Research Interests

• Artificial Intelligence
• Machine Learning and Pattern Recognition
• EEG-based Emotion Recognition
• Brain Computer Interface

  Education Background

• Sept.2013 - Present: Master candidate in Computer Science and Technology, Department of Computer Science and Engineering, Shanghai Jiao Tong University.
• Sept.2009 - June.2013: Bachelor in Computer Science and Technology, Department of Computer Science and Engineering, Shanghai Jiao Tong University.

  Publications

Paper

• Jia-Yi Zhu, Wei-Long Zheng, and Bao-Liang Lu. Cross-subject and Cross-gender Emotion Classification from EEG, to appear in World Congress on Medical Physics and Biomedical Engineering, 2015. [pdf]
• Jia-Yi Zhu, Wei-Long Zheng, Yong Peng, Ruo-Nan Duan, and Bao-Liang Lu. EEG-based Emotion Recognition Using Discriminative Graph Regularized Extreme Learning Machine. IEEE International Joint Conference on Neural Networks (IJCNN), pp. 525-532, 2014.[pdf]
• Yong Peng, Jia-Yi Zhu, Wei-Long Zheng, and Bao-Liang Lu. EEG-Based Emotion Recognition with Manifold Regularized Extreme Learning Machine. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014. [pdf]
• Wei-Long Zheng, Jia-Yi Zhu, Yong Peng, and Bao-Liang Lu. EEG-Based Emotion Classification Using Deep Belief Networks. Accepted as Oral paper by IEEE International Conference on Multimedia & Expo (ICME), 2014. [pdf]
• Wei-Long Zheng, Jia-Yi Zhu, and Bao-Liang Lu. Multimodel Emotion Analysis in Response to Multimedia. Accepted as Demo Paper by IEEE International Conference on Multimedia & Expo (ICME), 2014.[pdf][demo]
• Ruo-Nan Duan, Jia-Yi Zhu, and Bao-Liang Lu. Differential Entropy Feature for EEG-based Emotion Classification. Proceedings of the 6th International IEEE/EMBS Conference on Neural Engineering, pp. 81-84, 2013. [pdf]

Thesis

• Jia-Yi Zhu, "EEG-based Emotion Recognition" Bachelor's Degree Thesis (in Chinese), Shanghai Jiao Tong University. [pdf]

  Intern Experience

• Oct.2012 - Dec.2012: Automatic Test Group, Ctrip.com

  Useful Links
· Our Lab: Center for Brain-Like Computing and Machine Intelligence
· Refered Journals: IEEE TPAMI, Int. J. Computer Vision(Springer), IEEE TNN, IEEE TEC, Machine Learning(Springer), Pattern Recognition(Elsevier), Information Sciences(Elsevier), Neural Networks(Elsevier) ...
· Top Conferences: NIPS, AAAI, ICML, IJCAI, ICCV, CVPR, ECCV, ...