He, Bin Hao, Abdelkader Nasreddine Belkacem, Jiaxin Zhang, Penghai Li, Jun Liang et al.
      Pages 125-134

    3. A Hybrid Brain-Computer Interface for Smart Car Control

      • Nianming Ban, Chao Qu, Daqin Feng, Jiahui Pan
      Pages 135-147

    4. A Spiking Neural Network for Brain-Computer Interface of Four Classes Motor Imagery

      • Yulin Li, Hui Shen, Dewen Hu
      Pages 148-160

    5. Virtual Drone Control Using Brain-Computer Interface Based on Motor Imagery Brain Magnetic Fields

      • Gaobo Tan, Jinming Gai, Ruihan Guo, Guiying Zhang, Qiang Lin, Zhenghui Hu
      Pages 161-171

    6. Brain Controlled Manipulator System Based on Improved Target Detection and Augmented Reality Technology

      • Yiling Huang, Banghua Yang, Zhaokun Wang, Yuan Yao, Mengdie Xu, Xinxing Xia
      Pages 172-182

    7. Optimization of Stimulus Color for SSVEP-Based Brain-Computer Interfaces in Mixed Reality

      • Feng He, Jieyu Wu, Xiaolin Xiao, Runyuan Gao, Weibo Yi, Yuanfang Chen et al.
      Pages 183-191

  4. Brain Related Research

    1. Front Matter

      Pages 193-193
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  1. Human Brain and Artificial Intelligence

Keywords

About this book

This book constitutes the refereed proceedings of the Third International Workshop on Human Brain and Artificial Intelligence, HBAI 2022, held in conjunction with IJCAI-ECAI 2022, Vienna, Austria, on July 23, 2022. 
The 19 full papers presented were carefully reviewed and selected from 21 submissions. The papers present most recent research in the fields of brain-inspired computing, brain-machine interfaces, computational neuroscience, brain-related health, neuroimaging, cognition and behavior, learning, and memory, neuron modulation, and closed-loop brain stimulation.

Editors and Affiliations

  • Beijing Institute of Basic Medical Sciences, Beijing, China

    Xiaomin Ying

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