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杨帆 博士

副教授, 自动化系, 航空航天学院, 厦门大学

思明南路422号, 思明区, 厦门 361005, 福建, 中国

Mail:yang AT xmu.edu.cn

工作/教育经历
研 究

主要从事模式识别、机器学习以及生物信息学等领域的研究. 

目前, 主持或完成的课题有:
  1. 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
  2. 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
主讲课程
论 文

    期刊论文

  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
  7. 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
  8. 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
  9. 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
  10. 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

会议论文

  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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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