厦门大学航天航空学院自动化系导师介绍：杨帆

  杨帆副教授
  研究方向：数据挖掘;模式识别
  系别：自动化系
  联系电话：
  电子邮箱：yang@xmu.edu.cn
  工作经历
  2016.3- 访问学者，芬兰阿尔托大学计算机科学系
  2015.8- 副教授，厦门大学 自动化系 模式识别与智能系统研究所
  2009.10-2015.7 助理教授，厦门大学 自动化系 模式识别与智能系统研究所
  教育经历
  2006.9-2009.9 厦门大学自动化系控制理论与控制工程专业，工学博士
  2003.9-2006.7 厦门大学自动化系模式识别与智能系统专业，工学硕士
  1999.9-2003.7  厦门大学自动化系自动化专业，工学学士
  一、期刊论文
  1.    第一作者论文
  (1)     Yang Fan，Li Xuan，Li Qianmu，Li Tao*，Exploring the diversity in cluster ensemble generation: Random sampling and random projection，Expert Systems with Applications, 2014, 41(10)：4844-4866
  (2)     Yang Fan，Lu Wei-hang，Luo Linkai，Li Tao*，Margin optimization based pruning for random forest，Neurocomputing, 2012, 94：54-63
  (3)     杨帆*，林琛，周绮凤，符长虹，罗林开，基于随机森林的潜在k近邻算法及其在基因表达数据分类中的应用，系统工程理论与实践, 2012, 4：815-825
  (4)     杨帆, 罗键*, 王华珍, 彭彦卿, 米红, 基于核函数优化的相符预测器在故障检测中的应用, 天津大学学报, 2009,42(7):614~622
  (5)     杨帆*, 王华珍, 米红, 面向局部特征的支持向量机递归特征消除, 计算机工程与应用,  2009,45(28):1~5
  (6)     Yang Fan, Wang Huazhen., Mi Hhong*, Lin Chende., Cai Weiwen., Using random forest for reliable classification and cost-sensitive learning for medical diagnosis, BMC Bioinformatics, 2009,10:S22
  2.    通讯作者论文
  (1)     Wang Huazhen，Yang Fan*，Luo Zhiyuan，An experimental study of the intrinsic stability of random forest variable importance measures，BMC Bioinformatics, 2016, 17(1)：20160203
  (2)     Wang Huazhen，Lv Bing，Yang Fan*，Zheng Kai，Li Xuan，Hu Xueqin，Algorithmic randomness based feature selection for traditional Chinese chronic gastritis diagnosis，Neurocomputing, 2014, 140:252-264
  (3)     Wang Huazhen，Liu Xin，Lv Bing，Yang Fan*，Hong Yanzhu，Reliable Multi-Label Learning via Conformal Predictor and Random Forest for Syndrome Differentiation of Chronic Fatigue in Traditional Chinese Medicine，PLos One, 2014, 9(6): 20140611
  (4)     Lei Li，Li Zheng，Fan Yang*，Tao Li，Modeling and broadening temporal user interest in personalized news recommendation，Expert Systems with Applications, 2013, 41(7)：3168-3177
  二、会议论文
  1.      第一作者论文
  (1)     Yang F.*, Zheng K., Li Q., A revisit to the class imbalance learning with linear support vector machine, 9th International Conference on Computer Science and Education, ICCSE 2014, Vancouver, BC, Canada, 2014.8.22-8.24
  (2)     Yang F.*, Chen Z., Shao G., Wang H., Distance metric learning-based conformal predictor, 8th International Workshop on Artificial Intelligence Applications and Innovations, AIAI 2012, Halkidiki, Greece, 2012.9.27-9.30
  (3)     Yang F.*, Li X., Zhou Q., Luo L., Margin based variable importance for random forest, 6th International Conference on Computer Science and Education, ICCSE 2011, Singapore, Singapore, 2011.8.3-8.5
  2.      通讯作者论文
  (1)     Li Q., Yang F.*, Liu L., Zheng Z., Lin X., Wu Q., Classification of diabetes disease using TCM electronic nose signals and ensemble learning, 9th International Conference on Computer Science and Education, ICCSE 2014, Vancouver, BC, Canada, 2014.8.22-2014.8.24
  (2)     Li X., Chen Z., Yang F.*, Exploring of clustering algorithm on class-imbalanced data, 8th International Conference on Computer Science and Education, ICCSE 2013, Colombo, Sri Lanka, 2013.8.26-8.28
  (3)     Chen Z., Li X., Yang F.*, Constrained K-means with external information, 8th International Conference on Computer Science and Education, ICCSE 2013, Colombo, Sri Lanka, 2013.8.26-8.28
  (4)     Li F., Mi H., Yang F.*, Exploring the stability of feature selection for imbalanced intrusion detection data, 9th IEEE International Conference on Control and Automation, ICCA 2011, Santiago, Chile, 2011.12.19-12.21
  (5)     Zheng S., Zhang N., Yang F.*, Topic-special information extraction of online store,  6th International Conference on Computer Science and Education, ICCSE 2011, Singapore, Singapore, 2011.8.3-8.5
  承担项目
  国家自然科学基金青年项目，61202144，高维数据特征选择的稳定性研究，2013/01-2015/12
  福建省自然科学基金青年人才项目，2012J05125,基因表达数据特征选择的稳定性研究，2012/01-2014/12