Data Mining as a Service (DMaaS)

被引:0
|
作者
Tejedor, E. [1 ]
Piparo, D. [1 ]
Mascetti, L. [1 ]
Moscicki, J. [1 ]
Lamanna, M. [1 ]
Mato, P. [1 ]
机构
[1] CERN, CH-1211 Geneva 23, Switzerland
关键词
D O I
10.1088/1742-6596/762/1/012039
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Data Mining as a Service (DMaaS) is a software and computing infrastructure that allows interactive mining of scientific data in the cloud. It allows users to run advanced data analyses by leveraging the widely adopted Jupyter notebook interface. Furthermore, the system makes it easier to share results and scientific code, access scientific software, produce tutorials and demonstrations as well as preserve the analyses of scientists. This paper describes how a first pilot of the DMaaS service is being deployed at CERN, starting from the notebook interface that has been fully integrated with the ROOT analysis framework, in order to provide all the tools for scientists to run their analyses. Additionally, we characterise the service backend, which combines a set of IT services such as user authentication, virtual computing infrastructure, mass storage, file synchronisation, development portals or batch systems. The added value acquired by the combination of the aforementioned categories of services is discussed, focusing on the opportunities offered by the CERNBox synchronisation service and its massive storage backend, EOS.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Data mining as an automated service
    Bradley, PS
    [J]. ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, 2003, 2637 : 1 - 13
  • [2] Web Mining Service (WMS), a public and free service for web data mining
    Miguel Gago, Jose
    Guerrero, Carlos
    Juiz, Carlos
    Puigjaner, Ramon
    [J]. 2009 FOURTH INTERNATIONAL CONFERENCE ON INTERNET AND WEB APPLICATIONS AND SERVICES, 2009, : 351 - 356
  • [3] The Application of Data Mining Technology in Data Service of Micro Service Architecture
    Liu, Kun
    Liu, Hanjing
    Ding, Xiaohan
    [J]. 3RD INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE, MANAGEMENT AND ECONOMICS (SSME 2017), 2017, : 369 - 373
  • [4] Data mining: manufacturing and service applications
    Kusiak, A.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2006, 44 (18-19) : 4175 - 4191
  • [5] An Anonymization Service for Privacy in Data Mining
    Silveira, Matheus M.
    Silva, Danielle S.
    Souza, Michael S.
    Silva, Douglas A.
    Neto, Jonas N.
    Mesquita, Maria C.
    Gomes, Rafael L.
    [J]. PROCEEDINGS OF12TH LATIN-AMERICAN SYMPOSIUM ON DEPENDABLE AND SECURE COMPUTING, LADC 2023, 2023, : 214 - 219
  • [6] Data mining for customer service support
    Hui, SC
    Jha, G
    [J]. INFORMATION & MANAGEMENT, 2000, 38 (01) : 1 - 13
  • [7] Data mining service based on MDA
    Chen, YQ
    Chi, CH
    Yin, J
    [J]. CONTENT COMPUTING, PROCEEDINGS, 2004, 3309 : 297 - 302
  • [8] THE DATA MINING ALGORITHM ANALYSIS FOR PERSONALIZED SERVICE
    Zou, Liwu
    Ren, Guangwei
    [J]. 2012 FOURTH INTERNATIONAL CONFERENCE ON MULTIMEDIA INFORMATION NETWORKING AND SECURITY (MINES 2012), 2012, : 332 - 335
  • [9] Promoting Internet service in individuation by data mining
    Yang, XP
    [J]. Fourth Wuhan International Conference on E-Business: The Internet Era & The Global Enterprise, Vols 1 and 2, 2005, : 525 - 529
  • [10] Data Mining Governance for Service Oriented Architecture
    Beklen, Ali
    Bilgin, Turgay Tugay
    [J]. SERVICE COMPUTATION 2010: THE SECOND INTERNATIONAL CONFERENCES ON ADVANCED SERVICE COMPUTING, 2010, : 121 - +