毛睿 博士,长江特岗学者,深圳大学特聘教授,博导(简介

深圳大学大数据系统计算技术国家工程实验室 副主任
广东省普及型高性能计算机重点实验室 主任
广东省国产高性能数据计算系统工程技术研究中心 主任
深圳市服务计算与应用重点实验室 主任
http://nhpcc.szu.edu.cn/mao, maoszu.edu.cn, +86 (755) 2653 4207
广东省深圳市南山区白石路 深圳大学南校区致真楼L6-504, 邮编:518060
深圳计算科学研究院 执行院长
http://www.sics.ac.cn/mao

研究领域


基于度量空间的通用数据处理理论与系统,基于距离索引,基于内容的多媒体/生物数据相似性搜索,并行计算机体系结构及应用;数据挖掘,数据库,统计方法,机器学习,计算生物。

 

广纳贤才(博士后、博士生、硕士生、本科生),for prospective students and postdocs


 

主要奖励/称号


 

代表性科研项目


 

深大教学&课程


 

 

主要工作/教育经历


 

主要学术兼职


 

主要知识产权(排名第1)


  1. 发明专利:度量空间划分方式评价方法、装置、计算机设备及存储介质, 专利号:ZL202010686305.8
  2. 发明专利:支撑点并行枚举负载均衡方法、装置、设备及介质, 专利号:ZL201911422115.9
  3. 发明专利:基于度量空间的支撑点并行枚举方法及装置 , 专利号:ZL201810540034.8
  4. 发明专利:一种面向异构存储的Spark任务动态迁移方法和系统 , 专利号:ZL201711388866.4
  5. 发明专利:一种Spark负载访存行为追踪方法及装置 , 专利号:ZL201710866369.4
  6. 发明专利:一种Spark分布式计算数据处理方法及系统 , 专利号:ZL201710742728.5
  7. 发明专利:一种接受保证的隐私保护空间众包任务分配系统及方法, 专利号:ZL201710533887.4
  8. 发明专利:一种隐私保护空间众包的任务分配系统模型及实现方法 专利号:ZL201710533457.2
  9. 发明专利:缓存数据迁移方法及装置, 专利号:ZL201710744403.0
  10. 发明专利:一种Spark任务分配方法和系统, 专利号:ZL201710895070.1
  11. 发明专利:滑动窗口下基于位置top-k关键词查询的建模方法及系统, 专利号:ZL201710864295.0
  12. 发明专利:滑动窗口下基于位置top-k关键词查询的优先查询算法及系统, 专利号:ZL201710864389.8
  13. 发明专利:滑动窗口下基于位置top-k关键词查询的快速索引方法及系统, 专利号:ZL201710864358.2
  14. 发明专利:一种支撑点集合的选择方法及装置, 专利号:ZL201610982377.0
  15. 发明专利:度量空间中支撑点的选取方法及装置, 专利号:ZL201610987363.8
  16. 发明专利:用部分同态加密方案构建的空间众包任务分配系统及方法,专利号:ZL201710533442.6
  17. 发明专利:度量空间中逐个支撑点数据划分方法,专利号:ZL201410472953.8
  18. 发明专利:大量URL数据任意字段索引及检索方法,专利号:ZL201310554903.X

 

代表论著


度量空间数据处理

  1. Guoliang CHEN, Rui Mao*, Kezhong LU, A parallel computing framework for big data. Frontiers of Computer Science, 2017, 11(4): 608-621.
  2. 陈国良主编,毛睿、陆克中、廖好、周明洋、刘刚、李廉编著,《大数据计算理论基础-并行和交互式计算》,高等教育出版社,2017.10
  3. Rui Mao, Peihan Zhang, Xingliang Li, Xi Liu, Minhua Lu. Pivot selection for metric-space indexing, International Journal of Machine Learning and Cybernetics, 2016, 7 (2): 311-323.
  4. 陈国良, 毛睿*, 陆克中. 大数据并行计算框架. 科学通报, 2015, 60(5/6): 566-569. (封面论文, CCF-T1)
  5. Rui Mao, Honglong Xu, Wenbo Wu, Jianqiang Li, Yan Li, and Minhua Lu. Overcoming the Challenge of Variety: Big Data Abstraction, the Next Evolution of Data Management for AAL Communication Systems. IEEE Communications Magazine, 2015, 53 (1), 42-47.
  6. Rui Mao, Sheng Liu, Honglong Xu, Dian Zhang and Daniel P. Miranker, On Data Partitioning in Tree Structure Metric-Space Indexes, in the Proceedings of The 19th International Conference on Database Systems for Advanced Applications (DASFAA2014), pages 141-155, April 21-24, 2014, Bali, Indonesia.
  7. Rui Mao, Willard L. Miranker and Daniel P. Miranker, Pivot Selection: Dimension Reduction for Distance-Based Indexing,Journal of Discrete Algorithms, Elsevier, Volume 13, May 2012, Pages 32–46.
  8. Rui Mao, Willard L. Miranker and Daniel P. Miranker, Dimension Reduction for Distance-Based Indexing, in the Proceedings of the Third International Conference on SImilarity Search and APplications (SISAP2010),pages 25-32, Istanbul, Turkey, September 18-19, 2010. (最佳论文)
  9. Rui Mao, Weijia Xu, Neha Singh and Daniel P. Miranker. An Assessment of a Metric Space Database Index to Support Sequence Homology. In the Proceedings of the 3rd IEEE International Symposium on BioInformatics and BioEngineering (BIBE2003), pages 375-382, March 10-12, 2003, Bethesda, MD, USA. (最佳论文之一)

其它领域

  1. Yi Wang, Huan Liu, Jianan Yuan, Jiaxian Chen, Tianyu Wang, Chenlin Ma*, Rui Mao*:Leanor: A Learning-Based Accelerator for Efficient Approximate Nearest Neighbor Search via Reduced Memory Access. DAC 2024: 61:1-61:6 (CCF-A)
  2. Hao Liao, Sheng Bi, Jiao Wu, Wei Zhang, Mingyang Zhou, Rui Mao*, Wei Chen*, Popularity Ratio Maximization: Surpassing Competitors through Influence Propagation. Proc. ACM Manag. Data (SIGMOD 2023) 1(2): 164:1-164:26 (2023). (CCF-A)
  3. Chenlin Ma, Hao Yang, Shangyu Wu, Yi Wang*, Rui Mao*. Tidal-Tree-Mem: Toward Read-Intensive Key-Value Stores with Tidal Structure Based on LSM-Tree. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD). 42(2): 423-436 (2023). (CCF-A)
  4. Amelie Chi Zhou, Juanyun Luo, Ruibo Qiu, Haobin Tan, Bingsheng He, Rui Mao*. Adaptive Partitioning for Large-Scale Graph Analytics in Geo-Distributed Data Centers. ICDE. 2022: 2818-2830. (CCF-A)
  5. Jiaxian Chen, Yiquan Lin, Kaoyi Sun, Jiexin Chen, Chenlin Ma, Rui Mao*, Yi Wang*. GCIM: Toward Efficient Processing of Graph Convolutional Networks in 3D-Stacked Memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD). 41(11): 3579-3590 (2022). (CCF-A)
  6. Chenlin Ma, Zhuokai Zhou, Yingping Wang, Yi Wang*, Rui Mao*. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD). MAID-Q: Minimizing Tail Latency in Embedded Flash with SMR Disk via Q-Learning Model. 41(11): 3709-3720 (2022). (CCF-A)
  7. Amelie Chi Zhou, Jianming Lao, Zhoubin Ke, Yi Wang and Rui Mao*. FarSpot: Optimizing Monetary Cost for HPC Applications in the Cloud Spot Market, IEEE Transactions on Parallel and Distributed Systems (TPDS), 33(11): 2955-2967 (2022). (CCF-A)
  8. Yi Wang, Jiangfan Huang, Jing Chen, Rui Mao*. PVSensing: A Process-Variation-Aware Space Allocation Strategy for 3D NAND Flash Memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD). 41(5): 1302-1315 (2022). (CCF-A)
  9. Yaoshu Wang, Chuan Xiao, Jianbin Qin*, Rui Mao*, Makoto Onizuka, Wei Wang*, Rui Zhang, Yoshiharu Ishikawa: Consistent and Flexible Selectivity Estimation for High-Dimensional Data. SIGMOD Conference 2021: 2319-2327. (CCF-A)
  10. Yi Wang, Weixuan Chen, Xianhua Wang and Rui Mao*, "LolliRAM: A Cross-Layer Design to Exploit Data Locality in Oblivious RAM," 2021 58th ACM/IEEE Design Automation Conference (DAC), 2021, pp. 1099-1104. (CCF-A)
  11. Wentai Wu, Ligang He, Weiwei Lin, Rui Mao, Carsten Maple, Stephen A. Jarvis, SAFA: A Semi-Asynchronous Protocol for Fast Federated Learning With Low Overhead. IEEE Trans. Computers 70(5): 655-668 (2021). (CCF-A, 2021 Best Paper Runner-up)
  12. Yue Wang, Ruiqi Xu, Zonghao Feng, Yulin Che, Lei Chen, Qiong Luo, Rui Mao*: DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee. Proc. VLDB Endow. 14(3): 351-363 (2020). (CCF-A)
  13. Yi Wang, Shangyu Wu, Rui Mao, Towards Read-Intensive Key-Value Stores with Tidal Structure Based on LSM-Tree. ASP-DAC 2020: 307-312. (CCF-C,Best Paper Runner-up)
  14. Yi Wang, Jiali Tan, Rui Mao*, Tao Li: Temperature-Aware Persistent Data Management for LSM-Tree on 3D NAND Flash Memory. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 39(12): 4611-4622. (2020) (CCF-A)
  15. C. Zhou, Y. Xiao, Y. Gong, B. He*, J. Zhai*, and Rui Mao*. Privacy regulation aware process mapping in geo-distributed cloud data centers. TPDS, 30(8): 1872-1888, 2019. (CCF-A)
  16. Yi Wang, Ruibiao Chen, Rui Mao*, Zili Shao: Optimally Removing Synchronization Overhead for CNNs in Three-Dimensional Neuromorphic Architecture. IEEE Transactions on Industrial Electronics (TIE). 65(11): 8973-8981 (2018) (中科院大类1区,2018广东省计算机学会优秀论文一等奖)
  17. Li, Rong-Hua; Qin, Lu; Yu, Jeffrey Xu*; Mao, Rui*, Finding influential communities in massive networks, VLDB Journal, 2017, 26(6): 751-776. (CCF-A)
  18. Yuhong Feng ; Junpeng Wang ; Zhiqiang Zhang ; Haoming Zhong ; Zhong Ming ; Xuan Yang ; Rui Mao*, The Edge Weight Computation with MapReduce for Extracting Weighted Graphs, in IEEE Transactions on Parallel and Distributed Systems, 27 (12): 3659-3672, 1 Dec. 2016. (CCF-A)
  19. Li, Rong-Hua, Qin, Lu, Yu, Jeffrey Xu, Mao, Rui*, Efficient and progressive Group Steiner Tree search, in the Proceedings of the ACM SIGMOD International Conference on Management of Data (SIGMOD 2016), pp. 91-106, San Francisco, USA, June 26-July 1, 2016. (CCF-A)
  20. R. Li, L. Qin, J. X. Yu, and R. Mao*. Optimal multi-meeting-point route search. TKDE, 28(3): 770-784, 2016. (CCF-A)
  21. R. Li, J. X. Yu, R. Mao*, and T. Jin. Recursive stratified sampling: a new framework for query evaluation on uncertain graphs. TKDE, 28(2): 468-482, 2016. (CCF-A)
  22. R. Li, J. X. Yu, L. Qin, R. Mao* and T. Jin, "On random walk based graph sampling," 2015 IEEE 31st International Conference on Data Engineering, Seoul, 2015, pp. 927-938. (CCF-A)
  23. Zhang, Dian, Lu, Kezhong, Mao, Rui*; Feng, Yuhong; Liu, Yunhuai; Ming, Zhong; Ni, Lionel M.Fine-Grained Localization for Multiple Transceiver-Free Objects by using RF-Based Technologies, IEEE Transactions on Parallel and Distributed Systems, 2014, 25(6): 1464-1475. (CCF-A)
  24. R. Li, J. X. Yu, R. Mao* and T. Jin, "Efficient and accurate query evaluation on uncertain graphs via recursive stratified sampling," 2014 IEEE 30th International Conference on Data Engineering, Chicago, IL, 2014, pp. 892-903. (CCF-A)

*通讯作者

 

UMAD (Universal Management and Analysis of Data)


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更新日期:Dec. 12, 2024