个人简介:
魏莱,男,汉族,1980年6月生,江苏苏州人。博士研究生学历,副教授,现任中国人工智能学会“粒计算与知识发现专委会”委员。主要从事:机器学习、数据挖掘等教学研究工作,在子空间聚类方面取得了一些成果。主持国家自然科学基金、上海市自然科学基金等重要课题,在CVPR、IEEE TKDE、 IEEE TNNLS等机器学习顶级会议及期刊上发表多篇论文。
(一)个人基础信息
性别:男
出生年月:1980年6月
职务:副教授
博硕导:硕士生导师
电子邮箱:weilai@shmtu.edu.cn
(二)教育经历
2009年于同济大学模式识别与智能系统专业,取得博士学位
2004年于同济大学大学数学与应用数学专业,取得学士学位
(三)社会兼职
人工智能学会“粒计算与知识发现专业委员会”委员
(一)研究领域及科研团队
研究领域:机器学习、聚类分析;
(二)科研项目
1.多粒度子空间分割算法研究,上海市自然科学基金项目(20ZR1423100),2020-2023,主持
2.基于数据集“粒结构”和几何结构的子空间学习算法研究,国家自然科学基金青年项目(61203240),2013-2015,主持
(三)代表性论文成果
[1] Lai Wei, Shiteng Liu, Rigui Zhou, Changming Zhu (2023) Learning idempotent representation for subspace clustering, IEEE Transactions on Knowledge and Data Engineering, DOI: 10.1109/TKDE.2023.3303343
[2] Lai Wei, Zhengwei Chen, Jun Yin, Changming Zhu,Rigui Zhou, Jin Liu (2023) Adaptive graph convolutional subspace clustering, The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR’23), Vancouver, Canda, pp. 6262-6271.
[3] Lai Wei, Fanfan Zhang, Zhengwei Chen, Rigui Zhou, Changming Zhu (2022) Subspace clustering via adaptive least square regression with smooth affinities, Knowledge-Based Systems, 239, 5 March 2022, 107950.
[4] Lai Wei, Fenfen Ji, Hao Liu, Rigui Zhou, Changming Zhu, Xiafen Zhang (2021) Subspace Clustering via Structured Sparse Relation Representation, IEEE Transactions on Neural Networks and Learning Systems, 33(9): 4610-4623.
[5] Lai Wei, Rigui Zhou, Xiaofeng Wang, Changming Zhu, Jun Yin, Xiafen Zhang (2019) Subspace Segmentation via Self-regularized Latent K-means, Expert Systems with Applications, 163(1): 316-326.
[6] Lai Wei, Rigui Zhou, Jun Yin, Changming Zhu, Xiafen Zhang, Hao Liu (2019) Latent Graph-regularized Inductive Robust Principal Component Analysis,Knowledge-based Systems, 177(1): 68-81.
[7] Lai Wei, Xiaofeng Wang, Jun Yin, Auhua Wu (2017) Self-regularized Fixed-rank Representation for Subspace Segmentation, Information Sciences, 412-412: 194-209.
[8] Lai Wei, Auhua Wu, Jun Yin (2015) Latent Space Robust Subspace Segmentation Based on Low-rank and Locality Constraints, Expert Systems with Applications, 42(19): 6598-6608.
[9] Lai Wei, Feifei Xu, Jun Yin, Auhua Wu (2014) Kernel Locality-constrained Collaborative Representation Based Discriminant Analysis, Knowledge-based Systems, 70: 212-220.
[10] Lai Wei, Feifei Xu, Auhua Wu (2014) Weighted discriminative sparsity preserving embedding for face recognition, Knowledge-Based Systems, 57: 136-145.
(四)代表性著作成果
[1]魏莱.《信息资源管理——技术与方法》[M].北京:北京理工大学出版社,2022.