20160803-25赖志辉:Sparse projection learning theory...

报告嘉宾2：赖志辉(深圳大学)

报告时间：2016年8月3日（星期三）晚21:00（北京时间）

报告题目： Sparse projection learning theory, model design and its applications

主持人：贾伟(合肥工业大学)

PPT

sparse projection learning theory, algorithm des.pptx

报告摘要：

He will introduce the sparse subspace learning, sparse feature extraction and selection theory and algorithm, and also show how to design the sparse regression model based on the manifold learning methods to develop novel model for sparse discriminant analysis.

报告相关文献列表：

Paper title, authors, Journal, 2015

1 Zhihui Lai, Waikeung Wong, Yong Xu, Jian Yang, Jinhui Tang and David Zhang, Approximate orthogonal sparse embedding for dimensionality reduction, IEEE Transactions on Neural Networks and Learning Systems, 2016, 27(4): 723-735.

2 W. K. Wong, Zhihui Lai, Yong Xu, Jiajun Wen, Joint tensor feature analysis for visual object recognition, IEEE Transactions on Cybernetics, 2015, 45(11): 2425-2436. (Equal contribution).

3 Zhihui Lai, Yong Xu, Zhong Jin, and David Zhang, Human gait recognition via sparse discriminant projection learning, IEEE Transactions on Circuits and Systems for Video Technology, 2014, 24(10): 1651-1662. (SCI)

4 Zhihui Lai, Yong Xu, Qingcai Chen, Jian Yang and David Zhang, Multilinear Sparse Principal Component Analysis, IEEE Transactions on Neural Networks and Learning Systems, 2014, 25(10): 1942-1950. 

5 Zhihui Lai, Yong Xu, Jian Yang, and David Zhang, “Sparse tensor discriminant analysis”. IEEE Transactions on Image Processing, 2013, 22(10): 3904-3915.

6 Zhihui Lai, Wai Keung Wong, Zhong Jin, Jian Yang, and Yong Xu, “Sparse approximation to the eigensubspace for discrimination”. IEEE Transactions on Neural Networks and Learning Systems, 2012, 23(12):1948-1960.

讲者简介：

赖志辉 ,副教授 , 2011年毕业于南京理工大学模式识别与智能系统业。自2010年始，曾以助理研究员、博士后、研究员身份在香港理工大学工作。他曾获2008年全国模式识别会议最佳论文奖，并于2015年入选深圳市海外高层次人才“孔雀计划”。他共发表了60多篇学术论文，其中IEEE Transactions 系列论文20多篇，近5年SCI引用500多次。他共主持10多项基金研究项目，其中国家自然科学基金项目3项。目前，他是国际SCI杂志International Journal of Machine Learning and Cybernetics的Associate Editor.