The Application of Cloud Computing in Large-Scale Statistic

被引:0
|
作者
Sun Xiuli [1 ]
Li Ying [2 ]
Hu Baofang [2 ]
Sun Hongfeng [2 ]
机构
[1] Shandong Womens Univ, Jinan, Shandong, Peoples R China
[2] Shandong Womens Univ, Dept Informat Technol, Jinan, Peoples R China
关键词
statistical analysis; cloud computing; double-target genetic algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The main challenge in current statistical work is the huge pressure of the statistical analysis along with the huge amount and diversity of the statistical data. This paper established a framework model of large-scale data processing by bringing in cloud computing. By studying the resource allocation algorithm of cloud computing, we proposed an accelerating genetic algorithm of double-target fitness function which considered the safety of statistical data and the responding time of work, as well as analyzed the convergence speeds of the algorithm in various weights in order to test each target's effect on iterations.
引用
收藏
页码:308 / 311
页数:4
相关论文
共 50 条
  • [1] A CLOUD COMPUTING PLATFORM FOR LARGE-SCALE FORENSIC COMPUTING
    Roussev, Vassil
    Wang, Liqiang
    Richard, Golden
    Marziale, Lodovico
    [J]. ADVANCES IN DIGITAL FORENSICS V, 2009, 306 : 201 - 214
  • [2] LARGE-SCALE RANKING AND SELECTION USING CLOUD COMPUTING
    Luo, Jun
    Hong, L. Jeff
    [J]. PROCEEDINGS OF THE 2011 WINTER SIMULATION CONFERENCE (WSC), 2011, : 4046 - 4056
  • [3] Large-scale user behavior analysisbased on cloud computing
    [J]. Jiang, Dao, 1600, Journal of Chemical and Pharmaceutical Research, 3/668 Malviya Nagar, Jaipur, Rajasthan, India (06):
  • [4] Local score statistic: application to large-scale association studies
    Guedj, M
    Nuel, G
    [J]. GENETIC EPIDEMIOLOGY, 2005, 29 (03) : 253 - 253
  • [5] A Large-Scale Distributed Sorting Algorithm Based on Cloud Computing
    Pang, Na
    Zhu, Dali
    Fan, Zheming
    Rong, Wenjing
    Feng, Weimiao
    [J]. APPLICATIONS AND TECHNIQUES IN INFORMATION SECURITY, ATIS 2015, 2015, 557 : 226 - 237
  • [6] Muclouds: Parallel Simulator for Large-scale Cloud Computing Systems
    Liu, Jinzhao
    Zhou, Yuezhi
    Zhang, Di
    Fang, Yujian
    Han, Wei
    Zhang, Yaoxue
    [J]. 2014 IEEE 11TH INTL CONF ON UBIQUITOUS INTELLIGENCE AND COMPUTING AND 2014 IEEE 11TH INTL CONF ON AUTONOMIC AND TRUSTED COMPUTING AND 2014 IEEE 14TH INTL CONF ON SCALABLE COMPUTING AND COMMUNICATIONS AND ITS ASSOCIATED WORKSHOPS, 2014, : 80 - 87
  • [7] Improving Failure Tolerance in Large-Scale Cloud Computing Systems
    Luo, Liang
    Meng, Sa
    Qiu, Xiwei
    Dai, Yuanshun
    [J]. IEEE TRANSACTIONS ON RELIABILITY, 2019, 68 (02) : 620 - 632
  • [8] A Cloud Computing Capability Model for Large-Scale Semantic Annotation
    Adedugbe, Oluwasegun
    Benkhelifa, Elhadj
    Bani-Hani, Anoud
    [J]. 2020 13TH INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2020), 2020, : 335 - 340
  • [9] Cloud Computing Applications for Large-Scale Satellite Ground Systems
    Anthony, Richard
    Fritz, John
    Barnhart, Doug
    [J]. 2011 - MILCOM 2011 MILITARY COMMUNICATIONS CONFERENCE, 2011, : 1894 - 1898
  • [10] Impact of Soft Errors on Large-Scale FPGA Cloud Computing
    Keller, Andrew M.
    Wirthlin, Michael J.
    [J]. PROCEEDINGS OF THE 2019 ACM/SIGDA INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE GATE ARRAYS (FPGA'19), 2019, : 272 - 281