A System for Parallel Data Mining Service on Cloud

被引:2
|
作者
Chen, Tao
Chen, Jidong
Zhou, Baoyao
机构
关键词
cloud computing; data mining; hadoop; mahout;
D O I
10.1109/CGC.2012.49
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We present a cloud-based data mining platform which demonstrates the solution of data mining as a service (DMaaS). In the back end, the data processing engine is based on hadoop, an open-source implementation of Google MapReduce. Implementation of the data mining algorithms in Apache Mahout is deployed in the platform. The user can access DMaaS from his browser for analyzing general purpose data mining problems. In this paper, we give an overview of DMaaS, present the system architecture and implementation techniques, and elaborate on a demonstration scenario.
引用
收藏
页码:329 / 330
页数:2
相关论文
共 50 条
  • [31] CANFAR plus Skytree: A Cloud Computing and Data Mining System for Astronomy
    Ball, Nicholas M.
    ASTRONOMICAL DATA ANALYSIS SOFTWARE AND SYSTEMS XXII, 2013, 475 : 391 - 394
  • [32] A scheme of interactive data mining support system in parallel and distributed environment
    Liu, Z
    Kamohara, S
    Guo, MY
    PARALLEL AND DISTRIBUTED PROCESSING AND APPLICATIONS, PROCEEDINGS, 2003, 2745 : 263 - 272
  • [33] THE PARALLEL ALGORITHM OF CLIQUE AND IT'S APPLICATION ON DATA MINING GRID SYSTEM
    Chen, Ping
    Liu, Zhen
    Qiao, Xiuquan
    Tian, Xiaoping
    2009 IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT, PROCEEDINGS, 2009, : 340 - +
  • [34] A Cloud-Based Data Mining Framework for Improved Clinical Diagnosis through Parallel Classification
    Lokeswari, Y. V.
    Jacob, Shomona Gracia
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON APPLIED AND THEORETICAL COMPUTING AND COMMUNICATION TECHNOLOGY (ICATCCT), 2015, : 583 - 588
  • [35] Data mining on views in a parallel data server
    Sarkar, S
    Sarkar, S
    PROCEEDINGS OF THE HIGH-PERFORMANCE COMPUTING (HPC'98), 1998, : 133 - 138
  • [36] Data Mining as a Service (DMaaS)
    Tejedor, E.
    Piparo, D.
    Mascetti, L.
    Moscicki, J.
    Lamanna, M.
    Mato, P.
    17TH INTERNATIONAL WORKSHOP ON ADVANCED COMPUTING AND ANALYSIS TECHNIQUES IN PHYSICS RESEARCH (ACAT2016), 2016, 762
  • [37] Data mining as an automated service
    Bradley, PS
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, 2003, 2637 : 1 - 13
  • [38] Data Stream Analytics and Mining in the Cloud
    Ari, Ismail
    Olmezogullari, Erdi
    Celebi, Omer Faruk
    2012 IEEE 4TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM), 2012,
  • [39] DATA MINING ON THE CANDELA CLOUD PLATFORM
    Yao, Wei
    Dumitru, Corneliu Octavian
    Lorenzo, Jose
    Datcu, Mihai
    IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2020, : 6945 - 6948
  • [40] A Private Cloud for Data Mining Education
    Koschel, Arne
    Heine, Felix
    Astrova, Irina
    Astrov, Igor
    2018 SIXTH INTERNATIONAL CONFERENCE ON ENTERPRISE SYSTEMS (ES 2018), 2018, : 129 - 133