胡清华 博士 教授
天津大学计算机科学与技术学院
感知计算及应用研究所副所长,计算智能研究中心主任
天津市南开区卫津路92号25教B514
邮编：300072
Email:
huqinghua@tju.edu.cn
1999年，2002年和2008年分别在哈尔滨工业大学获得学士、硕士和博士学位；受香港政府资助，2009年到2011年期间在香港理工大学电子计算系做博士后研究；2012年加入天津大学计算机科学
与技术学院，任教授。
中国人工智能学会粗糙集与软计算专委会常务委员，中国计算机学会天津分部执行委员、秘书。
2012年入选天津大学“北洋青年学者”计划，获得国家优秀青年基金。
主要从事复杂数据机器学习、数据挖掘及其应用方面的研究，关注混合数据、多模态数据的知识发现。主持国家自然科学基金3项，参与973课题2项。在科学出版社出版学术专著《应用粗糙计算》一部；发表学术论文90余篇，被SCI检索60余篇。所发表的论文被引用1000余次，其中SCI他引300余次，先后成为Pattern
Recognition, Information Sciences, Pattern
Recognition Letters, Knowledge Based
Systems杂志近5年发表被引用次数最多的论文之一。撰写的会议论文获“PRICAI2006”、2007和2010年“中国粗糙集与软计算会议”优秀学生论文奖。先后应邀在“2010年数字图书馆前沿问题高级研讨班”与“2nd
Workshop on Massive Data Mining and Knowledge
Discovery”国际研讨会，“2011年中国粗糙集与软计算会议”和2012年JRS国际会议作大会报告。
2010年担任7th International Conference on Rough
Sets and Current Trends in
Computing（波兰）的程序委员会Co-Chair，2012年担任中国粗糙集与软计算会议（合肥）程序委员会共同主席以及国际会议2012
Joint Rough Set Symposium的Tutorial
Chair与专题“Mining Complex Data with Granular
Computing”的共同主席。
主要研究兴趣为
[已发表论文]
[科研项目] [招生信息] [代码下载] [数据链接] [影响因子] [常用链接] [高引用论文]
[服务]
[荣誉] [如何做研究]
代表性论文
[21] 学术专著：胡清华,于达仁.
应用粗糙计算, 科学出版社, 2012. 6
[20] Qinghua Hu, Lei Zhang, Shuang
An, David Zhang, Daren Yu.
On robust fuzzy rough
set models. IEEE Transactions on Fuzzy Systems. 2012, 20(4): 636-651.
[19] Qinghua Hu, Xunjian Che, Lei Zhang, David
Zhang, Maozu Guo, Daren Yu. Rank entropy based decision trees for monotonic
classification. IEEE Transactions on Knowledge and Data Engineering.2012,
24
(11):2052-2064.
[18] Qinghua Hu, Weiwei Pan, Lei Zhang, David
Zhang, Yanping Song, Maozu Guo, Daren Yu. Feature selection for monotonic
classification. IEEE Transactions on Fuzzy Systems. 2012, 20(1): 69-81.
[17] Degang Chen, Lei Zhang, Suyun Zhao, Qinghua Hu,
Pengfei Zhu. A novel algorithm for finding reducts with fuzzy rough sets.
IEEE Transactions on Fuzzy Systems. 2012, 20(2): 385-389.
[16] Zhiqiang Xu, Qinghua Hu. Mehrdad Ehsani. Estimation of Effective Wind Speed for Fixed-Speed Wind Turbines Based on
Frequency Domain Data Fusion. IEEE Transactions on Sustainable Energy.
2012,
3(1):
57-64.
[15] Yong Du, Qinghua Hu, Pengfei Zhu, Peijun Ma.
Rule
Learning for Classification Based on Neighborhood Covering Reduction.
Information Sciences, vol. 181, no. 24, pp. 5457–5467, 2011.
[14] Qinghua Hu, Daren Yu, Witold Pedrycz,
Degang Chen. Kernelized fuzzy rough sets and
their applications. IEEE
Transactions on Knowledge and Data Engineering, vol.
23, no.11, pp. 1649 – 1667, 2011.
[13] Qinghua Hu, Shuang An, Daren Yu.
Robust Fuzzy Rough classifiers. Fuzzy
Sets and Systems, 183
(2011) 26–43.
[12] Qinghua Hu, Shuang An, Daren Yu.
Soft Fuzzy Dependency for Robust Feature Evaluation. Information
Sciences, 2010, 180 (22): 4384-4400.
[11] Qinghua Hu, Daren Yu, Maozu Guo.
Fuzzy Preference Based Rough Sets.
Information Sciences. Vol. 180, No. 10, pp. 2003-2022, 2010.
[10] Qinghua Hu, Lei Zhang, Degang Chen, Witold Pedrycz,
Daren Yu.
Gaussian kernel based fuzzy rough sets: model, uncertainty and
applications. International Journal of Approximate Reasoning. Vol.51,
No. 4, pp. 453-471, 2010.
[9] Qinghua Hu, Maozu Guo, Daren Yu, Jinfu Liu.
Information entropy for ordinal classification. Science in China Series F:
Information Sciences. 2010, 53 (6): 1188-1200.
[8] Qinghua Hu, Witold Pedrycz, Daren Yu
and Jun Lang. Selecting Discrete and Continuous Features Based on
Neighborhood Decision Error Minimization. IEEE Transactions on Systems,
Man, and Cybernetics-Part B: Cybernetics. 2010, 40(1):137-50.
[7] Qinghua Hu, Daren Yu, Jinfu Liu, Congxin
Wu.
Neighborhood rough set based heterogeneous feature subset selection.
Information Sciences. 178(2008) 3577-3594.
[6] Qinghua Hu, Daren Yu, Zongxia Xie.
Neighborhood classifiers. Expert Systems with Applications. 34 (2008)
866–876.
[5] Jinfu Liu, Qinghua Hu, Daren Yu.
A
weighted rough set based method developed for class imbalance learning. Information
Sciences. 178 (2008) 1235–1256.
[4] Qinghua Hu, Daren Yu, Zongxia Xie, Xiaodong Li. EROS: ensemble
rough subspaces. Pattern Recognition. 40 (2007) 3728 – 3739.
[3] Qinghua Hu, Zongxia Xie, Daren Yu.
Hybrid attribute reduction
based on a novel fuzzy-rough model and information granulation. Pattern
Recognition 40 (2007) 3509 – 3521.
[2] Qinghua Hu, Daren Yu,
Zongxia Xie.
Information-preserving hybrid data reduction based on fuzzy-rough techniques. Pattern
Recognition Letters. 2006,
27 (5): 414-423.
[1] Qinghua Hu, Yu Daren, Xie
Zongxia. Fuzzy
probabilistic approximation spaces and their information measures. IEEE
Transactions on Fuzzy Systems.
2006, 14 (2): 191- 201.
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正在承担的科研项目
-
国家优秀青年科学基金，多模态数据的知识发现 (61222210)，2013.1-2015.12，负责人
-
国家自然科学基金，基于动态模糊粗糙集的太阳耀斑预报方法研究
(10978011)，2010.1-2012.12，负责人
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国家重点基础研究发展计划（973计划），中文言语语义结构体系构建及言语深度理解 (2013CB329304)，2013.1-2017.8，学术骨干，973项目办公室主任
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国家重点基础研究发展计划（973计划），新能源电力系统动力学特性及建模理论 (2012CB215201)，2012.1-2016.8，学术骨干
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天津大学“北洋青年学者计划”，负责人
分类软件和代码
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Neighborhood rough set based attribute reduction for
heterogeneous data (Matlab code)
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Neighborhood mutual information based attribute reduction for
heterogeneous data
(Matlab code)
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Fuzzy mutual information or fuzzy rough sets based attribute reduction for
heterogeneous data
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Kernelized fuzzy rough set based
heterogeneous feature evaluation and selection
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Ranking
heterogeneous features with mRMR and mutual information
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Preference rough sets or fuzzy Preference rough sets based attribute reduction for
ranking
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Neighborhood classifier (Matlab code)
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KNN classifier (Matlab code)
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Rosetta
-
Rose2
-
4emka2
-
osu_svm3
-
weka-3-5-8jre
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服务
-
Reviewer
for ICMLC 2006,
ICMLC 2007,
ICNC-FSKD 2007,
WCCI 2008,
ICMLC 2008,
RSTK 2008, ICMLC
2009, RSKT 2009, RSFDGrC 2009, ACCV 2009,RSCTC 2010,ICMLC2010, RSFDGrC 2011
-
Reviewer
for
ITNN;
TKDE;
ITFS;
SMC-B;
SMC-C;
Pattern Recognition;
Pattern Recognition Letters;
Information Sciences;
Applied Soft Computing;
Soft Computing;
Neurocomputing;
Knowledge based systems; International Journal of
Approximate Reasoning;
International Journal of
uncertainty, fuzziness and knowledge based systems
-
PC
Co-chair of RSCTC 2010;
-
Session
and Tutorial Chair of
JRS 2012
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PRICAI国际会议优秀学生论文奖 2006
CRSSC2007 优秀学生论文奖 2007
哈工大优秀青年教师培
养计划 2007
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Yiyu Yao
Yuhua Qian
Liefeng Bo
Lei Zhang
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Update 11.25, 2012
