教师名录

吕 宝粮 教授

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办公室电话:+86-21-3420-4421

办公地点:SEIEE-3-431

电子邮件:blu@cs.sjtu.edu.cn

实验室: 智能计算与智能系统重点实验室、 上海市教委智能交互与认知工程重点实验室

  • 研究兴趣
  • 教育背景
  • 工作经验
  • 教授课程
  • 论文发表
  • 项目资助
  • 获奖信息
  • 学术服务
仿脑计算理论与模型、神经网络、机器学习、脑-机交互、情感计算
1991/04-1994/03, 日本京都大学, 电气工程系, 工学博士
1986/09-1989/03, 西北工业大学, 计算机科学与技术系, 工学硕士
1978/02-1982/01, 山东化工学院,化工自动化及仪表专业,工学学士
2002/08至今,上海交通大学计算机科学与工程系, 教授、博士生导师
1999/04-2002/08,日本理化学研究所脑科学综合研究中心,研究员
1994/04-1999/03,日本理化学研究所仿生物控制研究中心,研究员
1989/04-1991/03,青岛化工学院自动化系,助教
1982/02-1986/08,青岛化工学院自动化系,助教

神经网络理论及其应用
超并行机器学习与海量数据挖掘

2021

1.Li-Ming Zhao Xu Yan, Bao-Liang Lu, Plug-and-play Domain Adaptation for Cross-subject EEG-based Emotion Recognition, to appear in AAAI 2021

2.Rui Li, Le-Dian Liu, Bao-Liang Lu: Measuring Human Decision Confidence from EEG Signals in an Object Detection Task, to appear in IEEE NER 2021 

3.Rui Li,Le-Dian Liu, Bao-Liang Lu: Discrimination of Decision Confidence Levels from EEG Signals,to appear in IEEE NER 2021

4.Zhi-Wei Zhao Wei Liu, Bao-Liang Lu, Multimodal Emotion Recognition Using a Modified Dense Co-Attention Symmetric Network, to appear in IEEE NER 2021


2020

1. Wei-Long Zheng, Kunpeng Gao, Gang Li, Wei Liu, Chao Liu, Jing-Quan Liu, Guoxing Wang, Bao-Liang Lu: Vigilance Estimation Using a Wearable EOG Device in Real Driving Environment. IEEE Trans. Intell. Transp. Syst.?21(1): 170-184 (2020)

2.Yun Luo, Li-Zhen Zhu, Zi-Yu Wan, Bao-Liang Lu: Data Augmentation for Enhancing EEG-based Emotion Recognition with Deep Generative Models. Journal of Neural Engineering, vol. 17, no. 5, 056021 (2020)

3.Yingying Jiao, Yini Deng, Yun Luo, Bao-Liang Lu: Driver sleepiness detection from EEG and EOG signals using GAN and LSTM networks. Neurocomputing?408: 100-111 (2020)

4. Hao Tang,  Zhiao Huang, Jiayuan Gu, Bao-Liang Lu, Hao Su: Towards Scale-Invariant Graph-related Problem Solving by Iterative Homogeneous GNNs. NeurIPS?2020

5. Wei Wu, Wei Sun, Jonathan Wu, Yimin Yang, Hui Zhang, Wei-long Zheng, Bao-Liang Lu. Multimodel vigilance estimation using deep learning. IEEE Transactions on Cybernetics,DOI:10.1109/TCYB.2020.3022647

6. Yu-Ting Lan, Wei Liu, Bao-Liang Lu, Multimodal Emotion Recognition Using Deep Generalized Canonical Correlation Analysis with an Attention Mechanism. IJCNN, 2020

7. Wenrui Mu, Bao-Liang Lu, Examining Four Experimental Paradigms for EEG-Based Sleep Quality Evaluation with Domain Adaptation. EMBC 2020: 5913-5916

8. Shu Jiang, Hai Zhao, Zuchao Li, Bao-Liang Lu: Document-level Neural Machine Translation with Document Embeddings. CoRR?abs/2009.08775 (2020)

9. Dongrui Wu, Yifan Xu, Bao-Liang Lu: Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progresses Since 2016. CoRR?abs/2004.06286 (2020)

10. Xun Wu, Wei-Long Zheng, Bao-Liang Lu: Investigating EEG-Based Functional Connectivity Patterns for Multimodal Emotion Recognition. CoRR?abs/2004.01973 (2020)

11. Le-Yan Tao, Bao-Liang Lu: Emotion Recognition under Sleep Deprivation Using a Multimodal Residual LSTM Network. IJCNN?2020: 1-8

12. Yong Peng, Qingxi Li, Wanzeng Kong, Jianhai Zhang, Bao-Liang Lu, Andrzej Cichocki: Joint Semi-Supervised Feature Auto-Weighting and Classification Model for EEG-Based Cross-Subject Sleep Quality Evaluation. ICASSP?2020: 946-950

13. Chen-Li Yao, Bao-Liang Lu: A Robust Approach to Estimating Vigilance from EEG with Neural Processes. BIBM?2020: 1202-1205


2019

1. Wei-Long Zheng, Jia-Yi Zhu, Bao-Liang Lu: Identifying Stable Patterns over Time for Emotion Recognition from EEG. IEEE Trans. Affective Computing, 10(3): 417-429 (2019)

2.Wei Wu, Wei Sun, Jonathan Wu, Cheng Zhang, Yimin Yang, Hongshan Yu, Bao-Liang Lu. Faster single model vigilance detection based on deep learning.  IEEE Transactions on Cognitive and Developmental Systems, DOI: 10.1109/TCDS.2019.2963073 (2019)

3. Jia-Xin Ma, Hao Tang, Wei-Long Zheng, Bao-Liang Lu: Emotion Recognition using Multimodal Residual LSTM Network. ACM Multimedia?2019: 176-183

4. Tian-Hao Li, Wei Liu, Wei-Long Zheng, Bao-Liang Lu, Classification of Five Emotions from EEG and Eye Movement Signals: Discrimination Ability and Stability over Time. IEEE NER 2019: 607-610

5. Li-Ming Zhao, Rui Li, Wei-Long Zheng, Bao-Liang Lu, Classification of Five Emotions from EEG and Eye Movement Signals: Complementary Representation Properties. IEEE NER 2019: 611-614

6. Xun Wu, Wei-Long Zheng, Bao-Liang Lu, Identifying Functional Brain Connectivity Patterns for EEG-Based Emotion Recognition. IEEE NER 2019: 235-238

7. Lu Gan, Wei Liu, Yun Luo, Xun Wu, Bao-Liang Lu, A Cross-Culture Study on Multimodal Emotion Recognition Using Deep Learning. In: Gedeon T., Wong K., Lee M. (eds) Neural Information Processing. ICONIP 2019: 670-680

8. Yun Luo, Li-Zhen Zhu, Bao-Liang Lu, A GAN-Based Data Augmentation Method for Multimodal Emotion Recognition. ISNN (1) 2019: 141-150

9. Bo-Qun Ma, He Li, Yun Luo, Bao-Liang Lu, Depersonalized Cross-Subject Vigilance Estimation with Adversarial Domain Generalization, Proc. IJCNN 2019, Budabest

10. Shu Jiang,  Rui Wang,  Zuchao Li, Masao Utiyama, Kehai Chen, Eiichiro Sumita, Hai Zhao, Bao-Liang Lu: Document-level Neural Machine Translation with Inter-Sentence Attention. CoRR?abs/1910.14528 (2019)

11. Wei Liu, Jie-Lin Qiu, Wei-Long Zheng, Bao-Liang Lu: Multimodal Emotion Recognition Using Deep Canonical Correlation Analysis. CoRR?abs/1908.05349 (2019)

12. Shu Jiang, Zhuosheng Zhang, Hai Zhao, Jiangtong Li, Yang Yang, Bao-Liang Lu, Ning Xia: Judging Chemical Reaction Practicality From Positive Sample only Learning. CoRR?abs/1904.09824 (2019)

13. Bo-Qun Ma, He Li, Wei-Long Zheng, Bao-Liang Lu: Reducing the Subject Variability of EEG Signals with Adversarial Domain Generalization. ICONIP (1)?2019: 30-42

14. Lan-Qing Bao, Jie-Lin Qiu, Hao Tang, Wei-Long Zheng, Bao-Liang Lu: Investigating Sex Differences in Classification of Five Emotions from EEG and Eye Movement Signals. EMBC?2019: 6746-6749

15. Jiang-Jian Guo, Rong Zhou, Li-Ming Zhao, Bao-Liang Lu: Multimodal Emotion Recognition from Eye Image, Eye Movement and EEG Using Deep Neural Networks. EMBC?2019: 3071-3074

16. Wei-Long Zheng, Wei Liu, Yifei Lu, Bao-Liang Lu, Andrzej Cichocki: EmotionMeter: A Multimodal Framework for Recognizing Human Emotions. IEEE Trans. Cybern.?49(3): 1110-1122 (2019)

17. Huangfei Jiang, Xiya Guan, Wei-Ye Zhao, Li-Ming Zhao, Bao-Liang Lu: Generating Multimodal Features for Emotion Classification from Eye Movement Signals. Aust. J. Intell. Inf. Process. Syst.?15(3): 59-66 (2019)


2018

1.Rui Wang, Hai Zhao, Sabine Ploux, Bao-Liang Lu, Masao Utiyama, Eiichiro Sumita, Graph-based Bilingual Word Embedding for Statistical Machine Translation, ACM Transaciton on Asian and Low-Resource Language Information Processing, Vol.17(4), 2018 [pdf]

2. Yimin Yang, Q. M. Jonathan Wu, Wei-Long Zheng, Bao-Liang Lu: EEG-Based Emotion Recognition Using Hierarchical Network With Subnetwork Nodes. IEEE Trans. Cognitive and Developmental Systems 10(2): 408-419 (2018) [pdf]

3. Wei Wu, Jonathan Wu, Wei Sun, Yimin Yang, Xiaofang Yuan, Wei-Long Zheng, Bao-Liang Lu. A Regression Method with Subnetwork Neurons for Vigilance Estimation Using EOG and EEG. IEEE Transactions on Cognitive and Developmental Systems, DOI: 10.1109/TCDS.2018.2889223

4. He Li, Wei-Long Zheng, Bao-Liang Lu, Multimodal Vigilance Estimation with Adversarial Domain Adaptation Networks, Proc. IEEE IJCNN2018 [pdf]

5. Jia-Jun Tong, Yun Luo, Bo-Qun Ma, Wei-Long Zheng, Bao-Liang Lu, Xiao-Qi Song, Shi-Wei Ma, Sleep Quality Estimation with Adversarial Domain Adaptation: From Laboratory to Real Scenario, Proc. IEEE IJCNN2018 [pdf]

6. Yun Luo, Bao-Liang Lu, EEG Data Augmentation for Emotion Recognition Using a Conditional Wasserstein GAN, Proc. IEEE EMBC2018 [pdf]

7. Jie-Lin Qiu, Wei Liu, Bao-Liang Lu: Multi-view Emotion Recognition Using Deep Canonical Correlation Analysis. ICONIP (5) 2018: 221-231 [pdf]

8. Yun Luo, Si-Yang Zhang, Wei-Long Zheng, Bao-Liang Lu: WGAN Domain Adaptation for EEG-Based Emotion Recognition. ICONIP (5) 2018: 275-286 [pdf]

9. Li-Ming Zhao, Xin-Wei Li, Wei-Long Zheng, Bao-Liang Lu: Active Feedback Framework with Scan-Path Clustering for Deep Affective Models. ICONIP (2) 2018: 330-340 [pdf]

10. He Li, Yi-Ming Jin, Wei-Long Zheng, Bao-Liang Lu: Cross-Subject Emotion Recognition Using Deep Adaptation Networks. ICONIP (5) 2018: 403-413 [pdf]

11. Yini Deng, Yingying Jiao, Bao-Liang Lu: Driver Sleepiness Detection Using LSTM Neural Network. ICONIP (4) 2018: 622-633 [pdf]

12. Changde Du, Changying Du, Hao Wang, Jinpeng Li, Wei-Long Zheng, Bao-Liang Lu, Huiguang He: Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data. ACM Multimedia 2018: 108-116

13. Changde Du, Changying Du, Hao Wang, Jinpeng Li, Wei-Long Zheng, Bao-Liang Lu, Huiguang He: Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data. CoRR abs/1808.02096 (2018) [pdf]

1. 国家重点研发计划:“脑机协同混合智能关键技术、平台装置及应用”, 课题1:“可穿戴脑机接口关键技术及应用(2017YFB1002500)”, 课题骨干, 2017.7-2020.12


2. 国家自然科学基金面上项目:“脑电和眼动信号在多模态情绪识别中的区分能力、表征特性及稳定性”(61673266),项目负责人, 2017.1-2020.12


3. 国家973计划(首席科学家:徐宗本院士)“非结构环境下智能感知基础理论与关键技术”项目,课题1:“视认知编码与脑信息融合机制研究”(2013CB329401),课题负责人,2013.1-2017.12

 
4. 国家自然科学基金面上项目:“基于前额眼电的疲劳监测关键技术研究”(61272248),项目负责人, 2013.1-2016.12
 
5. 上海市科委重点项目:“基于眼电和脑电信号融合的疲劳驾驶检测系统研究”(13511500200),项目负责人,2013.7-2015.7
 
6. 国家973计划(首席科学家:高文院士)“基于视觉特性的视频编码理论与方法研究”项目,课题1:“视觉信息处理基本机理研究”(2009CB320901), 课题骨干, 2008.1-2013.12
 
7. 国家自然科学基金重大研究计划“视听觉认知计算”培育项目:“基于脑电信号的驾驶员警觉度估计与预测研究”(90820018),项目负责人,2009.1-2011.12
 
8. 上海市科学技术委员会科技创新行动计划重点项目:“无线可穿戴干电极脑电帽与驾驶员警觉度监测系统关键技术研究”(09511502400),项目负责人, 2009.7-2011.6
 
9. 国家自然科学基金面上项目:“大规模多标号不平衡问题分类方法研究”(60773090),项目负责人,2008.1-2010.12
 
10. 国家高新技术研究发展计划(863计划):“元基因组学和代谢组学的系统整合计算分析平台与代谢性疾病研究”(2008AA02Z315),课题副组长,2008.1-2010.12
 
11. 国家自然科学基金面上项目:“超并列模式分类器的问题分解与模块集成研究”(60473040),项目负责人,2005.1-2007.12
 
12. 国家自然科学基金面上项目:“增量学习模型研究”(60375022),项目负责人,2004.1-2006.12

2004年上海交通大学施耐德教学奖; 

2011年中国国际工业博览会高校作品二等奖;

2012年亚太神经网络联合会杰出服务奖;

2018年 IEEE Transactions on Autonomous Mental Development Outstanding Paper Award

IEEE Transactions on Affective Computing指导委员会委员, IEEE Transactions on Cognitive and Developmental Systems 副主编,《模式识别与人工知能》编辑委员会委员,亚太神经网络学会理事,

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