Intelligent Cloud Resource Management using Deep Reinforcement Learning
Intelligent Cloud Resource Management using Deep Reinforcement Learning
批准号:
20K19931
负责人:
Ahmed Moustafa
金额:
$2.25万
依托单位国家:
日本
项目类别:
Grant-in-Aid for Early-Career Scientists
财政年份:
2020
资助国家:
日本
项目状态:
已结题
起止时间:
2020-04-01 至 2022-03-31
中文摘要
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英文摘要
We were able to achieve sufficient results on the following subjects.・ how to utilize the collectec data in offline mode in order to provide more efficient approaches for clud service compositions.・ how to improve the security and privacy of the clud data using novel federated learning techniques.Due to the outbreak of CIVID-19, travel and movement became restricted. This has greatly affected our ability to move especially attending international conferences and society meeting.Based on these, we plan to investigate the application of federated learning in order to secure the privacy of cloud data during exchange among multiple coud ventors and provide autonomous management for coud services.
期刊论文(10)
专著(0)
科研奖励(0)
会议论文
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DOI:
10.1016/j.asoc.2021.107235
发表时间:
2021-03-06
期刊:
APPLIED SOFT COMPUTING
影响因子:
8.7
作者:
[Asad, Muhammad, Moustafa, Ahmed, Aslam, Muhammad]
通讯作者:
Aslam, Muhammad
DOI:
10.1007/s11518-021-5498-0
发表时间:
2021-08
期刊:
Journal of Systems Science and Systems Engineering
影响因子:
1.2
作者:
[Ahmed Moustafa]
通讯作者:
Ahmed Moustafa
DOI:
10.22541/au.162074596.66890690/v1
发表时间:
2021-07
期刊:
ArXiv
影响因子:
--
作者:
[Muhammad Asad;Ahmed Moustafa;Takayuki Ito]
通讯作者:
Muhammad Asad;Ahmed Moustafa;Takayuki Ito
PPCSA: Partial Participation-based Compressed and Secure Aggregation in Federated Learning
PPCSA:联邦学习中基于部分参与的压缩和安全聚合
DOI:
--
发表时间:
2021
期刊:
Proceedings of the The International Conference on Advanced Information Networking and Applications (AINA-2021)
影响因子:
--
作者:
[Ahmed Moustafa, Muhammad Asad, Saima Shaukat and Alexander Norta]
通讯作者:
Saima Shaukat and Alexander Norta
海外基金