职称:教授
孙浩军,博士,教授,1963年出生,1982年毕业于河北大学数学系,获学士学位,1982-2000年在河北大学任教,2000-2005年在加拿大舍布克大学留学,2005年获博士学位。同年回国工作,现任汕头大学工学院计算机系教授。其研究涉及了多个科学领域,其中包括数据挖掘和知识发现、模式识别、机器学习、图像处理和理解、信息系统、神经网络、信号处理等。近年来主持或作为主要研究者参与多项课题的研究,包括高维数据的聚类分析算法研究,智能汽车导航系统,用神经网络方法对模式存储、信息提取的研究,基于交叠率的聚类分析研究,在国际期刊、国际会议发表论文多篇,其中30余篇被三大索引检索。
科研课题: 1.“高维混合型数据聚类及应用研究”, 国家自然基金(61170130), 56万, 2012-2015. 2. “高维数据聚类研究及在税收管理中的应用”, 广东省自然科学基金(8151503101000016), 5万, 2008-2010. 3.“高维数据聚类分析及应用”, 广东省教育厅人才引进, 10万, 2009-2010. 4.“图像信息存储与管理软件”, 广东航宇卫星科技有限公司, 23万, 2011-2012.
发表论文: 1. H. Sun, S. Wang “A New Approach to Measure the Component Overlapping in the Gaussian Mixture Model” Data Mining and Knowledge Discovery, Volume 23,Number 3(2011),479-502(SCI)。 2. Haojun Sun, Sheng Wang, Qingshan Jiang “FCM-based Model Selection Algorithm for Determining the Number of Clusters” , Pattern Recognition, 2004, Vol. 37: 2027-2037 . (SCI) 3. Haojun Sun, Mei Sun, Zhen Mei, “Feature Selection via Fuzzy Clustering”, in Proceedings of IEEE ICMLC2006, pp. 1400-1405. (EI) 4. Haojun Sun,Longhuan Xiong “Genetic Algorithm-based High-dimensional Data Clustering Technique” The Sixth International Conference on Fuzzy Systems and Knowledge Discovery, Aug, 2009, PP.485-489 5. Haojun Sun,Mei Sun “Trial-and-error Approach for Determining the Number of Clusters”, Lecture Notes in Artificial Intelligence, 2006, LNAI 3930, pp 229-238. (SCI) 6. M. Bouguessa, S. Wang, H. Sun, “An Objective Approach to Cluster Validation”,Pattern Recognition Letters, Oct. 2006,(SCI) 7. Shengrui Wang, Haojun Sun, “Measuring Overlap Rate for Cluster Merging in a Hierarchical Approach to Color Image Segmentation”, International Journal Fuzzy Systems, 2004, Vol. 6, No. 3, 147-156.(EI) 8. Haojun Sun, and Shengrui Wang, “Distinguishing Between Overlapping Components in Mixture Models” in the Proceedings of The 2nd IASTED International Conference on Neural Networks and Computational Intelligence, (Switzerland) Feb. 2004, 102-108。(EI) 9. Haojun Sun, Shengrui Wang, and Zhen Mei, “A fuzzy clustering based algorithm for feature selection” in Proceedings of IEEE ICMLC2002, (Beijing), Nov. 2002. (EI) 10. Haojun Sun,“Image Segmentation Based on Model Selection”, in Proceedings of IEEE ICMLC2006, pp 1394-1399. (EI) 11. Haojun Sun, Zhihui Liu, Lingjun Kong, “A Document Clustering Method based on Hierarchical Algorithm with Model Clustering”, The 22nd International Conference on Advanced Information Networking and Applications, Japen, March, 2008 12. 孙浩军,刘志辉,孔令俊,“一种基于交叠率聚类的改进”,仪器仪表学报, Vol. 28, No. 8, pp. 529-532,2007 13. 孙浩军,孔令俊,刘志辉,“利用高斯分布生成数据对聚类算法的比较”,仪器仪表学报, Vol. 28, No. 8, pp. 404-408,2007 (EI) 14. Haojun Sun, Mei Sun, “A Measurement of Overlap Rate between Gaussian Components”, in Proceedings of IEEE ICMLC2007,Aug. 2007. 15. Mei Sun, Lingjun Kong, Haojun Sun, “Comparison of Clustering Methods with Generating Mixture Component Data”, In Prooceding of The 2007 International Conference on Information Computing and Automation (ICICA’07), Dec. 2007. |
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