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曾获荣誉: 湖南省芙蓉学者 湖南省杰出青年基金 湖南省技术发明奖二等奖(排名第1) 湖南省青年骨干教师 中南大学升华育英计划 郭克华,“计算机科学与技术”学科教授,湖南省芙蓉学者,湖南省杰出青年基金获得者,湖南省技术发明奖二等奖(排名第1)获得者。中南大学本科生院副院长,曾任中南大学信息科学与工程学院副院长,博士生导师,湖南省青年骨干教师,美国Texas A&M University访问学者,湖南省高教学会计算机教育专委会理事长,湖南省计算机教指委秘书长,湖南省互联网协会常务理事,湖南省人工智能学会常务理事,曾兼任长沙市人民政府科学技术局局长助理,获得中国电信教师奖励金。长期从事人工智能、大数据、智能计算等方面的研究,担任国家科技奖励、教育部科技奖励、国家重点研发计划项目、国家自然科学基金项目的评审专家。教学方面,获得湖南省教学成果奖二等奖1项,三等奖1项,获中南大学教学成果奖二等奖2项;以第1作者出版教材5部,其中1部再版3次,重印20次,主持省部级教改项目多项。科研方面,获得湖南省技术发明奖二等奖(排名第1),主持3项国家自然科学基金、作为课题骨干参与1项科技部重点研发计划、主持1项国家国际科技合作项目子课题、4项省部级研究项目、10 项地方政府、横向技术合作等项目。通过多年的应用基础研究,在面向领域大数据的分析、数据挖掘、机器学习等方面,形成了一整套系统而行之有效的研究方法,与工业界公司开展了深入的技术合作,部分成果已经推广应用。近年来,以第一作者或通讯作者在国际知名期刊或会议上发表论文30 篇,SCI检索29篇,其中JCR1 区论文13 篇,论文最高影响因子大于10的2篇,最高五篇平均影响因子为11;以第1发明人申请专利13 项,授权7 项,是多个国际会议的程序委员会委员,在多个知名SCI期刊担任客座编辑。 公告:本组招收计算机科学与技术相关专业博士,硕士研究生。 欢迎保送生报考本组研究生: 1. 硕士。本组每年招生3名,学风优良,全日制硕士生必须录用或发表SCI论文1篇才能达到毕业要求。我组的硕士生一般能拿到国家奖学金,申请专利和拿到研究生创新基金,若研二时有论文投稿并一审通过,允许三个月的企业实习时间。 硕士录取基本要求如下:(1)至少获得过1项省部级编程竞赛奖励;(2)扎实做事,独立撰写过论文(英文优先),有效沟通,为人诚信;(3)在保研报考系统中报考了中南大学并被录取。特别注意:(1)招生不分学硕专硕,同等培养;(2)符合条件者,可在被中南大学录取后,联系本人面谈,面谈通过后确定进入我组。 2. 本科。招收本校本科生进行合作研究。如已经决定保送本校读硕士并有保送希望,可直接联系本人,面谈后提前进入硕士研究状态,与硕士研究生同等待遇。由于资源有限,不能确定保送本校,有志出国,工作或保送外校,或想通过合作研究为自己加分者,请勿联系。 教育经历 [1] 2005.9-2008.10 南京理工大学 | 计算机应用技术 | 博士学位 | 博士研究生毕业 Computer Application Technology 工作经历 [1] 2016.9-至今 中南大学 | 信息科学与工程学院 | 教授 | 教授 [2] 2014.3-2015.3 Texas A&M University | Department of Computer Engineering | Visiting Scholar 科研项目(负责人) [1]郭克华,国家自然科学基金面上项目,众包背景下社会媒体的语义提取、融合与分发机制研究,2018-2021 [2]郭克华,国家自然科学基金青年项目,基于社会网络的图像语义特征提取与描述方法研究,2013-2015 [3]郭克华,中南大学升华育英计划,2015- [4]郭克华,中南大学第二批创新驱动计划,2015- [5]郭克华,教育部重点实验室开放课题,众包背景下的社会媒体语义提取与描述方法研究,2015- [6]郭克华, 中国博士后基金面上项目,基于社会网络的海量图像数据语义特征提取方法研究,2011-2013 [7]郭克华,湖南省科技计划,基于社会网络的图像语义特征提取与描述方法研究,2009-2011 [8]郭克华,湖南省科技计划,基于认知心理学的目标特征提取与描述方法研究,2009-2011 [9]郭克华,教育部博士点基金,基于视觉认知机理的目标特征描述方法研究,2009-2011 [10]郭克华,地方政府科技支撑计划,面向语义的多媒体搜索引擎的研发和产业化,2011-2014 著作成果(1作) [1]郭克华,李楠,王艺霏,胡俊贤. Java Web 程序设计(第三版),清华大学出版社,2019,2020 [2]郭克华,刘小翠,唐雅媛. Java程序设计与应用开发,清华大学出版社,2018.,2020 [3]郭克华,唐雅媛,扈乐华. Java EE程序设计与应用开发(第2版),清华大学出版社,2017.,2020 [4]郭克华,奎晓燕,卜凡, 池涛. JavaWeb开发与应用第二版,清华大学出版社,2016.,2020 [5]郭克华,何小贤,邝砾. 面向对象技术与UML,Java EE工程师零起点培训系列,清华大学出版社,2013.,2020 [6]郭克华,段桂华. Java语言程序设计,Java EE工程师零起点培训系列,清华大学出版社,2011.,2020 [7]郭克华,王超. Oracle数据库开发与应用,Java EE工程师零起点培训系列,清华大学出版社,2012.,2020 [8]郭克华,李敏,陈志刚. Java Web程序设计,21世纪高等学校规划教材,清华大学出版社,2011.,2020 [9]郭克华,JavaME移动开发实例精讲,清华大学出版社,2011.,2020 [10]郭克华,宋虹. Java Web开发与应用,Java EE工程师零起点培训系列,清华大学出版社,2012.,2020 专利成果 [1]郭克华,陈翔,王艺霏,黄勋,沈敏学,黄志军. 病灶定位核心数据提取方法、系统、电子设备及存储介质. 发明专利,已授权 [2]郭克华,肖一喆. 一种面向嵌入式系统开发的动态数据通用框架,发明专利,已授权 [3]郭克华,周孝锞. 一种网站更新内容的监测方法及系统,发明专利,已授权 [4]郭克华,石宏彬. 一种商品数据的检索排序方法及系统,发明专利,已授权 [5]郭克华,张瑞芳. 基于用户搜索意图定位的图像检索方法及系统,发明专利,已授权 [6]郭克华,唐雅媛. 移动透明计算系统服务器端多用户访问的镜像缓存方法,发明专利,已授权 [7]郭克华,黄宇健. 一种基于环境感知的主动服务获取方法,发明专利,已授权 [8]郭克华,邝砾. 一种支持跨类型语义搜索的多媒体存储与搜索方法,发明专利,已授权. [9]郭克华,田彪,肖一喆. 分布式环境下依赖性可执行程序文件集的传输优化调度方法, 发明专利,已授权 [10]郭克华,一种麻将产品次品检测系统,实用新型专利,已授权.

研究领域

[1] 人工智能 [2] 网络计算 [3] 大数据检索

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

[1].Kehua Guo, Yifei Wang, Jian Kang, Jian Zhang, Rui Cao. Core Dataset Extraction from Unlabeled Medical Big Data for Lesion Localization[J]. Big Data Research. 2020. (JCR 1区) [2].Kehua Guo, Nan Li, Jian Kang, Jian Zhang. Towards Efficient Federated Learning-based Scheme in Medical Cyber-Physical Systems for Distributed Data[J]. Software: practise and experience. 2020:1-16. (JCR 2区,CCF B类) [3].Kehua Guo, Bin Hu, Jianhua Ma, Sheng Ren, Ze Tao, Jian Zhang. Toward Anomaly Behavior Detection as an Edge Network Service Using a Dual-Task Interactive Guided Neural Network[J]. IEEE Internet of Things Journal. 2020. (JCR 1区) [4].Bin Hu, Kehua Guo, Jian Zhang, Sheng Ren, Jianhua Ma. Exploring a Humanoid Video-Understanding Algorithm Guided by Behavior[J]. Computer, 2020, 53(8):59-67. (JCR 1区) [5].Kehua Guo, Haifu Guo, Sheng Ren, Jian Zhang, Xi Li. Towards efficient motion-blurred public security video super-resolution based on back-projection networks[J]. Journal of Network and Computer Applications, 2020, 166:102691. (JCR 1区) [6].Entao Luo, KeHua Guo, Yayuan Tang, Xiangdong Ying, Wen Huang. Hidden the true identity and dating characteristics based on quick private matching in mobile social networks[J]. Future Generation Computer Systems, 2020, 109: 633-641. (JCR1区) [7].Yayuan Tang, Kehua Guo, Ruifang Zhang, Tao Xu, Jianhua Ma, Tao Chi. ICFR: An effective incremental collaborative filtering based recommendation architecture for personalized websites[J]. World Wide Web, 2020, 23(2): 1319-1340. (JCR2区, CCF B类) [8].Kehua Guo, Sheng Ren, Md Zakirul Alam Bhuiyan, Ting Li, Dengchao Liu, Zhonghe Liang, Xiang Chen. MDMaaS: Medical-assisted Diagnosis Model as a Service with Artificial Intelligence and Trust[J]. IEEE Transactions on Industrial Informatics, 2019. (JCR1区) [9].Yayuan Tang, Hao Wang, Kehua Guo*, Tao Luo ,Tao Chi. A new replica placement mechanism for mobile media streaming in edge computing[J]. Concurrency and Computation: Practice and Experience, 2019: e5361. (JCR3区) [10].Sheng Ren, Deepak Kumar Jain, Kehua Guo, Tao Xu, Tao Chi. Towards Efficient Medical Lesion Image Super-Resolution based on Deep Residual Networks[J]. Signal Processing: Image Communication, 2019, 75: 1-10.(JCR2区) [11].Kehua Guo, Rui Cao, Xiaoyan Kui, Jianhua Ma, Jian Kang, Tao Chi. LCC: Towards efficient label completion and correction for supervised medical image learning in smart diagnosis[J]. Journal of Network and Computer Applications, 2019, 133: 51-59. (JCR1区) [12].Kehua Guo, Tao Xu, Xiaoyan Kui, Ruifang Zhang, Tao Chi. iFusion: Towards efficient intelligence fusion for deep learning from real-time and heterogeneous data[J]. Information Fusion, 2019, 51: 215-223. (JCR1区) [13].Yayuan Tang, Kehua Guo(通讯), Jianhua Ma, Yutong Shen, Tao Chi. A Smart Caching Mechanism for Mobile Multimedia in Information Centric Networking with Edge Computing[J]. Future Generation Computer Systems, 2019, 91: 590-600.(JCR1区) [14].Kehua Guo, Yan He, Xiaoyan Kui, Paramjit Sehdev, Tao Chi, Ruifang Zhang, Jialun Li. LLTO: Towards efficient lesion localization based on template occlusion strategy in intelligent diagnosis[J]. Pattern Recognition Letters, 2018, 116: 225-232.(JCR2区) [15].Kehua Guo, Zhonghe Liang, Yayuan Tang, Tao Chi. SOR: An optimized semantic ontology retrieval algorithm for heterogeneous multimedia big data[J]. Journal of Computational Science. 2018. 28: 455-465.(JCR2区) [16].Kehua Guo, Ting Li, Runhe Huang, Jian Kang, Tao Chi. DDA: A Deep Neural Network-based Cognitive System for IoT-aided Dermatosis Discrimination[J]. AdHoc Networks, 2018, online.(JCR1区) [17].Kehua Guo, Dengchao Liu, Ting Li, Jian Kang, Tao Chi. MADP: An Open and Scalable Medical Auxiliary Diagnosis Platform[J]. IEEE Computing in Science and Engineering, 2018, accepted. (JCR2区) [18].Yayuan Tang, Hao Wang, Kehua Guo(通讯), Yizhe Xiao, Tao Chi. Relevant Feedback Based Accurate and Intelligent Retrieval on Capturing User Intention for Personalized Websites[J]. IEEE Access, 2018, 6: 24239-24248. (JCR1区) [19].Entao Luo, Kehua Guo(通讯), Yayuan Tang, Wen Huang, Xiangdong Yin. Hidden the True Identity and Dating Characteristics Based on Quick Private Matching in Mobile Social Networks[J], Future Generation Computer Systems, 2018, accepted. (JCR1区) [20].Guo K, Liang Z, Shi R, et al. Transparent Learning: An Incremental Machine Learning Framework Based on Transparent Computing[J]. IEEE NETWORK, 2018, 32(1): 146-151.(JCR1区) [21].Tang Y, Guo K(通讯), Tian B. A block-level caching optimization method for mobile transparent computing[J]. Peer-to-Peer Networking and Applications, 2018, 11(4): 711-722. (JCR3区) [22].Guo K, Liang Z, Tang Y, et al. SOR: An optimized semantic ontology retrieval algorithm for heterogeneous multimedia big data[J]. Journal of Computational Science, 2017. accepted. (JCR2区) [23].Guo K, Tang Y, Zhang P. CSF: Crowdsourcing semantic fusion for heterogeneous media big data in the internet of things[J]. Information Fusion, 2017, 37: 77-85.(JCR1区) [24].Kehua Guo, Yayuan Tang, Jianhua Ma, Yaoxue Zhang. Optimized dependent file fetch middleware in transparent computing platform. Future Generation Computer Systems, 2017, 74: 199-207. (JCR1区) [25].Kehua Guo, Yujian Huang, Li Kuang, Yaoxue Zhang. CASP: A context-aware transparent active service provision architecture in mobile Internet environment. IEEE Computing in Science and Engineering Magazine, 2017, 19(1): 38-45. (JCR2区) [26].Huang Y, Guo K(通讯), Tang Y, et al. UDPF: A unified data provision framework for developing dynamic resource-oriented embedded applications[J]. Journal of Systems Architecture, 2017, 77: 52-62 .(JCR2区) [27].Kehua Guo, Ruifang Zhang, Li Kuang. TMR: towards an efficient semantic-based heterogeneous transportation media big data retrieval. Neurocomputing, 2016, 181(3): 122–131. (JCR1区) [28].Kehua Guo, Yizhe Xiao, Guihua Duan. A cost-efficient architecture for the campus information system based on transparent computing platform. International Journal of Ad Hoc and Ubiquitous Computing, 2016, 21(2): 95-103. (JCR4区) [29].Li Kuang, Xiang Tang, Meiqi Yu, Yujian Huang, Kehua Guo(通讯). A comprehensive ranking model for tweets big data in online social network. EURASIP Journal on Wireless Communications and Networking, 2016(1): 1-9. (JCR3区) [30].Kehua Guo, Ruifang Zhang, Zhurong Zhou, Yayuan Tang, Li Kuang. Combined Retrieval: a convenient and precise approach for Internet image retrieval . Information Sciences, 2016, 358(9): 151–163. (JCR1区) [31].Kehua Guo, Ping Zhang, Jianhua Ma. Secure and cost-effective distributed aggregation for mobile sensor networks. Sensors, 2016, 16(4), 583; doi:10.3390/s16040583. (JCR1区) [32].Shigeng Zhang, Shuping Yan, Weitao Hu,Jianxin Wang, Kehua Guo(通讯). A Component-Based Localization Algorithm for Sparse Sensor Networks Combining Angle and Distance Information. TIIS, 2015, 9(3): 1014-1034. (JCR4区) [33].Kehua Guo, Wei Pan, Mingming Lu, Xiaoke Zhou, Jianhua Ma. An effective and economical architecture for semantic-based heterogeneous multimedia big data retrieval. Journal of Systems and Software, 2015, 102(4): 207-216. (JCR1区) [34].Kehua Guo, Biao Tian, Jianhua Ma. AMPS: an adaptive message push strategy for the energy efficiency optimization in mobile terminals. Computer Journal, 2015, 58(6): 1243-1253. (JCR4区) [35].Kehua Guo, Jianhua Ma. Semantic-Based Heterogeneous Multimedia Big Data Retrieval. Big Data: Algorithms, Analytics, and Applications. Chapman& Hall/CRC Press, Taylor & Francis Group, pp. 357-378, United Kingdom, 2015/2/23 [36].Kehua Guo, Guihua Duan. 3D image retrieval based on differential geometry and co-occurrence matrix. Neural Computing & Applications, 2014, 24(3-4): 715-721. (JCR2区) [7].Kehua Guo, Jianhua Ma, Guihua Duan. DHSR: a novel semantic retrieval a3pproach for ubiquitous multimedia. Wireless Personal Communications, 2014, 76(4): 779-793. (JCR4区) [38].Li Kuang, Xiang Tang, Kehua Guo(通讯). Predicting the times of retweeting in microblogs. Mathematical Problems in Engineering, 2014, 2014. (JCR3区) [39].Kehua Guo, Shigeng Zhang,A semantic medical multimedia retrieval approach using ontology information hiding. Computational and Mathematical Methods in Medicine, 2013(7): online. (JCR4区) [40].Kehua Guo, Yongling Liu, Guihua Duan. Differential and statistical approach to partial model matching. Mathematical Problems in Engineering, 2013(3): online. (JCR3区) [41].Kehua Guo, Wu Liu, Hong Song. A novel mechanical component retrieval approach based on differential moment. Advances in Mechanical Engineering, 2013(6): online. (JCR4区) [42].Guo K, Li T, Huang R, Jian K(通讯). Deep Convolution Neural Network Discriminator for Distinguishing Seborrheic Keratosis and Flat Warts, 2017 IEEE Cyber Science and Technology Congress, accepted [43].Tang Y, Guo K(通讯), Liang Z, Liu D. A Cooperative Replica Placement Strategy for MP2P-CDN, IEEE ISPA 2017 conference, accepted

学术兼职

[1] 2014.9-至今 IEEE会员 [2] 2015.3-至今 ACM会员

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