A review of data mining in knowledge management: applications/findings for transportation of small and medium enterprises

被引：0
作者：
Siti Aishah Mohd Selamat
Simant Prakoonwit
Wajid Khan
机构：
[1] Bournemouth University,Faculty of Science and Technology
来源：
SN Applied Sciences | 2020年 / 2卷
关键词：
Knowledge management; Data mining; SMEs; Transportation; Data mining models; Knowledge;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
A core subfield of knowledge management (KM) and data mining (DM) constitutes an integral part of the knowledge discovery in database process. With the explosion of information in the new digital age, research studies in the DM and KM continue to heighten up in the business organisations, especially so, for the small and medium enterprises (SMEs). DM is crucial in supporting the KM application as it processes the data to useful knowledge and KM role next, is to manage these knowledge assets within the organisation systematically. At the comprehensive appraisal of the large enterprise in the transportation sector and the SMEs across various industries—it was gathered that there is limited research case study conducted on the application of DM–KM on the transportation SMEs in specific. From the extensive review of the case studies, it was uncovered that majority of the organisations are not leveraging on the use of tacit knowledge and that the SMEs are adopting a more traditional use of ICTs to its KM approach. In addition, despite DM–KM is being widely implemented—the case studies analysis reveals that there is a limitation in the presence of an integrated DM–KM assessment to evaluate the outcome of the DM–KM application. This paper concludes that there is a critical need for a novel DM–KM assessment plan template to evaluate and ensure that the knowledge created and implemented are usable and relevant, specifically for the SMEs in the transportation sector. Therefore, this research paper aims to carry out an in-depth review of data mining in knowledge management for SMEs in the transportation industry.
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  • [11] de Long DW(2010)Strategic knowledge management in aerospace industries: a case study Aircr Eng Aerosp Technol 82 60-412
  • [12] Beers MC(2012)Financial early warning system model and data mining application for risk detection Exp Syst Appl 39 6238-166
  • [13] Durst S(2012)Assessing credit risk: an application of data mining in a rural bank Procedia Econ Finance 4 406-146
  • [14] Edvardsson IR(2010)A survey of data mining and knowledge discovery process models and methodologies Knowl Eng Rev 25 137-68
  • [15] Enshassi A(2015)Knowledge management and innovation in knowledge-based and high-tech industrial markets: the role of openness and absorptive capacity Ind Market Manag 47 143-1435
  • [16] Falouji I(2012)Big data: the management revolution Harvard Bus Rev 90 60-128
  • [17] Alkilani S(2010)Application of association rules in Iranian Railways (RAI) accident data analysis Saf Sci 48 1427-1980
  • [18] Sundermeieri M(2017)Data mining techniques applied to a manufacturing SME Procedia CIRP 62 123-33
  • [19] Evangelista P(2016)Investigating the demand for short-shelf life food products for SME wholesalers Int J Soc Behav Educ Econ Manag Eng 9 1976-222
  • [20] Esposito E(2015)An antifraud system for tourism SMEs in the context of electronic operations with credit cards Am J Intell Syst 5 27-422
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