Machine learning (ML)-centric resource management in cloud computing: A review and future directions

被引:0
|
作者
Khan, Tahseen [1 ,2 ]
Tian, Wenhong [1 ,2 ]
Zhou, Guangyao [1 ,2 ]
Ilager, Shashikant [3 ]
Gong, Mingming [4 ]
Buyya, Rajkumar [1 ,5 ]
机构
[1] School of Information and Software Engineering, University of Electronic Science and Technology of China, China
[2] Yangtze Delta Region Institute (Huzhou), University of Electronic Science and Technology of China, Huzhou,313001, China
[3] Vienna University of Technology (TU Wien), Austria
[4] School of Mathematics and Statistics, The University of Melbourne, Australia
[5] Cloud Computing and Distributed Systems (CLOUDS) Laboratory, School of Computing and Information Systems, The University of Melbourne, Australia
关键词
722.4 Digital Computers and Systems - 723.4 Artificial Intelligence - 723.5 Computer Applications - 911.2 Industrial Economics - 912.2 Management;
D O I
暂无
中图分类号
学科分类号
摘要
122
引用
收藏
相关论文
共 50 条
  • [21] Failure Management for Reliable Cloud Computing: A Taxonomy, Model, and Future Directions
    Gill, Sukhpal Singh
    Buyya, Rajkumar
    COMPUTING IN SCIENCE & ENGINEERING, 2020, 22 (03) : 52 - 62
  • [22] Optimization of live virtual machine migration in cloud computing: A survey and future directions
    Noshy, Mostafa
    Ibrahim, Abdelhameed
    Ali, Hesham Arafat
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2018, 110 : 1 - 10
  • [23] A Review of Machine Learning Algorithms for Cloud Computing Security
    Butt, Umer Ahmed
    Mehmood, Muhammad
    Shah, Syed Bilal Hussain
    Amin, Rashid
    Shaukat, M. Waqas
    Raza, Syed Mohsan
    Suh, Doug Young
    Piran, Md. Jalil
    ELECTRONICS, 2020, 9 (09) : 1 - 25
  • [24] Machine learning for cloud, fog, edge and serverless computing environments: comparisons, performance evaluation benchmark and future directions
    Singh, Parminder
    Kaur, Avinash
    Gill, Sukhpal Singh
    INTERNATIONAL JOURNAL OF GRID AND UTILITY COMPUTING, 2022, 13 (04) : 447 - 457
  • [25] Reinforcement Learning Algorithms for Effective Resource Management in Cloud Computing
    Lahande, Prathamesh Vijay
    Kaveri, Parag Ravikant
    SOFT COMPUTING AND ITS ENGINEERING APPLICATIONS, ICSOFTCOMP 2022, 2023, 1788 : 369 - 381
  • [26] Energy-aware resource management in fog computing for IoT applications: A review, taxonomy, and future directions
    Hashemi, Sayed Mohsen
    Sahafi, Amir
    Rahmani, Amir Masoud
    Bohlouli, Mahdi
    SOFTWARE-PRACTICE & EXPERIENCE, 2024, 54 (02): : 109 - 148
  • [27] Resource Usage Cost Optimization in Cloud Computing Using Machine Learning
    Osypanka, Patryk
    Nawrocki, Piotr
    IEEE TRANSACTIONS ON CLOUD COMPUTING, 2022, 10 (03) : 2079 - 2089
  • [28] A Resource Management Algorithm for Virtual Machine Migration in Vehicular Cloud Computing
    Pande, Sohan Kumar
    Panda, Sanjaya Kumar
    Das, Satyabrata
    Sahoo, Kshira Sagar
    Luhach, Ashish Kr.
    Jhanjhi, N. Z.
    Alroobaea, Roobaea
    Sivanesan, Sivakumar
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (02): : 2647 - 2663
  • [29] Application partitioning algorithms in mobile cloud computing: Taxonomy, review and future directions
    Liu, Jieyao
    Ahmed, Ejaz
    Shiraz, Muhammad
    Gani, Abdullah
    Buyya, Rajkumar
    Qureshi, Ahsan
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2015, 48 : 99 - 117
  • [30] A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions
    Mampage, Anupama
    Karunasekera, Shanika
    Buyya, Rajkumar
    ACM COMPUTING SURVEYS, 2022, 54 (11S)