刘昆宏 副教授、硕士生导师

个人介绍:

刘昆宏,男,现为厦门大学软件学院副教授。2008年6月于 中国科技大学信息学院自动化系,获工学博士学位。2014年9月至2015年9月于香港理工大学计算机系从事博士后研究工作。近年来共发表学术论文30余篇。主持国家自然科学青年基金,福建省自然科学青年基金各一项。

研究方向:

数据挖掘,进化计算,大数据分析

指导学生:

曾志浩 2013级硕士

科研项目:

(1)2012-2014 国家自然科学青年基金,主持
(2)2011-2014 福建省自然科学基金,主持
 

发表论文:

Kun-Hong Liu*, Muchenxuan Tong, Shu-Tong Xie and Vincent To Yee Ng, Genetic Programming Based Ensemble System for Microarray Data Classification, Computational and Mathematical Methods in Medicine, Volume 2015, Article ID 193406, 2015.(SCI)

Qingqi Hong, Qingde Li, Beizhan Wang, Yan Li, Junfeng Yao, Kunhong Liu and Qingqiang Wu, 3D vasculature segmentation using localized hybrid level-set method, c 2014, 13:169.(SCI)

KunHong Liu, MuChenxuan Tong, ShuTong Xie, ZhiHao Zeng, Fusing Decision Trees Based on Genetic Programming for Classification of Microarray Datasets, Lecture Notes in Computer Science Vol. 8589, 2014, pp 126-134.(EI)

Zhihao Zeng, Kun-Hong Liu, and Zheyuan Wang, Cancer Classification Using Ensemble of Error Correcting Output Codes, ICIC 2014, LNBI 8590, pp. 15–24, 2014.(EI)
Muchenxuan Tong, Kun-Hong Liu*, Chungui Xu, Wenbin Ju, "An ensemble of SVM classifiers based on gene pairs", Computers in Biology and Medicine 43(6), 729–737, 2013.(SCI, times cited: 9)

Guo-Yan Liu, Kun-Hong Liu (co-first author), et. al, “Novel cancerization marker, TP53, and its role in distinguishing normal tissue adjacent to cancerous tissue from normal tissue adjacent to benign tissue”, World Journal of Surgical Oncology, 2012, 10:252. (SCI)

Kun-Hong Liu, Qingqiang Wu, and Meihong Wang, The Design of Evolutionary Multiple Classifier System for the Classification of Microarray Data. ISNN 2011, Wuhan.(EI)

Wei-Peng Lin, Kun-Hong Liu, and Guoyan Liu, The Application Of Feature Selection Methods To Analyze The Tissue Microarray Data, Fourth International Workshop on Advanced Computational Intelligence, Wuhan, Hubei, China; October 19-21, 2011.(EI)

Guo-Yan Liu, Kun-Hong Liu (co-first author), et. al, “Alterations of tumor-related genes do not exactly match the histopathological grade in gastric adenocarcinomas”, World J Gastroenterol, Vol. 16, No. 9, pp. 1129-1137, 2010.(SCI, times cited: 5)

Kun-Hong Liu*, Bo Li, Qing-Qiang Wu, Jun Zhang, Ji-Xiang Du and Guo-Yan Liu, “Microarray data classification based on ensemble independent component selection”, Computers in Biology and Medicine. Vol. 39, No.11, pp. 953 – 960, 2009. (SCI, EI, IF: 1.2, times cited: 15)

Kun-Hong Liu* and Chun-Gui Xu, “A genetic programming-based approach to the classification of multiclass microarray datasets”, Bioinformatics, Vol. 25, No.3, pp. 331 – 337, 2009. (SCI, IF: 5.039, times cited: 39)

Kun-Hong, Liu*, Bo, Li, Jun, Zhang and Ji-Xiang, Du, “Ensemble component selection for improving ICA based microarray data prediction models”, Pattern Recognition, Vol. 42, No. 7, pp. 1274–1283, 2009. (SCI, EI, IF: 3.279, times cited: 16)

Kun-Hong Liu, Bo Li, Jun Zhang, and Ji-Xiang Du, "A New Approach to Improving ICA-Based Models for the Classification of Microarray Data", International Symposium on Neural Networks (ISNN), Wuhan, May 26-29, 2009, LNCS 5553, pp. 983–992(EI).

Kun-Hong Liu, Jun Zhang, Bo Li and Ji-Xiang Du, "A GA-Based Approach to ICA Feature Selection: An Efficient Method to Classify Microarray Datasets", International Symposium on Neural Networks (ISNN), Wuhan, May 26-29, 2009, LNCS 5552, pp. 432–441(EI).

Shutong Xie, Yinbiao Guo, Yong Xu, and Kun-Hong Liu, “Grooming of Dynamic Traffic in WDM Tree Networks Using Genetic Algorithms”, International Symposium on Neural Networks (ISNN), Wuhan, May 26-29, 2009, LNCS 5552, 2009, pp. 424–431(EI).

Chun-Gui Xu, Kun-Hong Liu and De-Shuang Huang, “The Analysis of Microarray Datasets Using a Genetic Programming”, 2009 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, March 30 – April 2, 2009, Nashville, TN, USA, pp. 176 – 181. (EI)

Chun-Gui Xu and Kun-Hong Liu, “A GP Based Approach to the Classification of Multiclass Microarray Datasets”. International Conference on Intelligent Computing, September 15-18, 2008, Shanghai, LNAI 5227, Springer Berlin, 2008: pp. 340-346. (EI)

Bo Li, De-shuang Huang and Kun-Hong Liu, “Constrained Maximum Variance Mapping”, IEEE World Congress on Computational Intelligence, Hong Kong, June 1-8, 2008, pp. 534-537.(EI)

Kun-Hong Liu and De-Shuang Huang, “Cancer classification using Rotation Forest”, Computers in Biology and Medicine. Vol. 38, No. 5, pp.601-610, 2008. (SCI, EI, IF: 1.272, times cited: 56)

Kun-Hong Liu, Jun-Feng Xia and Xue-Ling Li, “Efficient Ensemble Schemes for Protein Secondary Structure Prediction”, Protein and Peptide Letters, Vol. 15, No. 5, pp.488-493, 2008. (SCI, EI, IF: 1.281, times cited: 5)

Kun-Hong Liu, Yong Xu, De-Shuang Huang and Min Cheng, “Grooming of Dynamic Traffic in WDM Star and Tree Networks Using a Genetic Algorithm”, Photonic Network Communications. Vol. 15, No. 2, pp.111-121, 2008. (SCI, EI,, IF: 0.427, times cited: 7)

Bo Li, De-Shuang Huang, Cao Wang and Kun-Hong Liu, “Feature extraction using constrained maximum variance mapping”. Pattern Recognition, Vol. 41, No.11, pp. 3287-3294, 2008. (SCI, EI, IF: 3.279, times cited: 53)

Yong Xu and Kun-Hong Liu, “Evolutionary Grooming of Traffic in WDM Optical Networks,” Advances in Evolutionary Computing for System Design, Studies in Computational Intelligence, vol. 66, pp. 95-137, 2007, Springer.

Jun Zhang, De-shuang Huang and Kun-Hong Liu, “Multi-Sub-Swarm Particle Swarm Optimization Algorithm for Multimodal Function Optimization,” IEEE Congress on Evolutionary Computation (CEC), Singapore, September 25-28, 2007, pp. 3215-3220. (EI)

Kun-Hong Liu, De-Shuang Huang, and Jun Zhang, “Microarray Data Prediction by Evolutionary Classifier Ensemble System,” IEEE Congress on Evolutionary Computation (CEC), Singapore, September 25-28, 2007, pp. 3215-3220. (EI)

Kun-Hong Liu, De-Shuang Huang, and Bo Li, “Improving the Performance of ICA Based Microarray Data Prediction Model with Genetic Algorithm,” IEEE Congress on Evolutionary Computation (CEC), Singapore, September 25-28, pp. 3215-3220, 2007. (EI)

Zhong-Hua Quan, De-Shuang Huang, Kun-Hong Liu, and Kwok-Wing Chau, “A Hybrid HMM/ANN Based Approach for Online Signature Verification”, IEEE International Joint Conference on Neural Networks (IJCNN), August 12–17 2007, Orlando, Florida, USA (IJCNN), pp. 402 – 405. (ISTP)

Guo-Zhu Wen, Xiao-Yong Guo, De-Shuang Huang, and Kun-Hong Liu, “Application of Self-Organizing Map in Aerosol Single Particles Data Clustering”, IEEE International Joint Conference on Neural Networks (IJCNN), August 12–17, Orlando, Florida, USA (IJCNN), 2007, pp. 991 – 996. (ISTP)

Kun-Hong Liu and Yong Xu, “Combining GA with splitting methods to the rearrangeably nonblocking grooming of dynamic traffic in SONET ring networks,” Photonic Network Communications, vol. 10, No.2, pp.179-192, 2005. (SCI, EI, IF:0.837, times cited: 8)

Kun-Hong Liu and Yong Xu, “A new approach to improving the grooming performance with dynamic traffic in SONET rings,” Computer Networks, vol. 46, No. 2, pp.181-195, 2004. (SCI, EI, IF: 0.978, times cited: 17)

厦门大学 厦门大学软件学院 厦门大学智能与科学系 厦门大学信息科学学院 厦门大学模式分析与机器智能研究中心