目录
硕士报考志愿采集    更新日期:2021年8月28日
姓 名 孟顺梅 性 别
出生年月 1989年1月 籍贯
民 族 汉族 政治面貌 党员
最后学历 博士研究生 最后学位 工学博士
技术职称 讲师 导师类别 硕士生导师
导师类型 校内 兼职导师
行政职务 Email mengshunmei@njust.edu.cn
工作单位 计算机科学与工程学院 邮政编码
通讯地址
单位电话
个人主页 http://cs.njust.edu.cn/27/f2/c1729a206834/page.htm
指导学科
学科专业(主) 0839|网络空间安全 招生类别 硕士 所在学院 网络空间安全学院(互联网研究院)
研究方向

云计算,推荐系统,资源调度,服务计算,隐私安全

工作经历

2016/06-至今,南京理工大学,计算机科学与工程学院,讲师

 

教育经历

2013/09-2016/06,南京大学,计算机科学与技术系,博士

2011/09-2013/06,南京大学,计算机科学与技术系,硕士

2007/09-2011/06,南京理工大学,计算机科学与技术学院,学士

 

科研项目

1. 国家青年自然科学基金项目,61702264,移动云环境下基于上下文信息的个性化推荐模型研究,2018/01-2020/12,主持

2. 中国博士后科学基金面上资助项目,2019M651835,面向稀疏数据的分布式混合协同推荐方法研究,2019/09-2021/08,主持

3. 国家重点实验开放课题(南京大学),KFKT2017B07,移动云环境下时空上下文感知的个性化推荐模型研究,2017/07-2019/06,主持

4. 南京理工大学自主科研专项计划项目, 30919011282,面向稀疏数据的分布式混合协同推荐方法研究,2019/09-2021/08,主持

5. 国家自然科学基金(国际交流合作项目),6171101195,面向数据感知服务组合的过程挖掘研究,2018/01-2020/12,参与 

6. 国家自然科学基金面上项目,基于深度强化学习的网状服务系统云计算异构资源租赁与调度,2020-2023,在研,参与

7. 国家自然科学基金面上项目,面向众包标注数据的机器学习方法研究,2021-2024,在研,参与

8. 国家自然科学基金“大数据驱动的管理与决策研究”重大研究计划培育项目,众包大数据多源异构融合与知识学习,2019-2021,在研,参与

 

发表论文

Shunmei Meng, Weijia Huang, Xiaochun Yin, Mohammad R. Khosravi, Qianmu Li, Shaohua Wan, Lianyong Qi. Security-aware Dynamic Scheduling for Real-time Optimization in Cloud-based Industrial Applications. IEEE Transactions on Industrial Informatics (TII), 2021, 17(6): 4219-4228.  (中科院一区).

Shunmei Meng, Zijian Gao, Qianmu Li, Hao Wang, Hong-Ning Dai, Lianyong Qi. Security-Driven Hybrid Collaborative Recommendation Method for Cloud-based IoT Services (COSE). Computers & Security, 2020: 101950 (CCF B).

Shunmei Meng, Wanchun Dou, Xuyun Zhang, Jinjun Chen. KASR: A Keyword-Aware Service Recommendation Method on MapReduce for Big Data Applications. IEEE Transactions on Parallel and Distributed Systems (TPDS), 2014, 25(12): 3221-3231 (CCF A).

Shunmei Meng, Lianyong Qi, Qianmu Li, Wenmin Lin, Xiaolong Xu, Shaohua Wan. Privacy-preserving and Sparsity-aware Location-based Prediction Method for Collaborative Recommender Systems. Future Generation Computer Systems (FGCS), 2019, 96: 324-335 (中科院二区).

Shunmei Meng, Qianmu Li, Weijia Huang, Jing Zhang and Weimin Li. A Fault-Tolerant Dynamic Scheduling Method On Hierarchical Mobile Edge Cloud Computing. Computational Intelligence, 2019, 35(3): 577-598 (CCF C).

Shunmei Meng, Qianmu Li, Jing Zhang, Wenmin Lin and Wanchun Dou. Temporal-aware and sparsity-tolerant hybrid collaborative recommendation method with privacy preservation. Concurrency and Computation: Practice and Experience (CCPE), 2020, 32(2): e5447 (CCF C).

Shunmei Meng, Qianmu Li, Shiping Chen, Shui Yu, Lianyong Qi, Wenmin Lin, Xiaolong Xu, Wanchun Dou. Temporal-Sparsity aware Service Recommendation Method via Hybrid Collaborative Filtering Techniques. 2018 IEEE 16th International Conference on Service Oriented Computing (ICSOC), Zhejiang, China, Springer, Cham, 2018: 421-429 (CCF B).

Shunmei Meng, Song Wang, Taotao Wu, Duanchao Li, Taigui Huang, XiaoTong Wu, Xiaolong Xu, Wanchun Dou. An Uncertainty-aware Evolutionary Scheduling Method for Cloud Service Provisioning. 2016 IEEE 23rd International Conference on Web Services (ICWS), San Francisco, USA, 2016: 506-513 (CCF B).

Shunmei Meng, Zuojian Zhou, Taigui Huang, Duanchao Li, Song Wang, Fan Fei, Wenping Wang, Wanchun Dou. A Temporal-aware Hybrid Collaborative Recommendation Method for Cloud Service. 2016 IEEE 23rd International Conference on Web Services (ICWS), San Francisco, USA, 2016: 252-259 (CCF B).

Shunmei Meng, Xu Tao, Wanchun Dou. A Preference-Aware Service Recommendation Method on Map-Reduce. Proceedings of the 2013 IEEE 16th International Conference on Computational Science and Engineering, Sydney, Australia, 2013: 846-853.

Shunmei Meng, Zhenxing Liu, Wanchun Dou. A QoS-Aware Service Optimization Method Based on History Records and Clustering. 2012 IEEE International Conference on Cloud and Green Computing, Hunan, China, 2012: 89-96.

HuiHui Wang, Shunmei Meng, Yiming Qiao, Jing Zhang. Fast Classification Algorithms via Distributed Accelerated Alternating Direction Method of Multipliers. 2019 IEEE International Conference on Data Mining (ICDM). IEEE, 2019: 1354-1359 (CCF B).

Jing Zhang, Huihui Wang, Shunmei Meng, Victor S. Sheng. Interactive Learning with Proactive Cognition Enhancement for Crowd Workers. Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20), 2020, 34(01): 540-547 (CCF A).

Lianyong Qi, Shunmei Meng, Xuyun Zhang, Ruili Wang, Xiaolong Xu, Zhili Zhou and Wanchun Dou. An Exception Handling Approach for Privacy-Preserving Service Recommendation Failure in a Cloud Environment. Sensors, 2018, 18(7): 2037.

Wanchun Dou, Xiaolong Xu, Shunmei Meng, Shui Yu. An Energy-Aware Virtual Machine Scheduling Method for Service QoS Enhancement in Clouds over Big Data. Concurrency and Computation: Practice and Experience, 2017, 29(14): e3909.

 

科研创新

专利:

1. 窦万春,孟顺梅,基于Map-Reduce实现的兴趣感知的服务推荐方法,2013,中国,CN 103455613 A,已授权.

2. 孟顺梅,高子健. 一种稀疏性感知的分布式混合协同智能推荐方法, 2020,申请号:202010103842.5.