Big Data, Knowledge Management (KM) and Case-Based Reasoning (CBR)

被引:0
|
作者
Demigha, Souad [1 ]
机构
[1] Univ Paris 1 Pantheon Sorbonne, CRI Ctr Rech Informat, Paris, France
关键词
big data; knowledge management (KM); case-based-reasoning (CBR);
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
Case-Based Reasoning (CBR) utilizes the specific knowledge of previously experienced, concrete problem situations (cases). A new problem is solved by finding a similar past case, and reusing it in the new problem situation. CBR can extract or mine a large amount of data (Big Data) from databases and knowledge-based systems. "Big Data" refer to dynamic, large, structured and unstructured volumes of data generated from traditional data sources, machine generated data and social data. Big data comes from many sources, in many formats. "Big Data Management" is the organization, administration and governance of large volumes of both structured and unstructured data. "Knowledge Management (KM)" is the process of creating, sharing, using and managing the knowledge and information of an organization. Case-Based Reasoning could be considered as a methodology for knowledge management. This paper describes the role that play Big Data and Knowledge Management for building a CBR system. We will discuss the Big Data phenomenon and its benefits and challenges.
引用
收藏
页码:164 / 173
页数:10
相关论文
共 50 条
  • [1] Knowledge management in case-based reasoning
    Althoff, Klaus-Dieter
    Weber, Rosina O.
    [J]. KNOWLEDGE ENGINEERING REVIEW, 2005, 20 (03): : 305 - 310
  • [2] Case-Based Reasoning (CBR) and Robotics
    Demigha, Souad
    [J]. PROCEEDINGS OF THE EUROPEAN CONFERENCE ON THE IMPACT OF ARTIFICIAL INTELLIGENCE AND ROBOTICS (ECIAIR 2019), 2019, : 106 - 112
  • [3] Introspective learning to build case-based reasoning (CBR) knowledge containers
    Craw, S
    [J]. MACHINE LEARNING AND DATA MINING IN PATTERN RECOGNITION, PROCEEDINGS, 2003, 2734 : 1 - 6
  • [4] Case-based reasoning used in knowledge management
    Zhang, GQ
    Deng, GS
    Xu, W
    [J]. THIRD INTERNATIONAL CONFERENCE ON ELECTRONIC COMMERCE ENGINEERING: DIGITAL ENTERPRISES AND NONTRADITIONAL INDUSTRIALIZATION, 2003, : 500 - 503
  • [5] The application of case-based reasoning in knowledge management
    Wang, FK
    [J]. ED-MEDIA 2004: WORLD CONFERENCE ON EDUCATIONAL MULTIMEDIA, HYPERMEDIA & TELECOMMUNICATIONS, VOLS. 1-7, 2004, : 554 - 559
  • [6] Mining sparse and big data by case-based reasoning
    Perner, Petra
    [J]. KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS 18TH ANNUAL CONFERENCE, KES-2014, 2014, 35 : 19 - 33
  • [7] A new model of case-based reasoning (CBR)
    Kang, K
    Wang, XJ
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, VOLS 1 AND 2, 2004, : 331 - 336
  • [8] Human-centered CBR: Integrating case-based reasoning with knowledge construction and extension
    Leake, DB
    [J]. CASE-BASED REASONING RESEARCH AND DEVELOPMENT, PROCEEDINGS, 2003, 2689 : 1 - 1
  • [9] Using case-based reasoning to support operational knowledge management
    Valente, G
    Rigallo, A
    [J]. ENGINEERING KNOWLEDGE IN THE AGE OF THE SEMANTIC WEB, PROCEEDINGS, 2004, 3257 : 471 - 473
  • [10] Dynamic Management of the Organizational Knowledge Using Case-Based Reasoning
    Santos, Viviane
    Cortes, Mariela
    Brasil, Marcia
    [J]. EVALUATION OF NOVEL APPROACHES TO SOFTWARE ENGINEERING, 2010, 69 : 220 - 233