Knowledge Discovery in Data Science

被引:0
|
作者
Grady, Nancy W. [1 ]
机构
[1] Sci Applicat Int Corp, Cyber Cloud & Data Sci, Oak Ridge, TN 37830 USA
来源
2016 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) | 2016年
关键词
data science; big data; knowledge discovery; KDD; KDDM; KDDS; data mining; analytics; analytics lifecycle; data lifecycle; PROCESS MODELS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cross-Industry Standard process model (CRISPDM) was developed in the late 90s by a consortium of industry participants to facilitate the end-to-end data mining process for Knowledge Discovery in Databases (KDD). While there have been efforts to better integrate with management and software development practices, there are no extensions to handle the new activities involved in using big data technologies. Data Science Edge (DSE) is an enhanced process model to accommodate big data technologies and data science activities. In recognition of the changes, the author promotes the use of a new term, Knowledge Discovery in Data Science (KDDS) as a call for the community to develop a new industry standard data science process model.
引用
收藏
页码:1603 / 1608
页数:6
相关论文
共 50 条
  • [1] Knowledge Discovery in Simulation Data
    Feldkamp, Niclas
    Bergmann, Soeren
    Strassburger, Steffen
    ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION, 2020, 30 (04):
  • [2] Mining the Quantified Self: Personal Knowledge Discovery as a Challenge for Data Science
    Fawcett, Tom
    BIG DATA, 2015, 3 (04) : 249 - 266
  • [3] DATA SCIENCE AND KNOWLEDGE DISCOVERY THROUGH DATA MINING PARADIGMS
    Chhabra, Indu
    Suri, Gunmala
    JOURNAL OF MECHANICS OF CONTINUA AND MATHEMATICAL SCIENCES, 2019, 14 (02): : 167 - 173
  • [4] Data warehousing and knowledge discovery
    Mohania, M
    Tjoa, AM
    Kambayashi, Y
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2000, 15 (01) : 5 - 6
  • [5] Editorial: Innovations and Perspectives in Data Mining and Knowledge Discovery
    Abe, Naoki
    Liu, Huan
    Wang, Kuansan
    FRONTIERS IN BIG DATA, 2021, 3
  • [6] Data Warehousing and Knowledge Discovery
    Mukesh Mohania
    A. Min Tjoa
    Yahiko Kambayashi
    Journal of Intelligent Information Systems, 2000, 15 : 5 - 6
  • [7] An algorithm for protecting knowledge discovery data
    Brumen, B
    Golob, I
    Welzer, T
    Rozman, I
    Druzovec, M
    Jaakkola, H
    INFORMATICA, 2003, 14 (03) : 277 - 288
  • [8] Knowledge Discovery: Methods from data mining and machine learning
    Shu, Xiaoling
    Ye, Yiwan
    SOCIAL SCIENCE RESEARCH, 2023, 110
  • [9] Visualization and Visual Knowledge Discovery from Big Uncertain Data
    Leung, Carson K.
    Madill, Evan W. R.
    Pazdor, Adam
    2022 26TH INTERNATIONAL CONFERENCE INFORMATION VISUALISATION (IV), 2022, : 330 - 335
  • [10] Knowledge Discovery from Data Mining
    Lan, Tian
    EBM 2010: INTERNATIONAL CONFERENCE ON ENGINEERING AND BUSINESS MANAGEMENT, VOLS 1-8, 2010, : 4642 - 4645