Intelligent knowledge[electronic res...
Shi, Yong.

 

  • Intelligent knowledge[electronic resource] :a study beyond data mining /
  • 紀錄類型: 書目-電子資源 : Monograph/item
    杜威分類號: 006.312
    書名/作者: Intelligent knowledge : a study beyond data mining // by Yong Shi ... [et al.].
    其他作者: Shi, Yong.
    出版者: Berlin, Heidelberg : : Springer Berlin Heidelberg :, 2015.
    面頁冊數: xvi, 150 p. : : ill. (some col.), digital ;; 24 cm.
    Contained By: Springer eBooks
    標題: Data mining.
    標題: Big data.
    標題: Economics/Management Science.
    標題: IT in Business.
    標題: Non-Profit Enterprises/Corporate Social Responsibility.
    標題: Business Mathematics.
    ISBN: 9783662461938 (electronic bk.)
    ISBN: 9783662461921 (paper)
    內容註: Dedication -- Preface -- Data Mining and Knowledge Management -- Foundations of Intelligent Knowledge Management -- Intelligent Knowledge and Habitual Domain -- Domain Driven Intelligent Knowledge Discovery -- Knowledge-Incorporated Multiple Criteria Linear Programming Classifiers -- Knowledge Extraction from Support Vector Machines -- Intelligent Knowledge Acquisition and Application in Customer Churn -- Intelligent Knowledge Management in Expert Mining in Traditional Chinese Medicines.
    摘要、提要註: This book is mainly about an innovative and fundamental method called "intelligent knowledge" to bridge the gap between data mining and knowledge management, two important fields recognized by the information technology (IT) community and business analytics (BA) community respectively. The book includes definitions of the "first-order" analytic process, "second-order" analytic process and intelligent knowledge, which have not formally been addressed by either data mining or knowledge management. Based on these concepts, which are especially important in connection with the current Big Data movement, the book describes a framework of domain-driven intelligent knowledge discovery. To illustrate its technical advantages for large-scale data, the book employs established approaches, such as Multiple Criteria Programming, Support Vector Machine and Decision Tree to identify intelligent knowledge incorporated with human knowledge. The book further shows its applicability by means of real-life data analyses in the contexts of internet business and traditional Chinese medicines.
    電子資源: http://dx.doi.org/10.1007/978-3-662-46193-8
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