侯建
学术学位硕士生导师
13941686504
jian_hou@163.com
计算机科学与技术学院（网络空间安全学院）

学科信息

个人简介

侯建，男，博士，教授，硕士生导师，任职于东莞理工学院计算机科学与技术学院。主要研究领域为模式识别、机器学习、计算机视觉和图像处理等。发表学术论文50余篇，其中包括IEEE TIP、IEEE TNNLS、Pattern Recognition、IEEE Trans. Industrial Informatics、Information Sciences等SCI国际期刊和ICME、ICIP、ICPR、ICASSP、IJCNN、PAKDD等国际知名学术会议。主持2项国家自然科学基金面上项目和多项省部级项目，担任Pattern Recognition、Information Sciences、Journal of Visual Communication and Image Representation和IET Computer Vision等SCI国际期刊和ICPR、ICANN等国际学术会议审稿人。

 

论文情况

  1. Chongwei Huang, Jian Hou, Huaqiang Yuan. Enhanced Gaussian Mixture Model Clustering for Real-World Data. Engineering Applications of Artificial Intelligence, vol. 173, 114493, 2026.

  2. Jian Hou, Juntao Ge, Huaqiang Yuan, Marcello Pelillo. Experimental Evaluation of Szemeredi's Regularity Lemma in Graph-based Clustering. Pattern Recognition, vol. 171, 112205, 2026.

  3. Houshen Lin, Jian Hou, Huaqiang Yuan. Density Peak Clustering Based on Nearest Neighbors. Engineering Applications of Artificial Intelligence, vol. 160, 111981, 2025.

  4. Jian Hou, Houshen Lin, Huaqiang Yuan, Marcello Pelillo. Flexible Density Peak Clustering for Real-World Data. Pattern Recognition, vol. 156, 110772, 2024.

  5. Jian Hou, Huaqiang Yuan, Marcello Pelillo. Towards Parameter-Free Clustering for Real-World Data. Pattern Recognition, vol. 134, pp. 1-15, 2023.

  6. Jian Hou, Huaqiang Yuan, Marcello Pelillo. Game-Theoretic Hypergraph Matching with Density Enhancement. Pattern Recognition, vol. 133, pp. 1-13, 2023.

  7. Jian Hou, Marcello Pelillo, Huaqiang Yuan. Hypergraph Matching via Game-Theoretic Hypergraph Clustering. Pattern Recognition, vol. 125, pp. 1-12, 2022.

  8. Jian Hou, Aihua Zhang, Naiming Qi. Density Peak Clustering Based on Relative Density Relationship. Pattern Recognition, vol. 108, pp. 1-16, 2020.

  9. Jian Hou, Huijun Gao, Xuelong Li. Feature Combination via Clustering. IEEE Transactions on Neural Networks and Learning Systems, vol. 29, no. 4, pp. 896-907, 2018.

  10. Jian Hou, Huijun Gao, Xuelong Li. DSets-DBSCAN: A Parameter-Free Clustering Algorithm. IEEE Transactions on Image Processing, vol. 25, no. 7, pp. 3182-3193. 2016.

 

科研项目

  1. 国家自然科学基金面上项目，基于多人博弈的高效高精度超图聚类算法与应用研究，2022-2025.

  2. 国家自然科学基金面上项目，基于博弈论的高效稳定聚类算法研究，2015-2018.

 

研究方向

模式识别