»姓名：杨兴浩

»系属：自动化系

»学位：博士

»职称：副教授

»专业：模式识别与智能系统

»导师类别：硕士生导师

»电子邮箱：yangxh@upc.edu.cn

»通讯地址：山东省青岛市黄岛区长江西路66号

»概况

◎研究方向

模式识别、机器学习理论及其在计算机视觉、自然语言处理领域的应用。主要研究方向包括：多视角学习、对抗性机器学习、深度学习、流形学习等。

◎教育经历

2018.08-2022.04，悉尼科技大学，计算机科学，博士学位

2015.09-2018.06，kaiyun体育登录网页入口（华东），信息与通信工程，硕士学位

2011.09-2015.06，kaiyun体育登录网页入口（华东），电子信息工程，学士学位

◎工作经历

2022年04月-至今，kaiyun体育登录网页入口（华东），kaiyun体育登录网页入口，副教授

◎学术兼职

IEEE会员

IEEE SMC协会感知计算技术委员会会员

CCF会员

CSIG会员

◎主讲课程

◎指导研究生及博士后

◎承担项目

◎获奖情况

1. 2021年，山东省人工智能自然科学奖一等奖

2. 2022年，青岛市大数据优秀学术成果奖

◎荣誉称号

◎著作

◎论文

Conference paper

[1]   Xinghao Yang, Weifeng Liu, Dacheng Tao, Wei Liu. BESA: BERT-based Simulated   Annealing for Adversarial Text Attacks. The 30th International Joint   Conference on Artificial Intelligence (IJCAI 2021). August 21-26, 2021,   Virtual Conference.

[2]   Changwei Sung, Xinghao Yang, Chungshou Liao, and Wei Liu. IntRoute: An   Integer Programming based Approach for Best Bus Route Discovery. The 26th   International Conference on Database Systems for Advanced Applications   (DASFAA 2021). April 11-14, 2021, Virtual Conference.

[3]   Xinghao Yang, Weifeng Liu, James Bailey, Dacheng Tao, and Wei Liu. Bigram and   Unigram Based Text Attack via Adaptive Monotonic Heuristic Search. The 35th   AAAI Conference on Artificial Intelligence (AAAI 2021). February 2-9, 2021,   Virtual Conference.

[4]   Xinghao Yang and Wei Liu. Population Location and Movement Estimation through   Cross-domain Data Analysis. The 29th International Joint Conference on   Artificial Intelligence (IJCAI 2020). January 7-15, 2021, Virtual Conference.   

[5]   Xinghao Yang, and Wei Liu. Cyber Attack to AI Systems: Targeted   Attention-based Attacks to Road Sign Recognition Models. In Proceedings of   the 2020 Cyber Defence Next Generation Technology Conference (CDNG 2020).

[6]   Aneesh Chivukula, Xinghao Yang, and Wei Liu: Adversarial Deep Learning with   Stackelberg Games. The 26th International Conference on Neural Information   Processing (ICONIP 2019). December 12-15, 2019, Sydney, Australia.

[7]   Sichao Fu, Xinghao Yang, Weifeng Liu. The Comparison of Different Graph   Convolutional Neural Networks for Image Recognition. The 10th International   Conference on Internet Multimedia Computing and Service (ICIMCS 2018). August   17-19, 2018, Nanjing, China.

[8]   Xinghao Yang, Weifeng Liu. Multiple Scale Canonical Correlation Analysis   Networks for Two-view Object Recognition. The 24th International Conference   on Neural Information Processing (ICONIP 2017). November 14-18, 2017,   Guangzhou, China.

[9]   Xinghao Yang, Hongli Liu, Weifeng Liu, ZhengJun Zha. Sparse Principle Motion   Component for One-shot Gesture Recognition. The 7th International Conference   on Internet Multimedia Computing and Service (ICIMCS 2015). August 19-21,   2015, Zhangjiajie, China.

Journal paper

[1]   Xinghao Yang, Weifeng Liu, Wei Liu. Tensor Canonical Correlation Analysis   Networks for Multi-view Remote Sensing Scene Recognition. IEEE Transactions   on Knowledge and Data Engineering (TKDE), 2022, 34: 2948-2961.

[2]   Xinghao Yang, Weifeng Liu, Shengli Zhang, Wei Liu, Dacheng Tao. Targeted   Attention Attack on Deep Learning Models in Road Sign Recognition. IEEE   Internet of Things Journal (IoT-J), 2021, 8:4980-4990.

[3]   Aneesh Chivukula, Xinghao Yang, Tianqing Zhu, Wanlei Zhou, and Wei Liu. Game   Theoretical Adversarial Deep Learning with Variational Adversaries. IEEE   Transactions on Knowledge and Data Engineering (TKDE), 2021, 33: 3568-3581.

[4]   Xinghao Yang, Weifeng Liu, Wei Liu, Dacheng Tao. A Survey on Canonical   Correlation Analysis. IEEE Transactions on Knowledge and Data Engineering   (TKDE), 2021, 33: 2349-2368. ESI highly cited

[5]   Weifeng Liu, Xinghao Yang, Dapeng Tao, Jun Cheng, Yuanyan Tang. Multiview   dimension reduction via Hessian multiset canonical correlations. Information   Fusion, Elsevier, 2018, 41: 119 - 128. ESI highly cited

[6]   Xinghao Yang, Weifeng Liu, Dapeng Tao, Jun Cheng, Shuying Li. Multiview   Canonical Correlation Analysis Networks for Remote Sensing Image Recognition.   IEEE Geoscience and Remote Sensing Letters (GRSL), 2017, 14: 1855-1859.

[7]   Xinghao Yang, Weifeng Liu, Dapeng Tao, Jun Cheng. Canonical Correlation   Analysis Networks for Two-view Image Recognition. Information Sciences,   Elsevier, 2017, 385: 338-352. ESI highly cited

◎专利

1.   刘伟锋; 杨兴浩; 潘晓 ; 一种基于典型相关分析网络的二视角图像识别方法, 2019-5-14, 中国, ZL2 01610663936.1

2.   刘伟锋; 杨兴浩 ; 一种基于多视角典型相关分析的人脸识别方法及其系统, 2019-4-12, 中国, ZL201 610055275.4