Signature-based Selection of IaaS Cloud Services

被引:3
|
作者
Fattah, Sheik Mohammad Mostakim [1 ]
Bouguettaya, Athman [1 ]
Mistry, Sajib [2 ]
机构
[1] Univ Sydney, Sch Comp Sci, Sydney, NSW, Australia
[2] Curtin Univ, Sch Elect Engn Comp & Math Sci, Perth, WA, Australia
基金
澳大利亚研究理事会;
关键词
Free Trials; Long-term Performance; Service Selection; IaaS Signatures; Frequency Distribution Analysis; PERFORMANCE;
D O I
10.1109/ICWS49710.2020.00014
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a novel approach to select IaaS cloud services for a long-term period where the service providers offer limited QoS information. The proposed approach leverages free short-term trials to obtain the previously undisclosed QoS information. A new significance-based trial scheme is proposed using frequency distribution analysis to test a consumer's long-term workloads in a short trial. We introduce a novel IaaS signature technique to uniquely identify the variability of a provider's QoS performance. A Signature-based QoS Performance Discovery (SPD) algorithm is proposed which leverages the combination of free trials and IaaS signatures. A set of exhaustive experiments with real-world datasets is conducted to evaluate the proposed approach.
引用
下载
收藏
页码:50 / 57
页数:8
相关论文
共 50 条
  • [41] Signature-Based Methods for Data Streams
    Corinna Cortes
    Daryl Pregibon
    Data Mining and Knowledge Discovery, 2001, 5 : 167 - 182
  • [42] Cloud resources allocation for critical IaaS services in multi-cloud environment
    Riane D.
    Ettalbi A.
    International Journal of Cloud Computing, 2022, 11 (5-6) : 502 - 510
  • [43] Pointcheval-Sanders Signature-Based Synchronized Aggregate Signature
    Tezuka, Masayuki
    Tanaka, Keisuke
    INFORMATION SECURITY AND CRYPTOLOGY - ICISC 2022, 2023, 13849 : 317 - 336
  • [44] Sharing PHR Data in Cloud Using Sigmoid Key and Median Support Signature-Based Cryptosystem
    Austin, A. Jain
    WIRELESS PERSONAL COMMUNICATIONS, 2022, 124 (04) : 3549 - 3565
  • [45] Signature-based Adaptive Cloud Resource Usage Prediction Using Machine Learning and Anomaly Detection
    Sus, Wiktor
    Nawrocki, Piotr
    JOURNAL OF GRID COMPUTING, 2024, 22 (02)
  • [46] Sharing PHR Data in Cloud Using Sigmoid Key and Median Support Signature-Based Cryptosystem
    A. Jain Austin
    Wireless Personal Communications, 2022, 124 : 3549 - 3565
  • [47] An Adaptive Real Time Mechanism For IaaS Cloud Provider Selection based on QoE aspects
    Souidi, Mohamed
    Souihi, Sami
    Hoceini, Said
    Mellouk, Abdelhamid
    2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2015, : 6809 - 6814
  • [48] Agentless and Uniform Introspection for Various Security Services in IaaS Cloud
    Zhou, Huaizhe
    Ba, Haihe
    Ren, Jiangchun
    Wang, Yongjun
    Li, Yunshi
    Chen, Yong
    Wang, Zhiying
    2017 4TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2017, : 140 - 144
  • [49] An Optimal and Iterative Pricing Model for Multiclass IaaS Cloud Services
    Zhang, Shuo
    Pan, Li
    Liu, Shijun
    Wu, Lei
    Cui, Lizhen
    Yuan, Dong
    SERVICE-ORIENTED COMPUTING, (ICSOC 2016), 2016, 9936 : 597 - 605
  • [50] CLOUD COMPUTING: A REVIEW OF PAAS, IAAS, SAAS SERVICES AND PROVIDERS
    Salas-Zarate, Maria
    Colombo-Mendoza, Luis
    REVISTA DIGITAL LAMPSAKOS, 2012, (07): : 47 - 57