文国秋 博士
职称/职务：讲师/硕士生导师
电子邮件：wenguoqiu2008@163.com;guoqiuwen@gxnu.edu.cn
通信地址：广西桂林市七星区育才路15号广西师范大学计算机科学与工程学院
[个人简介] [研究兴趣] [工作经历][科研项目] [代表性成果][主要教学工作]
文国秋(1987-)，广西玉林人，中共党员，博士，硕士研究生导师。主要研究方向为机器学习、特征学习、图学习、数据挖掘等，在国际学术期刊发表论文30余篇，主持广西自然科学基金项目1项和地厅级项目5项，主要参与国家自然科学基金项目2项。 担任Neurocomputing、Information Processing and Management、Neural Processing Letters等国际期刊审稿人。
Ÿ 机器学习
Ÿ 特征学习/图学习
Ÿ 数据挖掘等
Ÿ 2014.7-至今，广西师范大学，计算机科学与工程学院/软件学院，教师
Ÿ 2019.9-2022.12 广西师范大学，软件工程，博士
科研项目
1.“谱聚类中图学习的关键技术研究”，广西自然科学基金（青年基金），项目负责人，2023/3-2025/2；
2.“基于图学习的谱聚类研究”，广西多源信息挖掘与安全重点实验室系统性研究课题，项目负责人，2022/6-2024/6；
3.“课程思政视域下新工科人才的创新创业能力培养研究—以软件工程专业为例”，广西学位与研究生教育改革课题，项目负责人，2022/2-2023/12；
4.“面向非线性高维数据的谱聚类研究”，广西高校中青年教师科研基础能力提升项目，项目负责人，2021/1-2022/12；
5.“基于图神经网络的农业知识图谱优化方法研究”，国家自然科学基金项目（地区项目），项目参与骨干（排名第二），2022/1-2024/12；
6.“多模态数据融合理论及应用研究”，国家自然科学基金项目（面上项目），项目参与骨干（排名第三），2019/01-2022/12；
1. Yujing Liu, Zongqian Wu, Zhengyu Lu, Guoqiu Wen∗, Junbo Ma, Guangquan Lu, Xiaofeng Zhu: Multi-teacher Self-training for Semi-supervised Node Classification with Noisy Labels. ACM MM 2023,
https://doi.org/10.1145/3581783.3613117
2. Zongqian Wu, Peng Zhou, Guoqiu Wen*, Yingying Wan, Junbo Ma, Debo Cheng, Xiaofeng Zhu*: Information Augmentation for Few-shot Node Classification. IJCAI 2022: 3601-3607
3. Guoqiu Wen, Yonghua Zhu, Linjun Chen, Shichao Zhang*: One-step spectral rotation clustering with balanced constrains. World Wide Web 25(1): 259-280 (2022)
4. Guoqiu Wen, Xianxian Li*, Yonghua Zhu, Linjun Chen, Qimin Luo, Malong Tan: One-step spectral rotation clustering for imbalanced high-dimensional data. Information Processing & Management 58(1): 102388 (2021)
5. Guoqiu Wen, Yonghua Zhu, Linjun Chen, Mengmeng Zhan, Yangcai Xie*: Global and Local Structure Preservation for Nonlinear High-dimensional Spectral Clustering. The Computer Journal 64(7): 993-1004 (2021)
6. Guoqiu Wen*: Robust self-tuning spectral clustering. Neurocomputing 391: 243-248 (2020)
7. Guoqiu Wen*, Yonghua Zhu, Wei Zheng: Spectral representation learning for one-step spectral rotation clustering. Neurocomputing 406: 361-370 (2020)
8. Tingting Du, Guoqiu Wen*, Zhiguo Cai, Wei Zheng, Malong Tan, Yangding Li: Spectral clustering algorithm combining local covariance matrix with normalization. Neural Computing and Applications 32(11): 6611-6618 (2020)
9. Guoqiu Wen*, Yonghua Zhu, Mengmeng Zhan, Malong Tan: Sparse Low-Rank and Graph Structure Learning for Supervised Feature Selection. Neural Processing Letters 52(3): 1793-1809 (2020)
10. Qimin Luo, Guoqiu Wen*, Leyuan Zhang, Mengmeng Zhan: An Efficient Algorithm Combining Spectral Clustering with Feature Selection. Neural Processing Letters 52(3): 1913-1925 (2020)
11. Jiangzhang Gan, Guoqiu Wen*, Hao Yu, Wei Zheng, Cong Lei: Supervised feature selection by self-paced learning regression. Pattern Recognition Letters 132: 30-37 (2020)
12. Hao Yu, Guoqiu Wen*, Jiangzhang Gan, Wei Zheng, Cong Lei: Self-paced Learning for K-means Clustering Algorithm. Pattern Recognition Letters 132: 69-75 (2020)
13. Tao Tong, Jiangzhang Gan, Guoqiu Wen*, Yangding Li: One-step spectral clustering based on self-paced learning. Pattern Recognition Letters 135: 8-14 (2020)
14. Jiaye Li, Lin Wu, Guoqiu Wen*, Zhi Li: Exclusive feature selection and multi-view learning for Alzheimer's Disease. Journal of Visual Communication and Image Representation 64: 102605 (2019)
15. Jiaye Li, Hao Yu, Leyuan Zhang, Guoqiu Wen*: Double weighted K-nearest voting for label aggregation in crowdsourcing learning. Multimedia Tools and Applications 78(23): 33357-33374 (2019)
16. Guoqiu Wen*, Yonghua Zhu, Zhiguo Cai, Wei Zheng: Self-tuning clustering for high-dimensional data. World Wide Web 21(6): 1563-1573 (2018)
17. Zhaowen Li*, Ningxin Xie, Guoqiu Wen: Soft Coverings and Their Parameter Reductions. Applied soft computing 31: 48-60(2015)
18. Zhaowen Li*, Guoqiu Wen#, Ningxin Xie: An Approach to Fuzzy Soft Sets in Decision Making based on Grey Relational Analysis and Dempster–Shafer Theory of Evidence: An Application in Medical Diagnosis. Artificial Intelligence in Medicine 64(3): 161-171(2015)
大学计算机（本科生）