A knowledge creation innovation for Web-Knowledge-Base System using knowledge management, and data and knowledge engineering

Patcharaporn Paokanta, Napat Harnpornchai, Michele Ceccarelli

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

In the inference engine implementation of Knowledge Innovation such as Web-Knowledge-Based System (KBS), Data and Knowledge Engineering Technology (DKET) called Ensemble Learning is widely selected to manage and create the specific knowledge in both Tacit and Explicit knowledge. By the concept of this approach is the combination of data sets or Knowledge Discovery in Database methods for training or testing the developed system. This method is applied to develop several software systems especially, intelligent system, Knowledge Management System etc. In this paper, CBR-C5.0-CART Web-Knowledge-Based System is proposed in term of theory and application based on the incomplete information problem of medical diagnosis (Thalassemia: a kind of genetic disorder) using Knowledge Management processes. Moreover, Systems Thinking is presented to create the novel knowledge such as the new methodology in form of the system analysis and design presented by the framework. The results of this study reveal that the accuracy percentages of C5.0, CART and CBR-C5.0-CART based on expert opinion are 84.25, 77.17 and 76.38 respectively. On the other hand, the result of CBR-C5.0-CART without expert opinion is 89.76. In the future, the time series data related to this disease will be collected for constructing the Web-KBS and the obtained result will be compared to discover the best algorithm.

Original languageEnglish
Title of host publicationProceedings of the 15th European Conference on Knowledge Management, ECKM 2014
PublisherAcademic Conferences Limited
Pages1255-1264
Number of pages10
Volume3
ISBN (Electronic)9781910309346, 9781910309346, 9781910309353, 9781910309353, 9781910309353
ISBN (Print)9781910309346, 9781910309346, 9781910309346
Publication statusPublished - 1 Jan 2014
Externally publishedYes
EventProceedings of the 15th European Conference on Knowledge Management, ECKM 2014 - Santarem, Portugal
Duration: 4 Sep 20145 Sep 2014

Other

OtherProceedings of the 15th European Conference on Knowledge Management, ECKM 2014
CountryPortugal
CitySantarem
Period4/9/145/9/14

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Keywords

  • Data and knowledge engineering technology (DKET)
  • Ensemble learning
  • Knowledge creation innovation
  • Knowledge management processes and systems thinking
  • Knowledge management theories
  • Web-knowledge-based system (web-KBS)

ASJC Scopus subject areas

  • Information Systems and Management
  • Management Science and Operations Research

Cite this

Paokanta, P., Harnpornchai, N., & Ceccarelli, M. (2014). A knowledge creation innovation for Web-Knowledge-Base System using knowledge management, and data and knowledge engineering. In Proceedings of the 15th European Conference on Knowledge Management, ECKM 2014 (Vol. 3, pp. 1255-1264). Academic Conferences Limited.