王金凤

王金凤
姓名王金凤性别
研究生导师类型硕士生导师研究方向数据挖掘、机器学习、生物信息
职务暂无职称副教授
所属组织机构                                                                            暂无                                            
办公地点614办公电话85280320-614
电子邮箱wangphoenix@163.com个人主页N/a
中文个人简介


王金凤于2010年12月份毕业于香港中文大学计算机工程系,获博士学位。主要研究领域为数据挖掘、机器学习及其应用,对多种机器学习方法都有深入的了解与研究,如决策树、模糊积分、支撑向量机和神经网络等;将传统的模糊积分首次应用到了生物信息领域;于2003年和2005年两度赴香港理工大学任研究助理,攻读博士期间参与完成了两项香港政府基金项目。至今发表了20余篇国家核心期刊以及SCI、EI检索的国际期刊和会议学术论文,先后主持了4项国家级、省部市级等项目,其中包括:国家自然科学基金青年项目1项,中国博士后科学基金项目1项,广东省科技计划项目1项目,广州市科技计划项目1项;并参与了多项科研项目,详细情况如下所列:

期刊论文:

(1)  陈润健,王金凤*并行计算和稀疏存储在模糊积分上的应用,计算机应用研究,35(1): 165-171, 2018.1.

(2)王金凤,田绪红,王文中,高斯模糊积分及其在癌症分类中的应用,计算机应用研究,vol. 33(11)3345-33482016.11.

(3)   Wang, J., Ge, A., Hu, Y., Li, C., and Wang, L.: A fuzzy intelligent system for land consolidation – a case study in Shunde, China, Solid Earth, 6, 997-1006, doi:10.5194/se-6-997-2015, 2015.SCI2.27.ISSN1869-9510

(4)    JinFeng Wang, KwongSak Leung, KinHong Lee, WenZhong Wang, Multiple Nonlinear Integrals for Classification, Journal of Intelligent and Fuzzy System, 28pp. 1635–1645, 2015. (SCI1.812).

(5)    王金凤,  李康顺,王文中,深度模糊积分及其应用,计算机应用研究,vol. 32(10), 2914-19172015.10.

(6)    JinFeng Wang*, KinHong Lee, KwongSak Leung, ZhenYuan Wang, WenZhong Wang, Jun Xu, Nonlinear Integrals with Polynomial Kernel and Its Applications, International Journal of Intelligent SystemsVol. 27, Issue 1, pp. 48–68, January 2012. (SCI, IF: 1.653)

(7)    JinFeng Wang*, KinHong Lee, KwongSak Leung, ZhenYuan Wang, Jun Xu, Multi-regression Based on Upper and Lower Nonlinear Integrals, International Journal of Intelligent SystemsVol. 27, Issue 6, pp. 519-538, 2012.(SCI, IF: 1.653)

(8)    KS Leung, KH Lee, JF Wang*(通讯作者), Eddie YT Ng, Henry LY Chan, Stephen KW Tsui, Tony SK Mok, Chi-Hang Tse, Joseph JY Sung, Data Mining on DNA Sequences of Hepatitis B Virus. IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 8, No. 2, pp. 428-440, 2011.03. (SCIIF: 2.25)

(9)    Gang Li, JinFeng Wang, KinHong Lee, KwongSak Leung, Instruction-Matrix-Based Genetic Programming, IEEE Transactions on SMC, Part B, vol. 38, No.4, pp. 1036 – 1049, August, 2008. (SCI, IF:2.361)

(10) 王金凤,王熙照,敏感属性与不敏感属性对决策树的影响,计算机工程与应用,2003年第39卷旬刊,第26期(总第441期),pp.78-80(核心期刊)

(11)  王金凤,王熙照,两种模糊决策树算法的对比研究,计算机工程与应用, 2003年第39卷旬刊,第29期(总第444期),pp.92-95(核心期刊)


会议论文:

(1)   Da Ren, Yiming Chen, Bojun Lin, Fanjin Zeng andWang Jinfeng*,Modelling and Simulation of Vessel Surgery based on Mass-spring,Proceeding of 2017 International Conference on Mechanical, Aeronautical and Automotive Engineering, 2017.2-25-27, Malacca, Malaysia.

(2)   Chen Jiajie, Wang Jinfeng*, Websap: Study And Build Of Web-Based Sequence Alignment Platform, Proceedings of 2016 International Conference on Machine Learning and Cybernetics, Jeju, Korea, 2016.7.10. (ISBN:978-1-5090-0389-3)

(3)   Wang Jinfeng, Wang Wenzhong, Gaussian Fuzzy Integral based classificationIntelligent and Evolutionary Systems, Springer, pages 119-128.The 19th Asia Pacific Symposium on Intelligent and Evolutionary Systems, MonKok 2015.11.22-25.(ISSN:2363-6084)

(4)   JinFeng Wang, Ge, Aixia; Li, Cheng; Wang, Wenzhong; Hu, Yueming, Fuzzy Decision Tree System for Potential Evaluation of Land Consolidation Proceeding of the 5th international workshop on computer science and engineering(WCSE 2015) (ISBN: 978-981-09-5471-0)Part 2, 609-6142015.04.15-17, Moscow, Russia.EI

(5)  JinFeng Wang, Hu, Yueming; Ren, Xiangning; Wang, Wenzhong, Land Indexes Selection Based on Fuzzy Measures, Proceeding of the 5th international workshop on computer science and engineering(WCSE 2015) (ISBN: 978-981-09-5471-0)Part 2, 615-6202015.04.15-17, Moscow, Russia.EI

(6)   JinFeng Wang, Jun Xu, A Survey on Opportunistic Routing in Multi-hop Wireless Network, The International Conference Management and Information Engineering, pp. 80-83, 2012.07.

(7)   JinFeng Wang, KwongSak Leung, KinHong Lee, ZhenYuan Wang, Jun Xu, Study on Upper and Lower Nonlinear Integrals, The International Conference Management and Information Engineering, pp. 186-189, 2012.07.

(8)   JinFeng Wang, KinHong Lee, KwongSak Leung, L1-norm Regularization based Nonlinear Integrals,  on Proceedings of ISNN'09, Advances in Neural Networks, Springer’s Lecture Notes on Computer Science (LNCS) , Vol. 5551/2009, pp. 201-208, May, 2009. (EI)

(9)   JinFeng Wang, KwongSak Leung, KinHong Lee, ZhenYuan Wang, Polynomial Nonlinear Integrals, on Proceedings of ISNN 2008, Advances in Neural Networks,  Vol. 5263/2008, pp. 539-548, 2008.09. (EI)

(10)    JinFeng Wang, KinHong Lee, KwongSak Leung, ZhenYuan Wang, Projection with Double Nonlinear Integrals for Classification, on Book of Advances in Data Mining, Vol. 5077/2008, pp. 142-152, 2008.07.(EI)

(11)    Jin-Feng Wang, Kin Hong Lee, Kwong Sak Leung, Condition Matrix Based Genetic Programming for Rule Learning, on Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence, Arlington, VA, Washington, pp. 315-322, November, 2006. (EI)

(12)    Jin-Feng Wang, Xi-Zhao Wang, Lazy Approach for Ordinal Classification, Proceedings of the 11th Joint International Computer Conference, Chongqing, pp. 395-398, 10-12 Nov., 2005.

(13)    John W.T. Lee, Xi-zhao Wang and Jin-feng Wang, Finding Reducts for Ordinal Decision Tables, Proceedings of the fourth International Conference on Machine Learning and Cybernetics, Guangzhou, Vol. 5, pp. 3143 – 3147, Aug., 2005. (EI)

(14)    Xi-Zhao Wang, Jin-Feng Wang, A Comparative Study on Heuristic Algorithms about Robustness, Proceedings of the 11th World Congress of International Fuzzy Systems Association, Beijing,  pp. 1616-1619, July,  2005. (EI)

(15)    Jin-Feng Wang, Xi-Zhao Wang, Analysis of Robustness about Decision Tree Induced by Insensible Attribute, Proceedings of the third international conference on machine learning and cybernetics, Shanghai, vol.3, pp.1874-1877, 26-29 Aug. 2004. (EI)

(16)    Jin-Feng Wang, Xi-Zhao Wang, A Lazy Algorithm for Decision Tree Induction Based on Importance of AttributesProceedings of the second International Conference on Machine Learning and Cybernetics, Xi’an, Vol. 4, pp.1549-1552, 2-5 Nov. 2003. (EI)

(17)    Jin-Feng Wang, Xi-Zhao Wang, Ming-Hu Ha, Attribute Selection’s Impact on Robust of Decision TreesProceedings of the first International Conference on Machine Learning and Cybernetics, Vol.4, pp. 1829 -1832, 4-5 Nov., 2002. (EI)


主持项目

(1)面向病毒基因大数据分析的若干问题及关键技术研究,广州市科技计划项目(201804010353)2018.04-2020.04;

(2)基于大数据挖掘的农村耕地评价评价及智能决策系统研究,广东省公益研究与能力建设项目(2015A020209150),2015.10-2017.12;

(3)基于扩展模糊积分的生物信息数据挖掘研究,国家自然科学基金青年项目(61202295),2013.01-2015.12

(4)模糊积分的扩展以及在生物信息中的应用研究,中国博士后基金面上项目(2011M501338),2011.09-2012.09;

(5)智能人机交互系统研究,华南师范大学校青年培育基金项目,2011.12-2012.12;

(6)教育信息化中智能人机交互研究,华南师范大学教育信息技术学院“211”工程项目基金,2011.12-2012.12。


参与项目:

(1)面向外贸大数据的制造企业开放式创新平台关键技术及云服务平台研发,广东省协同创新与平台环境建设项目(2017A040406023)2017.10-2018.12,(第二)

(2)组建广东省农业养殖物联网工程研究中心项目,广东省工程技术研发中心项目,2015.9,联系人及骨干成员;

(3) 基于大数据挖掘的企业外贸风险预警云服务平台系统,广东省公益研究与能力建设项目(2015A030401081),2015.10-2017.12;(第二)

(4)基于演化算法和多特征融合的行人再识别问题研究(2015A030313408),广东省自然科学基金,2015.8-2018.8;(第四)

(5)网络环境下服务系统的自主管理研究(71472068),国家自然科学基金面上项目,2015.01-2018.12(第六)

(6)基于量子信息处理的博弈及决策研究,广东省自然科学基金博士启动项目(2014A030310265)2015.01-2018.12;(第三)

(7)组建广东省教育云终端与数字内容工程技术研究开发中心项目,广东省工程技术研发中心项目,2012.01-2014.12

(8)云计算关键技术研究与广东“粤教云”工程,广东省重大科技专项计划项目,2012.01-2014.12

(9)宽带无线通信网络中多址接入同步方法及性能研究,广东省自然科学基金项目,2011.01-2013.01

(10)Genomic Study of Viral Hepatitis B to Predict Development of Cancer and Response to Therapy2006-2009,香港政府RGC项目;

(11)Genetic Parallel Programming2005-2007香港政府RGC项目;

 


英文个人简介


 

JinFeng   Wang

PhDGraduate   Supervisor


College of Mathematics and Informatics                                                                     

The South China  Agricultural University GuangZhou, GuangDong, China            Email: wangphoenix@163.com


Research interests: Data Mining, Machine Learning, Bioinformatics


 Research

Hosted Projects

1)Farmland Evaluation and Intelligent Decision System based on Big Data Mining, Supported by Science and Technology Planning Project of Guangdong Province, China(2015A020209150);

2)Data Mining on Bioinformatics based on Generalized Fuzzy Integrals, Natural Science Foundation of China(NSFC), (61202295), 2013.01-2015.12;

3)Research on Generalized Fuzzy Integral and application in Bioinformatics. The 50th Chinese Postdoctoral Science Foundation, (2011M501338), 2011.09-2012.09

4)Research on Intelligent Human-Computer Interactive Systems. The Youth Research Foundation of the South China Normal University,  2011.12-2012.12

5)Research on Intelligent Human-Computer Interaction in Education Informationization. The “211 project” young teacher research   foundation of College of Educational Information Technology of the South   China Normal University2011.12-2012.12.


Publications

Journal Articles

(1)Wang, J., Ge, A.,   Hu, Y., Li, C., and Wang, L.: A fuzzy intelligent system for land consolidation – a case study in Shunde, China, Solid Earth, 6, 997-1006,   doi:10.5194/se-6-997-2015, 2015.(SCI:2.27).ISSN:1869-9510

(2)JinFeng Wang, KwongSak Leung, KinHong Lee, WenZhong Wang, WenZhong Wang, Jun Xu, Multiple Nonlinear Integrals for Classification, Journal of Intelligent and Fuzzy System, 28, pp. 1635-1645, 2015. (SCI,1.812).

(3)JinFeng Wang, Deep fuzzy integral, computer application and research(C), vol. 32(10), 2914-1917, 2015.10..

(4)JinFeng Wang, KinHong Lee, KwongSak Leung, ZhenYuan Wang, WenZhong Wang, Jun Xu, Nonlinear Integrals with Polynomial Kernel and Its Applications, International Journal of   Intelligent SystemsVol. 27, Issue 1, pp. 48–68, January 2012. (SCI, IF: 1.653)

(5)JinFeng Wang, KinHong Lee, KwongSak Leung, ZhenYuan Wang, Jun Xu, Multi-regression Based on Upper and Lower Nonlinear Integrals, International Journal of Intelligent SystemsVol. 27, Issue 6, pp. 519-538, 2012.(SCI, IF: 1.653)

(6)KS Leung, KH   Lee, JF Wang(Corresponding author), Eddie YT Ng, Henry LY Chan, Stephen KW Tsui, Tony SK Mok, Chi-Hang Tse, Joseph JY Sung, Data Mining on DNA Sequences of Hepatitis B Virus. IEEE/ACM Transactions on Computational Biology and   Bioinformatics, Vol. 8, No. 2, pp. 428-440, 2011.03. (SCIIF: 2.25)

(7)Gang Li, JinFeng Wang, KinHong Lee, KwongSak Leung, Instruction-Matrix-Based Genetic Programming, IEEE Transactions on SMC, Part B, vol. 38, No.4, pp. 1036 –   1049, August, 2008. (SCI, IF:3.05)

(8)JinFeng Wang, XiZhao Wang. The Affection of Sensitive and Insensitive Attributes on Decision Tree, Development and Application of Computer Engineering, vol. 39, No. 26, pp. 78-80, 2003.

(9)JinFeng Wang, XiZhao Wang. Comparative Study of Two Kind of Fuzzy Decision trees.  Development and Application of Computer Engineering, vol. 39, No. 29, pp. 92-95, 2003.

 

Conference Articles:

(1)Jinfeng Wang, Wenzhong Wang, Gaussian Fuzzy Integral based classification,Intelligent and Evolutionary Systems, Springer, Proceeding of The 19th Asia Pacific Symposium   on Intelligent and Evolutionary Systems, MonKok, 2015.11.22-25.(EI)

(2)JinFeng Wang, Fuzzy Decision Tree System for Potential Evaluation of Land Consolidation, Proceeding of   the 5th international workshop on computer science and engineering(WCSE 2015)   (ISBN: 978-981-09-5471-0)Part 2, 609-6142015.04.15-17,   Moscow, Russia.EI

(3)JinFeng Wang, Land Indexes Selection Based on Fuzzy Measures, Proceeding of the 5th international   workshop on computer science and engineering(WCSE 2015) (ISBN: 978-981-09-5471-0)Part 2, 615-6202015.04.15-17,   Moscow, Russia.EI

(4)JinFeng Wang, Jun Xu, A Survey on Opportunistic Routing in Multi-hop Wireless Network, The International Conference Management and Information Engineering, pp. 80-83,   2012.07 (EI).

(5)JinFeng Wang, KwongSak Leung, KinHong Lee, ZhenYuan Wang, Jun Xu, Study on Upper and Lower Nonlinear Integrals, The International Conference Management and Information   Engineering, pp. 186-189, 2012.07 ( EI).

(6)JinFeng Wang, KinHong Lee,   KwongSak Leung, L1-norm Regularization based Nonlinear Integrals,  on Proceedings of ISNN'09, Advances in Neural Networks, Springer’s Lecture Notes   on Computer Science (LNCS) , Vol. 5551/2009, pp. 201-208, May, 2009. (EI)

(7)JinFeng Wang, KwongSak   Leung, KinHong Lee, ZhenYuan Wang, Polynomial Nonlinear Integrals, on Proceedings of ISNN 2008, Advances in Neural Networks,  Vol. 5263/2008, pp. 539-548, 2008.09. (EI)

(8)JinFeng Wang, KinHong Lee, KwongSak Leung, ZhenYuan Wang, Projection with Double Nonlinear Integrals for Classification, on Book of Advances in Data Mining, Vol. 5077/2008, pp.   142-152, 2008.07.(EI)

(9)Jin-Feng Wang, Kin Hong Lee, Kwong Sak Leung, Condition Matrix Based Genetic Programming for Rule Learning, on Proceedings of the 18th IEEE International Conference on Tools   with Artificial Intelligence, Arlington, VA, Washington, pp. 315-322,   November, 2006. (EI)

(10)Jin-Feng Wang, Xi-Zhao Wang, Lazy Approach for Ordinal Classification, Proceedings of the 11th Joint   International Computer Conference, Chongqing, pp. 395-398, 10-12 Nov., 2005.

(11)John W.T. Lee, Xi-zhao Wang and Jin-feng Wang, Finding Reducts for Ordinal Decision Tables, Proceedings of the fourth International Conference on Machine Learning and   Cybernetics, Guangzhou, Vol. 5, pp. 3143 – 3147, Aug., 2005. (EI)

(12)Xi-Zhao Wang, Jin-Feng   Wang, A Comparative Study on Heuristic Algorithms about Robustness, Proceedings of the 11th World Congress of International Fuzzy Systems   Association, Beijing,  pp. 1616-1619, July,  2005. (EI)

(13)Jin-Feng Wang, Xi-Zhao Wang,   Analysis of Robustness about Decision Tree Induced by Insensible Attribute,   Proceedings of the third international conference on machine learning and   cybernetics, Shanghai, vol.3, pp.1874-1877, 26-29 Aug. 2004. (EI)

(14)Jin-Feng Wang, Xi-Zhao Wang, A Lazy Algorithm for Decision Tree Induction Based on Importance of Attributes, Proceedings of the second International Conference on   Machine Learning and Cybernetics, Xi’an, Vol. 4, pp.1549-1552, 2-5 Nov. 2003.   (EI)

(15)Jin-Feng Wang, Xi-Zhao Wang, Ming-Hu Ha, Attribute Selection’s Impact on Robustness of Decision TreesProceedings of   the first International Conference on Machine Learning and Cybernetics, Vol.4, pp. 1829 -1832, 4-5 Nov., 2002. (EI)