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个人简介

1998年本科毕业于(原)武汉测绘科技大学,获学士学位(专业:计算机及应用专业),2002年于中国地质大学获硕士学位(专业:地图制图学与地理信息工程),2010年于华中科技大学计算机学院获博士学位(专业:计算机系统结构),师从金海教授,研究方向为对等网络系统。2014.1-2015.1,受国家留学基金委资助,美国天普大学(Temple University)计算机系访问学者,合作导师是吴杰教授(IEEE Fellow)。 近年来,在ACM、IEEE、Springer等机构出版的国际权威学术期刊、国际学术会议、国内权威期刊上发表论文五十余篇,获得1次会议最佳论文奖。 主持国家自然科学基金(信息科学部)面上项目3项;参与国家科技重大专项1项;参与国家重点研发计划1项;主持多项横向项目。 IEEE、ACM、CCF、中国中文信息学会会员。 获奖: “大规模网络流媒体服务核心支撑技术”,2010年获得“高等学校科学研究优秀成果奖(科学技术),教育部技术发明奖一等奖”,(排名第5,金海、廖小飞、程斌、涂旭平、姚宏、韩宗芬,华中科技大学)。 已授权国家技术发明专利: 1. 一种基于卷积神经网络的评论数据情感分类方法及系统,专利号ZL201810918698.3,专利授权日2020年09 月29 日,郑坤,姚宏,李润佳,刘超,董理君,康晓军 2. 一种考虑主题的机器阅读理解模型生成方法与系统,专利号ZL201910211906.0,专利授权日2020年09 月29 日,康晓军,龚启航,李新川,李圣文,梁庆中,郑坤,姚宏,刘超,董理君 3. 基于释义基元词的中英跨语言词汇表征学习方法及系统,专利号ZL201811158922.X,专利授权日2020年08 月07 日,梁庆中,姚宏,李兵,郑坤,刘超,董理君 4. 基于长短时记忆神经网络的人体活动类型分类方法及系统(已授权,待领证),龚君芳,李润佳,梁庆中,郑坤,姚宏,刘超,董理君,康晓军,李新川 5. 一种游戏中间件中基于延迟聚集的对等网络组织方法,专利号ZL200710168683.1,专利申请日2007年12月07日,专利授权日2010年08月04日,金海,廖小飞,姚宏,贾勇,刘伟,刘三民,杨思睿,曾德泽; 6. 一种基于对等覆盖网络的游戏平台系统,专利号ZL200710052729.3,专利授权日2010年5月19日,金海,廖小飞,姚宏,曾德泽,刘伟,杨思睿,乐袆凡,贾勇; 7. 混杂式对等网络环境下的通用资源管理方法,专利号ZL200710168722.8,专利授权日2009年7月22日,金海,廖小飞,黄琦,姚宏,陈镇光,张亚霏,刘三民,竺丽丽; 主持或者参与的项目: [1] “双曲空间中知识图谱联合文本的动态表征学习”,(61972365),2020.01-2023.12,来源:国家自然科学基金委员会信息科学部面上项目,主持; [2] “云雾混合计算环境的资源管理与任务调度研究”,(61672474), 2017.01-2020.12, 来源:国家自然科学基金委员会信息科学部面上项目,主持; [3] “车辆自组织网络中定向路由和激励机制研究”,(61272470),2013.01-2016.12,来源:国家自然科学基金委员会信息科学部面上项目,主持; [4] “重点地区页岩气富集规律与勘探评价方法”,(2017ZX05036-001-010),2017.01- 2020.12,国家科技重大专项,序2;

研究领域

“知识图谱”、“计算机网络与分布式系统”、“移动雾计算”

近期论文

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期刊文章(2012-): [1] Kang, Xiaojun, Bing Li, Hong Yao, Qingzhong Liang, Shengwen Li, Junfang Gong, and Xinchuan Li. "Incorporating Synonym for Lexical Sememe Prediction: An Attention-Based Model." Applied Sciences 10, no. 17 (2020): 5996. [2] Li, Shengwen, Renyao Chen, Bo Wan, Junfang Gong, Lin Yang, and Hong Yao. "DAWE: A Double Attention-Based Word Embedding Model with Sememe Structure Information." Applied Sciences 10, no. 17 (2020): 5804. [3] Zheng, Kun, Yafan Cheng, Xiaojun Kang, Hong Yao, and Tian Tian. "Conditional Introspective Variational Autoencoder for Image Synthesis." IEEE Access 8 (2020): 153905-153913. [4] Liu, Chao, Xinchuan Li, Dongyang Zhao, Shaolong Guo, Xiaojun Kang, Lijun Dong, and Hong Yao. "Graph Neural Networks with Information Anchors for Node Representation Learning." Mobile Networks and Applications (2020): 1-14 [5] Li, Xinchuan, Xiaojun Kang, Chenwei Wang, Lijun Dong, Hong Yao, and Shixiang Li. "A Neural-Network-Based Model of Charge Prediction via the Judicial Interpretation of Crimes." IEEE Access (2020). [6] Hong Yao, Muzhou Xiong, Hui Li, Lin Gu, Deze Zeng: Joint optimization of function mapping and preemptive scheduling for service chains in network function virtualization. Future Gener. [J]. Future Generation Computer Systems, 108: 1112-1118 (2020) [7] Zeng, Deze, Lin Gu, and Hong Yao*. "Towards energy efficient service composition in green energy powered Cyber–Physical Fog Systems." Future Generation Computer Systems 105 (2020): 757-765. [8] Gong, Junfang, Runjia Li, Hong Yao, Xiaojun Kang, and Shengwen Li. "Recognizing Human Daily Activity Using Social Media Sensors and Deep Learning." International Journal of Environmental Research and Public Health 16, no. 20 (2019): 3955. [9] Dong, Lijun, Xiaojun Kang, Mengqi Pan, Man Zhao, Feng Zhang, and Hong Yao. "B-matching-based optimization model for energy allocation in sea surface monitoring." Energy(2019): 116618. [10] Kang, Xiaojun, Hong Yao, Qingtao Li, Xinchuan Li, Chao Liu, and Lijun Dong. "TDN: An Integrated Representation Learning Model of Knowledge Graphs." IEEE Access 7 (2019): 55199-55205. doi: 10.1109/ACCESS.2019.2913086 (T3) [11] Zheng, Kun, Kang Zheng, Falin Fang, Hong Yao, Yunlei Yi, and Deze Zeng. "Real-Time Massive Vector Field Data Processing in Edge Computing." Sensors 19, no. 11 (2019): 2602. doi:10.3390/s19112602 (T2) [12] Xiong, Muzhou, Lin Gu, Haixin Liu, Deze Zeng, Hong Yao, and Zhuzhong Qian. "A Network Calculus Based Delay and Backlog Analysis for Cloud Radio Access Networks." Mobile Networks and Applications (2019): 1-10. [13] Chao L, Zeng D, Hong Y, et al. An efficient iterative graph data processing framework based on bulk synchronous parallel model[J]. Concurrency & Computation Practice & Experience, 2018(1): e4432. [14] H. Yao, M. Xiong, D. Zeng, J. Gong, “Mining multiple spatial–temporal paths from social media data”, Future Generation Computer Systems, 2018, 87: 782-791. [15] Yao H, Xiong M, Liu C, et al. Encounter probability aware task assignment in mobile crowdsensing[J]. Mobile Networks and Applications, 2017, 22(2): 275-286. [16] Yao H,Bai C, Xiong M, et al. Heterogeneous cloudlet deployment and user‐cloudlet association toward cost effective fog computing[J]. Concurrency and Computation: Practice and Experience, 2017, 29(16): e3975.( [17] Dong L, Yao H,Ranjan R, et al. Fast lightweight reconfiguration of virtual constellation for obtaining of earth observation big data[J]. Cluster Computing, 2017, 20(3): 2299-2310. [18] Yao H, Zhang H, Zhang C, et al. Data or index: a trade-off in mobile delay tolerant networks[J]. International Journal of Computational Science and Engineering, 2017, 14(4): 330-340. [19] Yao H, Bai C, Zeng D, et al. Migrate or not? Exploring virtual machine migration in roadside cloudlet‐based vehicular cloud[J]. Concurrency and Computation: Practice and Experience, 2015, 27(18): 5780-5792. [20] Yao H, Xu J, Luo Z, et al. MEMoMR: Accelerate MapReduce via reuse of intermediate results[J]. Concurrency and Computation: Practice and Experience, 2016, 28(14): 3814-3829. [21] Yao H, Zeng D, Huang H, et al. Opportunistic offloading of deadline-constrained bulk cellular traffic in vehicular DTNs[J]. IEEE Transactions on Computers, 2015, 64(12): 3515-3527. [22] Hong Yao, Deze Zeng, Huawei Huang, Song Guo, Ahmed Barnawi, Ivan Stojmenovic. An Advertiser-Centric Cooperative Mechanism in Smartphone Advertising Based on Stackelberg Game Analysis[J]. International Journal of Web Services Research (IJWSR), 2015, 12(4): 1-15. [23] Yao H, Huang H, Zeng D, et al. An energy-aware deadline-constrained message delivery in delay-tolerant networks[J]. Wireless networks, 2014, 20(7): 1981-1993. [24] Zeng D, Gu L, Lian L, et al. On cost-efficient sensor placement for contaminant detection in water distribution systems[J].IEEE Transactions on Industrial Informatics, 2016, 12(6): 2177-2185. [25] Yu L, Yao H, Liao X. A novel GPU resources management and scheduling system based on virtual machines[J]. International Journal of High Performance Computing and Networking, 2016, 9(5-6): 423-430. [26] 胡成玉,姚宏(通讯作者),颜雪松,“基于多粒子群协同的动态多目标优化算法及应用”,计算机研究与发展,第50卷,第6期,2013年6月,1313-1323. [27] 胡成玉,任果,刘超,姚宏,基于MapReduce的高阶矩阵乘法分布式并行算法研究,小型微型计算机系统,2015,36 (12) 会议论文(2012-): [1] Hong Yao, Lijun Dong, Shiqi Zhen, Xiaojun Kang, Xinchuan Li and Qingzhong Liang ,”Distant-supervised Relation Extraction with Hierarchical Attention Based on Knowledge Graph”, 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI), 2019, (CCF C 类) [2] Liu, Chao, Xinchuan Li, Dongyang Zhao, Shaolong Guo, Xiaojun Kang, Lijun Dong, and Hong Yao. "A-GNN: Anchors-Aware Graph Neural Networks for Node Embedding." In International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, pp. 141-153. Springer, Cham, 2019. [3] Haosen Jia, Hong Yao, Tian Tian, Shengwen Li and Cheng Yan.”The Latent Semantic Power of Labels: Improving Image Classification via Natural Language Semantic”, in Proc. of The 13th International Conference on Human-Centered Computing (HCC 2019), pp. 175-189, 05-09 August 2019,Čačak,Serbia. Springer, Cham, 2019. [4] Pan, S., Liu, C., Zeng, D., Yao, H., & Qian, Z. Fine-Grained Task-Dependency Offloading in Mobile Cloud Computing[C]//2018 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovation . IEEE, 2018: 977-982. [5] Tian, T., Yang, F., Zheng, K., Yao, H., & Gao, Q. (2017, August). A Fast Local Image Descriptor Based on Patch Quantization. In International Conference on Human Centered Computing (pp. 64-75). Springer, Cham. [6] Chen Z,Yao H, Gu L, et al. Dynamic service migration via approximate Markov decision process in mobile edge-clouds[C]//International Conference on Internet and Distributed Computing Systems. Springer, Cham, 2017: 13-24. [7] Zhang, J., Zeng, D., Gu, L., Yao, H., & Xiong, M. “Joint Optimization of Virtual Function Migration and Rule Update in Software Defined NFV Networks”[C]//GLOBECOM 2017-2017 IEEE Global Communications Conference. IEEE, 2017: 1-5. [8] Zeng D, Zhang J, Gu L, Li, P, & Yao H. Minimize Coflow Completion Time via Joint Optimization of Flow Scheduling and Processor Placement[C]//GLOBECOM 2017-2017 IEEE Global Communications Conference. IEEE, 2017: 1-5. [9] Zeng D, Yang G, Gu L, Guo S, Yao H. Joint optimization on switch activation and flow routing towards energy efficient software defined data center networks[C]//2016 IEEE International Conference on Communications (ICC). IEEE, 2016: 1-6.. [10] Xiong M, Zeng D, Yao H, et al. A crowd simulation based UAV control architecture for industrial disaster evacuation[C]//2016 IEEE 83rd Vehicular Technology Conference (VTC Spring). IEEE, 2016: 1-5. [11] Yao H, Li H, Liu C, et al. Joint Optimization of VM Placement and Rule Placement towards Energy Efficient Software-Defined Data Centers[C]//2016 IEEE International Conference on Computer and Information Technology (CIT). IEEE, 2016: 204-209. [12] Si G, Guan Z, Li J, Liu, P & Yao, H. A comprehensive survey of privacy-preserving in smart grid[C]//International Conference on Security, Privacy and Anonymity in Computation, Communication and Storage. Springer, Cham, 2016: 213-223. [13] Zhang J, Zeng D, Gu L, Yao H, & Fan Y. On rule placement for multi-path routing in software-defined networks[C]//International Conference on Collaborative Computing: Networking, Applications and Worksharing. Springer, Cham, 2015: 59-71. [14] Yao H, Zhang C, Liu C, et al. On participant selection for minimum cost participatory urban sensing with guaranteed quality of information[C]//International Conference on Collaborative Computing: Networking, Applications and Worksharing. Springer, Cham, 2015: 183-194. [15] Zeng D, Teng C, Gu L,Yao H, & Liang Q. Flow setup time aware minimum cost switch-controller association in software-defined networks[C]//2015 11th International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness (QSHINE). IEEE, 2015: 259-264. [16] Zeng D, Teng C, Yao H, et al. Stochastic Analysis of Epidemic Routing Based Anycast in Throwbox-Equipped DTNs [C]//Embedded Multicore/Manycore SoCs (MCSoc), 2014 IEEE 8th International Symposium on. IEEE, 2014: 77-81. [17] Liang Q, Li H, Fan Y, Yan X, Hu C, Yao H. SAPSN: A Sensor Network for Signal Acquisition and Processing[C]//Dependable, Autonomic and Secure Computing (DASC), 2014 IEEE 12th International Conference on. IEEE, 2014: 475-478. [18] Huang H, Zeng D, Guo S, Yao H. Joint optimization of task mapping and routing for service provisioning in distributed datacenters[C]//Communications (ICC), 2014 IEEE International Conference on. IEEE, 2014: 4196-4201. (CCF C类) [19] Luo Z, Zhu H, Zeng D, Yao H. A trace-driven analysis on the user behaviors in social e-commerce network[C]//Communications (ICC), 2014 IEEE International Conference on. IEEE, 2014: 4108-4113. (CCF C类) [20] Liu C, Zhang C, Yao H, et al. A GPS Information Sharing System Based on Bluetooth Technology[C]//2014 International Conference on IT Convergence and Security (ICITCS). IEEE, 2014: 1-2. [21] Liu C, Yao H, Tang Z, et al. A Comparison Study of Graph Data Processing Based on MyBSP and MapReduce[C]//2014 International Conference on Cloud Computing and Big Data. IEEE, 2014: 70-74. [22] Hu C, Tian D, Yao H. A cloud-based optimization for the placement of water quality sensors in water distribution system[C]//2014 International Conference on Mechatronics and Control (ICMC). IEEE, 2014: 698-702. [23] Yao H, Lian L, Fan Y, et al. The Evaluation of Security Algorithms on Mobile Platform[C]//2013 IEEE 9th International Conference on Mobile Ad-hoc and Sensor Networks. IEEE, 2013: 405-409. [24] Yao H, Yang G, Zhang C, et al. Ddnm: Monitoring environment noise using smart phones[C]//2013 IEEE 7th International Symposium on Embedded Multicore Socs. IEEE, 2013: 177-182. [25] Huang H, Zeng D, Guo S, Yao H, Miyazak T. Stochastic analysis on epidemic dissemination of lifetime-controlled messages in DTNs[C]//2013 9th International Wireless Communications and Mobile Computing Conference (IWCMC). IEEE, 2013: 1578-1583. [26] Liang Q, Fan Y, Yao H. Study on influences analysis of RFID and application in Midget Coil Warehouse[C]//2013 IEEE 7th International Symposium on Embedded Multicore Socs. IEEE, 2013: 183-187. [27] Yao H, Huang H, Liang Q, et al. The effect of critical transmission range in epidemic data propagation for mobile ad-hoc social network[C]//Joint International Conference on Pervasive Computing and the Networked World. Springer, Berlin, Heidelberg, 2012: 743-756. [28] Zeng D, Cong L, Huang H, Guo S, & Yao H.Deadline-constrained content distribution in vehicular delay tolerant networks[C]//2012 8th International Wireless Communications and Mobile Computing Conference (IWCMC). IEEE, 2012: 994-999. [29] Yao H, Zhao Z, Huang H, et al. Charge Stations Deployment Strategy for Maximizing the Charge Oppurnity of Electric Vehicles (EVs)[C]//International Symposium on Intelligence Computation and Applications. Springer, Berlin, Heidelberg, 2012: 603-611.

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