个人简介:
魏莱,1980年生,博士,副教授,现为糖心vlog青年骨干教师。2004年7月毕业于同济大学应用数学系,获得理学学士学位。2009年3月毕业于同济大学计算机科学与技术系模式识别与智能系统专业,获得工学博士学位。2009年4月进入糖心vlog工作。2013年9月至2014年7月在复旦大学计算机科学学院访学。主要研究方向为模式识别,机器学习等。近年来,在《Information Sciences》、《Expert Systems with Applications》、《Knowledge-Based Systems》、《Neurocomputing》、《计算机学报》、《软件学报》、《计算机研究与发展》、《电子与信息学报》等国内外重要期刊上发表论文30余篇。主持国家自然科学基金和上海市教委科研创新项目各一项,以主要参与人参与国家自然科学基金项目、上海市自然科学基金、上海市教委曙光项目等。
办公地址: 上海海港大道1550号,糖心vlog212
办公电话: 021-38282825
电子邮箱: weilai AT shmtu DOT edu DOT cn
研究方向: 机器学习,数据挖掘,模式识别等
学术兼职:
中国计算机学会粒计算与知识发现专业委员会委员
国家自然科学基金通讯评审
学术论文:
期刊:
Xiaobo Xiao, Lai Wei (Corresponding Author), Robust Subspace Clustering via Latent Smooth Representation Clustering, Neural Processing Letters, DOI: doi.org/10.1007/s11063-020-10306-8.
刘淑君, 魏莱 (通讯作者), 基于分块集成的图像聚类算法, 计算机科学, 2020, 47(6):170-175.
Lai Wei, Rigui Zhou, Changming Zhu, Xiafen Zhang, Jun Yin, Adaptive graph‑regularized fixed rank representation for subspace segmentation, Pattern Analysis and Applications, 2020, 23: 443-453.
Changming Zhu, Duoqian Miao, Zhe Wang, Rigui Zhou, Lai Wei, Xiafen Zhang, Global and local multi-view multi-label learning, Neurocomputing, 2020, 371: 67-77.
Changming Zhu, Zhe Wang, Rigui Zhou, Lai Wei, Xiafen Zhang, Yi Ding, Semi-supervised one-pass multi-view learning. Neural Computing and Applications, 2019, 31(11): 8117-8134.
Lai Wei, Rigui Zhou, Xiaofeng Wang, Changming Zhu, Jun Yin, Xiafen Zhang, Subspace segmentation via self-regularized latent K-means, Expert Systems with Applications, 2019, 163(1): 316-326.
Lai Wei, Rigui Zhou, Jun Yin, Changming Zhu, Xiafen Zhang, Hao Liu, Latent graph-regularized inductive robust principal component analysis, Knowledge-based systems, 2019, 177(1): 68-81.
Lai Wei, Yan Zhang, Jun Yin, Rigui Zhou, Changming Zhu, Xiafen Zhang, An improved structured low-rank representation for disjoint subspace segmentation,
Lai Wei,
Jun Yin, Zhihui Lai, Weiming Zeng, Lai Wei, Local sparsity preserving projection and its application to biometric recognition, Multimedia Tools and Applications, 2018,77(1):1069-1092.
Lai Wei, Xiaofeng Wang, Jun Yin, Auhua Wu, Self-regularized fixed-rank representation for subspace segmentation, Information Sciences, 2017, 412-412:194-209.
Lai Wei, Xiaofeng Wang, Jun Yin, Auhua Wu, Spectral clustering steered low-rank representation for subspace segmentation, Journal of Visual Communication and Image Representation, 2016, 38:386-395.
Jun Yin, Weiming Zeng, Lai Wei, Optimal feature extraction methods for classification methods and their applications to biometric recognition, Knowledge-Based Systems, 2016, 99:112-122.
Jun Yin, Lai Wei, Miao Song, Weiming Zeng, Optimized projection for collaborative representation based classification and its applications to face recognition, Pattern Recognition Letters, 2016, 73(1):83-90.
Lai Wei, Auhua Wu, Jun Yin. Latent space robust subspace segmentation based on low-rank and locality constraints, Expert Systems with Applications, 2015, 42(19):6598-6608.
Lai Wei, Feifei Xu, Jun Yin, Auhua Wu. Kernel locality-constrained collaborative representation based discriminant analysis, Knowledge-based Systems, 2014, 70:212-220.
Lai Wei, Feifei Xu, Auhua Wu. Weighted discriminative sparsity preserving embedding for face recognition, Knowledge-based Systems, 2014, 57(2):136-145.
Lai Wei, Feifei Xu. Feature extraction by integrated global and local discriminator, Journal of Computational Information Systems, 2014, 10 (7):2719-2726.
Lai Wei, Feifei Xu. Locality-constrained collaborative representation based discriminative projection, Journal of Computational Information Systems, 2014, 10 (9): 3305-3312.
Lai Wei, Feifei Xu. Local CCA alignment and its application, Neurocomputing, 2012, 89(15):78-88.
FeiFei Xu, DuoQian Miao, Lai Wei. Fuzzy-rough attribute reduction via mutual information with an application to cancer classification, Computer and Mathematics with Applications, 2009, 57(6):1010-1017.
魏莱, 自适应全局局部集成判别分析, 南京大学学报(自然科学版), 2014, 50(4):517-525.
魏莱, 徐菲菲, 一种多权值神经元覆盖网络的构造方法, 计算机学报, 2012, 35(5):1031-1037.
苗夺谦, 徐菲菲, 姚一豫, 魏莱, 粒计算的集合论描述, 计算机学报, 2012, 35(2):351-363.
魏莱, 王守觉, 基于流形距离的半监督判别分析, 软件学报, 2010, 21(10):2445-2453.
魏莱, 王守觉, 徐菲菲, 近邻边界Fisher判别分析, 电子与信息学报,2009, 31(3):509-512.
魏莱, 王守觉, 徐菲菲, 一种自适应邻域选择算法, 模式识别与人工智能, 2008, 21(3):406-409.
魏莱, 王守觉, 徐菲菲, 基于带权多维尺度变换的奇异值挖掘, 计算机科学, 2008, 35(1):190-192.
徐菲菲, 苗夺谦, 魏莱, 冯琴荣, 毕玉升, 基于互信息的模糊粗糙集属性约简, 电子与信息学报, 2008, 30(6):1372-1375.
魏莱, 苗夺谦, 徐菲菲, 夏富春, 基于覆盖的粗糙模糊集模型研究, 计算机研究与发展, 2006, 43(10):1719-1723.
会议:
Lai Wei, Hao Liu, Robust subspace segmentation via sparse relation representation,The 2nd Chinese Conference on Pattern Recognition and Computer Vision (PRCV’19),2019.11.8-2019.11.11.
Lai Wei, Optimal subspace learning for sparse representation based classifier via discriminative principal subspaces alignment,The 9th International Conference on Rough Sets and Knowledge Technology (RSKT’14),2014.10.25-2014.10.26.
Lai Wei, Feifei Xu, Adaptively weighted subpattern-based sparse preserving projection for face recognition, In: Proceeding of The 9th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD’12), 29-31 May. 2012, 1394-1403.
Lai Wei, Feifei Xu, Improved KL (K-means-Laplacian) clustering with sparse graphs, In: Proceeding of The Second International Conference on Multimedia and Signal Processing (CMSP’12), Shanghai, China, December 7-9, 2012, 506-513.
Lai Wei, Weiming Zeng, Feifei Xu, Adaptively weighted subpattern-based isometric projection for face recognition, In: Proceeding of The Third International Conference on Artificial Intelligence and Computational Intelligence (AICI’11), Taiyuan, China, September 24-25, 2011, 554-561.
Lai Wei, Weiming Zeng, Hong Wang, K-means clustering with manifold, In: Proceeding of The Seventh International Conference on Fuzzy Systems and Knowledge Discovery (FSKD’10), 10-12 Aug. 2010, Yantai, Shandong, 2095-2099.
Lai Wei, Path-based relative similarity spectral clustering, In: Proceeding of The Second Global Congress on Intelligent Systems (GCIS’10), 16-17 December 2010, Wuhan, China, 115-118.
Lai Wei, Duoqian Miao, Application of granular computing in knowledge reduction, In: Proceeding of The First International Conference on Rough Sets and Knowledge Technology (RSKT’06), Chongqing, China, July 24-26, 2006, (4062):357-362.
科研项目(主持):
国家自然科学基金项目:
基于数据集“粒结构”和几何结构的子空间学习算法研究 (61203240) 2013.01-2015.12
上海市“科技创新行动计划”自然科学基金项目:
多粒度子空间分割研究 (20ZR1423100)2020.07-2023.06
上海市教育委员会科研创新项目:
基于数据集几何结构的稀疏表示算法研究 (14YZ102) 2014.01-2016.12
企事业单位委托项目:
非实时情报与综合情报相关研发工具 2014.06-2016.06
网络监控、数据录取与推演技术系统 2019.05-2019.07
教学:
主讲课程:
获奖情况:
2012年上海海事大学科研论文三等奖
2013年糖心vlog青年教师教学竞赛一等奖第一名
2013年上海海事大学青年教师教学竞赛鼓励奖
2015年糖心vlog青年教师教学竞赛一等奖第一名
2015年上海海事大学校优秀青年教师