卫金茂:2001年毕业于华东理工大学信息学院,获工学博士学位,2006年于吉林大学计算机科学与技术学院博士后流动站出站。研究方向为机器学习,数据挖掘,生物信息学, 生物医药及营养健康大数据。近年来以第一作者或通讯作者身份在IEEE Transactions on Knowledge and Data Engineering,Pattern Recognition, Bioinformatics,Briefings in Bioinformatics,IEEE/ACM Transactions on Computational Biology and Bioinformatics, Computational Intelligence, Expert Systems With Applications,BMC Bioinformatics, Neurocomputing, Knowledge Based Systems,Computing and Informatics,Entropy,Natural Language Engineering, International Journal of Data Mining and Bioinformatics 等国内外期刊、AAAI,IJCAI,CIKM,DASFAA等会议上发表60余篇论文,其中SCI(E)/EI/ISTP论文40余篇。参加国家863计划1项,科技部重点研发项目1项,主持国家自然基金2项,主持天津市应用基础及前沿技术研究计划项目3项,曾主持省科技发展计划项目1项,市科技成果产业化项目1项,参加国家自然科学基金2项,省科技发展计划2项。获得发明专利4项,澳大利亚发明专利1项,软件著作权登记4项,获省科技进步三等奖1项。 | |
研究方向 |
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机器学习,数据挖掘,生物信息学, 生物医药及营养健康大数据 |
个人履历 |
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2001年毕业于华东理工大学信息学院,获工学博士学位,2006年于吉林大学计算机科学与技术学院博士后流动站出站。 |
撰写论文、专著、教材等 |
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Journal/Conference Papers(selected, #student first author, *corresponding author. DBLP:Jinmao Wei, Jin-Mao Wei): . Yanfei Li#, Chang Sun, Jinmao Wei*, Jian Liu*: Drug-protein interaction prediction by correcting the effect of incomplete information in heterogeneous information. Bioinformatics. 38(22): 5073-5080(2022)(SCI) . Chang Sun#, Jipeng Huang#, Rong Tang#, Minglei Li, Haili Yuan, Yuxiang Wang, Jinmao Wei*, Jian Liu*: CPMCP: a database of Chinese patent medicine and compound prescription. Database J. Biol. Databases Curation 2022(2022)(2022)(SCI) .Chengkai Piao#, Mengyue Lv, Shujie Wang, Rongyan Zhou, Yuchen Wang, Jinmao Wei*, Jian Liu*: Multi-objective data enhancement for deep learning-based ultrasound analysis. BMC Bioinformatics. 23(1): 438 (2022)(SCI) .Yue Su#, Keyu Du#, Jun Wang, Jin-Mao Wei*, Jian Liu*: Multi-variable AUC for sifting complementary features and its biomedical application. Briefings in Bioinformatics. 23(2) (2022)(SCI) .Zhenyu Wang#, Chenchen Wang, Jinmao Wei*, Jian Liu*: Multi-class feature selection by exploring reliable class correlation. Knowledge-Based Systems. 230: 107377 (2021)(SCI) . Yang Wei#, Honglei Guo, Jin-Mao Wei, Zhong Su: Revealing Semantic Structures of Texts: Multi-grained Framework for Automatic Mind-map Generation. IJCAI 2019: 5247-5254(CCF A会议) .Ya-Fei Liu#, Jinmao Wei*:Word Sense Disambiguation with Massive Contextual Texts. DASFAA(3) 2019: 430-433 (CCF B会议) . Yang Wei#, Jin-Mao Wei*, Zhenglu Yang. Unsupervised learning of semantic representation for documents with the law of total probability. Natural Language Engineering 24(4): 491-522 (2018)(SCI) . Yang Wei#, Jin-Mao Wei*, Zhenglu Yang, Yu Liu. Joint probability consistent relation analysis for document representation. DASFAA'16. 2016: 517-532(CCF B 会议) . Yang Wei#, Jinmao Wei*, Zhenglu Yang. Extended strategies for document clustering with word co-occurrences. APWeb'16. 2016: 474-485 (CCF C 会议) .Yang Wei#, Jinmao Wei*, and Zhenglu Yang. Enriching document representation with the deviations of word co-occurrence frequencies. The 15th International Conference on Algorithms and Architectures for Parallel Processing(ICA3PP'15). 2015: 241-254(CCF C 会议) . Jun Wang#, Jinmao Wei*, and Lu Zhang. Feature selection method based on feature's classification bias and performance. In Proceedings of the 15th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP'15). 2015:227-240 (CCF C 会议) . Jian Li#, Tian Yu and Jin-Mao Wei*. Minimum bayesian error probability-based gene subset selection. International Journal of Data Mining and Bioinformatics. 12: 434-450 (2015) (SCI) . Tian Yu#, JinMao Wei*. A novel feature measure for fuzzy clustering algorithm on microarray data. IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). 2014: 253-259 (CCF C 会议) . Tian Yu#, Fei Gao, Han Jin, and JinMao Wei*. Gene selection based on supervised vector representation of genes. PRICAI'14, LNAI 8862. 2014: 834–841 (CCF C 会议) . Xiao-Ning Wang#,Jin-Mao Wei*,Han Jin,Gang Yu,Hai-Wei Zhang. Probabilistic confusion entropy for evaluating classifiers. Entropy 15(11): 4969-4992 (2013)(SCI) |
科研项目、成果、获奖、专利等情况 |
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科研项目(主持): 1.天津市应用基础与前沿技术研究计划项目,基于结构语义相似性计算的web数据挖掘方法与系统,2010.4~2013.3,项目负责人 2.国家自然科学基金,粗糙超长方体分类方法研究,2011.1~2013.12,项目负责人 3. 天津市应用基础与前沿技术研究计划项目,大数据背景下的多维语义特征空间构造及其应用,2014.4~2017.3,项目负责人 4.国家自然科学基金,基于分类能力结构度量与类相关性关系保留的特征选取方法研究,2018.1~2018.12,项目负责人 5.天津市自然科学基金,短文本深度处理方法研究,2018.4~2021.3,项目负责人 专利: 1.一种基于mvAUC的互补差异表达基因选取方法, 发明专利,2022. 4 2. Drug target prediction method for keeping consistancy of chemical properties and functins of drugs,国际专利,2021. 9 3.基于扩展邻接矩阵的XML文档结构及语义相似性计算方法,发明专利,2010. 34.基于聚合加权矩阵压缩算法的文本语义表示方法,发明专利,2014. 12 基于Hadoop平台的XML结构相似性计算系统,软件著作权,2012. 7 |
讲授课程 |
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计算机算法设计与分析(硕士) |
机器学习(本科) |
汇编语言程序设计(本科) |
学生 |
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就业去向 |
华为,阿里,字节,百度,腾讯,微软,IBM,京东,滴滴 中国建行,中国农行,天津银行,招商银行,光大银行 以及高校 |
优秀毕业生 |
博士生:王珺(南开校优秀博士生) 硕士生:孙蕾(校优秀硕士生),安帅(校优秀硕士生),徐园园(校优秀硕士生) |
联系方式 |
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Tel:(NA) |
E-mail:weijm[at]nankai.edu.cn |