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    机器学习与优化

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    赖志辉

    来源: 日期:2024-03-27点击:

    简介:

    赖志辉,博士,现任深圳大学计算机科学与软件工程学院教授,博士生导师。赖志辉分别于2002年,2007年和2011年分别获得华南师范大学数学理学学士学位,暨南大学理学硕士学位,以及模式识别和智能系统博士学位。 他曾是中国哈尔滨工业大学深圳研究生院生物计算研究中心的博士后研究员。 自2010年以来,他一直是香港理工大学的研究员,博士后研究员和研究员。 他发表了100余篇学术论文,其中30篇在IEEE Transactions上发表论文。

    联系方式:

    邮箱:LAI_ZHI_HUI@163.com

    办公室:深圳大学计算机与软件学院928

    研究兴趣:

    图像处理 , 模式识别与智能系统 (Image Processing, Pattern Recognition and Intelligent System), 大数据分析,深度学习,哈希学习

    讲授课程:

    数字图像处理,计算机基础, 多媒体技术, 模式识别, 人工智能

    获奖:

    • 08/2018: The Second prize of Jianxi Province Natural Science Award

    • 07/2018: The best student paper of AIFT 2018

    • 10/2016: The best poster paper of CCBR 2016

    • 09/2014: The Overseas High-Caliber Personneal

    • 04/2012: The excellent doctoral thesis at NUST

    • 11/2010: The excellent student award at NUST

    • 10/2008: The best paper award in Chinese Conference on Pattern Recognition in 2008.

    • 05/2007: The excellent postgraduate student award at JNU

    学术兼职:

    《国际机器学习与控制论杂志》副编辑,以下知名杂志和一些顶级国际会议的审稿人:

    • IEEE Transactions on Pattern Analysis and Machine Intelligence

    • IEEE Transactions on Neural Networks and Learning Systems

    • IEEE Transactions on Image Processing

    • IEEE Transactions on Cybernetics

    • IEEE Transactions on Circuits and Systems for Video Technology

    • Pattern Recognition

    • Neural Computing and Applications

    • Information Sciences

    • Neurocomputing

    • Machine Vision and Applications

    • Applied Mathematics and Computation

    • Neural Processing Letters

    个人主页:

    http://www.scholat.com/laizhihui

    论文 :

    • Zhihui Lai, Yudong Chen, Jian Wu, Wai Keung Wong, Fumin Shen. Jointly Sparse Hashing for Image Retrieval . IEEE Transactions on Image Processing, Year: 2018 , Volume: 27 , Issue: 12 Pages: 6147 - 6158

    • Zhihui Lai, Dongmei Mo, Jiajun Wen, Linlin Shen, Wai Keung Wong*. Generalized robust regression for jointly sparse subspace learning. IEEE Transactions on Circuits and Systems for Video Technology, DOI: 10.1109/TCSVT.2018.2812802

    • Zhihui Lai, Dongmei Mo, Wai Keung Wong*, Yong Xu, Duoqian Miao, David Zhang. Robust discriminant regression for feature extraction. IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2017.2740949

    • W. K. Wong, Zhihui Lai (corresponding author), Jiajun Wen, Xiaozhao Fang, Yuwu Lu, . Low rank embedding for robust feature extraction. IEEE Transactions on Image Processing

    • Zhihui Lai, Yong Xu, Jian Yang, Linlin Shen, David Zhang. Rotational invariant dimensionality reduction algorithms. IEEE Transactions on Cybernetics (Accepted)

    • Zhengming Li, Zhihui Lai (co-first), Yong Xu, Jian Yang, David Zhang. A Locality Constrained and Label Embedding Dictionary Learning Algorithm for Image Classification. IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2015.2508025.

    • Jiajun Wen, Zhihui Lai (Corresponding author), Yinwei Zhanc, Jinrong Cui . The L2,1-norm-based unsupervised optimal feature selection with applications to action recognition . Pattern Recognition, 2016, 60:515–530.

    • 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.

    • Qing Liu, Zhihui Lai (co-first), Zongwei Zhou, Fangjun Kuang, Zhong Jin. A Truncated Nuclear Norm Regularization Method based on Weighted Residual Error for Matrix Completion. IEEE Transactions on Image Processing, 2016, 25(1): 316-330.

    • W. K. Wong, Zhihui Lai (corresponding author), Yong Xu, Jiajun Wen. Joint tensor feature analysis for visual object recognition. IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2014.2374452.

    • Yuwu Lu, Zhihui Lai (co-first author),Yong Xu. Low rank preserving projections. IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2015.2457611

    • Zhihui Lai, W. K. Wong, Yong Xu, Mingming Sun and Cairong Zhao. Sparse Alignment for Robust Tensor Learning. IEEE Transactions on Neural Networks and Learning Systems, 2014, 25(10): 1779-1792.

    • 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.

    • Xiaoshuang Shi, Zhenhua Guo, Zhihui Lai (corresponding author). Face Recognition by Sparse Discriminant Analysis via Joint L2,1-norm Minimization. Pattern Recognition, 2014, 47(7):2447-2453.

    • 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.

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

    • 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.

    • Zhihui. Lai, Zhong Jin, Jian Yang. Sparse two dimensional local discriminant projections for feature extraction. Neurocomputing, vol. 74, no. 4, pp. 629-637, Jan. 2011.

    项目:

    • The Natural Science Foundation of China, 61573248,2016-2019. . Robust linear discrinant analysis theory and its consistent sparsity extension. 2015.10.

    • The Natural Science Foundation of China , 61203376, 2013-1215.. Research on sparse projection learning theory and algorithm in feature extraction and understanding. 2012.10.

    上一篇:沈琳琳

    下一篇:陈文胜

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