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师资队伍

Faculty
师资队伍
|

陈百基 Chan, Patrick Pak Kei

  • 职称：副教授

  • 邮箱：patrickchan@scut.edu.cn

  • 工作单位：吴贤铭智能工程学院

  • 邮政编码：510640

  • 毕业院校：香港理工大学

  • 办公室：D1-b505

  • 最后学位：博士

  • 办公电话：020-81181668

  • 导师类别：硕导

个人简介  

陈百基博士于2009年在香港理工大学获得博士学位，同年入职华南理工计算机科学与工程学院，现为吴贤铭智能工程学院的副院长及副教授，亦为机器学习与控制团队实验室的主要负责人之一。目前主要研究领域包括深度学习、图像识别、对抗学习、安全机器学习等，发表多篇国际期刊及会议文章，H-index为23，多次承担及参与国家科学自然基金、广东省自然科学基金、中央高校科研基金等项目，并将研究成果落地，承担不同企业的产科学研项目。陈博士担任国际机器学习领域知名学术期刊Int'l Journal of Machine Learning and Cybernetics 的助理主编及副主编，IEEE Trans. on Cybernetics, Information Sciences 和Advances in Computational Intelligence副主编。并积极参与国际专家活动，为国际组织IEEE SMCS的董事 (2014-2016)及IEEE SMCS香港分会主席(2014-2015)，亦协办许多国际会议，担任多个国际会议的组织委员会主席。在指导学生方面，陈博士曾多次指导学生参与国家级大学生创新创业训练计划基金、挑战杯比赛、SRP百步梯攀登计划等，并取得优异成绩，指导学生多次在国际期刊及会议中发表文章。连续多年在学校评教活动中获得学院第一名，并多次获得优秀教学奖和优秀班主任等荣誉称号。

工作经历  

  • 2022–至今: 中国, 华南理工大学, 吴贤铭智能工程学院, 副教授

  • 2017–至今: 日本, 兵库医科大学, 兼职讲师

  • 2013–2022: 中国, 华南理工大学, 计算机科学与工程学院, 副教授

  • 2011–2012: 香港, 香港城市大学, 计算机科学系, 高级研究助理

  • 2009–2013: 中国, 华南理工大学, 计算机科学与工程学院, 讲师

  • 2008–2009: 香港, 香港理工大学, 电子计算学系, 研究助理

教育经历  

  • 博士，香港理工大学，电子计算机学系

  • 本科，香港理工大学，电子计算机学系

研究领域  

  • 机器学习、深度学习、图像处理、对抗学习、安全机器学习

科研项目  

代表论文  

2022年

  • [1]Chan, Patrick PK; Li, Qiuxia; Fang, Yingfeng; Xu, Linyi; Li, Kairu; Liu, Honghai; Yeung, Daniel S, 'Unsupervised Domain Adaptation for Gesture Identification against Electrode Shift'in IEEE Transactions on Human-Machine Systems,2022

  • [2] Chan, Patrick PK; Wang, Xiaotian; Lin, Zhe; Yeung, Daniel S, 'Progressive editing with stacked Generative Adversarial Network for multiple facial attribute editing'in Computer Vision and Image Understanding,217, 2022

  • Zheng Junhao, Chan Patrick PK, Chi Huiyang, He Zhimin, 'A concealed poisoning attack to reduce deep neural networks' robustness against adversarial samples ', Information Sciences, 758-773, 2022

2021年

  • [3] Chan, Patrick PK; Luo, Fengzhi; Chen, Zitong; Shu, Ying; Yeung, Daniel S, 'Transfer learning based countermeasure against label flipping poisoning attack'in Information Sciences,548, 450-460, 2021

  • [4] Chan, Patrick PK; Xiao, Meng; Qin, Xinran; Kees, Natasha, 'Dynamic fusion for ensemble of deep Q-network'in International Journal of Machine Learning and Cybernetics,12, 4, 1031-1040, 2021

  • [5] Chan, Patrick PK; Zheng, Juan; Liu, Han; Tsang, Eric CC; Yeung, Daniel S, 'Robustness analysis of classical and fuzzy decision trees under adversarial evasion attack'in Applied Soft Computing,107, 2021

  • [6] Chan, Patrick PK; Chen, Keke; Xu, Linyi; Hu, Xiaoman; Yeung, Daniel S, 'Weakly Supervised Semantic Segmentation with Patch-Based Metric Learning Enhancement'in International Conference on Artificial Neural Networks,471-482, 2021

  • [7] Chen, Keke; Chan, Patrick PK; Xiang, Tianyi; Kees, Natasha; Yeung, Daniel S, 'Class-Specific Affinity based Weakly Supervised Semantic Segmentation with Neutral Region Exploration'in 2021 International Joint Conference on Neural Networks (IJCNN),2021

  • [8] Chan, Patrick PK; Liang, YuanChao; Zhang, Fei; Yeung, Daniel S, 'Distribution-based Adversarial Filter Feature Selection against Evasion Attack'in 2021 International Joint Conference on Neural Networks (IJCNN),44569, 2021

2020年

  • [9] Chan, Patrick PK; Wang, Yaxuan; Yeung, Daniel S, 'Adversarial attack against deep reinforcement learning with static reward impact map'in Proceedings of the 15th ACM Asia Conference on Computer and Communications Security,334-343, 2020

2018年

  • [10] Chan, Patrick PK; He, Zhi-Min; Li, Hongjiang; Hsu, Chien-Chang, 'Data sanitization against adversarial label contamination based on data complexity'in International Journal of Machine Learning and Cybernetics,9, 6, 1039-1052, 2018

  • [11] Chan, Patrick PK; Hu, Xian; Zhao, Lili; Yeung, Daniel S; Liu, Dapeng; Xiao, Lei, 'Convolutional Neural Networks based Click-Through Rate Prediction with Multiple Feature Sequences.'in IJCAI,2007-2013, 2018

2017年

  • [12] Chan, Patrick PK; Lin, Zhe; Hu, Xian; Tsang, Eric CC; Yeung, Daniel S, 'Sensitivity based robust learning for stacked autoencoder against evasion attack'in Neurocomputing,267, 572-580, 2017

  • [13] Chan, Patrick PK; Liu, Weiwen; Chen, Danni; Yeung, Daniel S; Zhang, Fei; Wang, Xizhao; Hsu, Chien-Chang, 'Face liveness detection using a flash against 2D spoofing attack'in IEEE Transactions on Information Forensics and Security,13, 2, 521-534, 2017