个人简介 地址：中国上海杨浦区淞沪路2005号江湾校区2号交叉学科楼 E-mail: mmchi@fudan.edu.cn Tel: +86-21-51355537 Fax: +86-21-51355518 复旦大学计算机科学与技术学院副教授。2006年从意大利特兰托大学信息通讯技术系的国际博士生院获得计算机科学博士学位。同时，从2005年5月到2006年3月期间，作为学生访问学者在德国图宾根马普智能系统所的经验推理系（Bernhard Schölkopf教授领导）合作完成机器学习项目研究工作。 研究兴趣 机器学习和数据挖掘算法对金融、经济和遥感等应用领域的大数据进行量化和关联分析 主讲课程 本科生专业课程《模式识别》 研究生专业课程《机器学习》
代表论文 [1]Mingmin Chi, Jun Liu, Huijun He, Jiangfeng Bao, Yangyong Zhu, “Construction of Chinese A-shares Network Using Latent Dirichlet Allocation, ”IEEE/WIC/ACM Web Intelligence 2012 (WI’12), Maucau, China, Dec. 2012. [2]Huijun He, Mingmin Chi, Wenqiang Zhang, “Fuseptron: a Kernel Fused Perceptron for Large-Scale Data Classification,” BigMine-2012, KDD’12, Beijing, China, Aug., 2012. [3]Mingmin Chi, Jiangfeng Bao, Xintao Chen, Jon Atli Benediktsson, “Input-Ouput-Consistent Domain Adaptation Algorithm for Remote Sensing Data Classification, ” IGARSS’12 ,Munich, Germany, July, 2012. [4]Jiangfeng Bao, Mingmin Chi, Jon Atli Benediktsson, “When Spectral Derivative Feature Working for the Supervised Classification of Remote Sensing Data: an Experimental Evaluation,” WHISPERS’12 , Shanghai, China, June, 2012. [5]Mingmin Chi, Huijun He and Wenqiang Zhang,” Nonlinear Online Classification Algorithm with Probability Margin,”Journal of Machine Learning Research -Proceedings Track 20: 33-46 (2011). [6]Mingmin Chi, Jun Liu, Jiangfeng Bao, Jon Atli Benediktsson, “Scalable semi-supervised classification of hyperspectral remote sensing data with spectral and spatial information, ” IEEE Int. Geoscience and Remote Sensing Symposium (IGARSS’11), Jul. 24-29, Vancouver, Canada. [7]Mingmin Chi, Xisheng He and Shipeng Yu,“Mixture Model Label Propagation,” Proceedings of the 19th ACM international conference on Information and knowledge management (CIKM2010), pp. 1889–1892, Toronto, Canada, Oct.2010. [8]Mingmin Chi, Youdong Miao, Youze Tang, Jon Atli Benediktsson, Xuanjing Huang, “Hierarchical Ensemble Support Cluster Machine,” MCS 2009: 252-261. [9]Mingmin Chi, Peiwu Zhang, Yingbin Zhao, Rui Feng, Xiangyang Xue, “Web Image Retrieval Reranking with Multi-view Clustering, ” WWW 2009: 1189-1190. [10]Mingmin Chi, Kun Qian, Jón Atli Benediktsson, “Cluster-based Ensemble Classific-ation for Hyperspectral Remote Sensing Images,”IEEE Int. Geoscience and Remote Sens-ing Symposium (IGARSS’08), Boston, U.S.A., July, 2008. [11]Qing Wang,Liang Zhang, Mingmin Chi, Jiankui Guo,“MTForest: Ensemble Decision Trees based on Multi-Task Learning,”European Conference on Artificial Intelligence (ECAI 2008), Patras, Greece, July, 2008. [12]Wei Zhang, Xiangyang Xue, Zichen Sun, Yuefei Guo, Mingmin Chi, and Hong Lu, “Efficient Feature Extraction for Image Classification,” 11th IEEE International Conference on Computer Vision (ICCV 2007), Rio de Janeiro, Brazil, Oct. 2007. [13]Ilya Zaihrayeu, Lei Sun, Fausto Giunchiglia, Wei Pan, Qi Ju, Mingmin Chi and Xua-njing Huang, “From Web Directories to Ontologies: Natural Language Processing Challenges,” International Semantic Web Conference+Asian Semantic Web Conference (ISWC+ASWC 2007), Busan, Korea, Nov. 2007. [14]Mingmin Chi and Lorenzo Bruzzone, “Classification of Hyperspectral Remote Sensing Data with Primal Semi-Supervised SVMs,” IEEE Int. Geoscience and Remote Sensing Symposium (IGARSS’07), Barcelona, Spain, July 2007. [15]Bin Li, Mingmin Chi, Jianpin Fan and Xiangyang Xue, “Support Cluster Machine,” 24th International Conference on Machine Learning (ICML’07), Corvallis, USA, June 2007. [16]Olivier Chapelle, Mingmin Chi and Alexander Zien, “A Continuation Method for Semi-Supervised SVMs,” 23rd International Conference on Machine Learning (ICML’06), Pittsburgh, USA, June 2006. |
