Quotation Dündar, Ugurcan, Üney-Yüksektepe, Fadime, Gergin, Zeynep, Emir, Oguz, Gencyilmaz, Mehmet Günes, Cavdarli, Ali Ihsan. 2020. A Decision Support Tool for Classification of Turkish SMEs’ Industry 4.0 Score Levels. Lecture Notes in Mechanical Engineering. 264-276.


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Abstract

The concept of industry 4.0 aims to enhance the employment of digitalization with the help of burst in computer usage after the third major revolution in industry. Hence, to keep up with the new trends in industry, companies should transform their processes into digital platforms. In Turkey, 99.8% of the companies are SMEs, so in order to be in the global economic competition Turkey should enable their SMEs to make the process shifts to digitalization. In this manner, in 2018 a project is initiated by KOSGEB to evaluate the readiness of SMEs and help them for Industry 4.0. As the last step of this project, a decision support tool is created with classification algorithm behind. In this paper, chosen instruments are used to predict the Industry 4.0 score of SMEs that are calculated with previously published algorithm in the scope of the project. In terms of classification, three algorithms are compared with ROC metric. CatBoost algorithm which is specifically created for categorical classification is compared with Support Vector Machine algorithms (SVM and µ-SVM) that performed best in previous research. CatBoost outperformed other algorithms and is used as base classification method in decision support tool. This decision support tool will be used in decision making process of KOSGEB to which companies to help.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Journal article
Journal Lecture Notes in Mechanical Engineering
Language English
Title A Decision Support Tool for Classification of Turkish SMEs’ Industry 4.0 Score Levels
Year 2020
Page from 264
Page to 276
Reviewed? Y
URL http://link.springer.com/content/pdf/10.1007/978-3-030-62784-3_22
DOI http://dx.doi.org/10.1007/978-3-030-62784-3_22
Open Access N

Associations

People
Dündar, Ugurcan (Details)
External
Cavdarli, Ali Ihsan (KOSGEB, Turkey)
Emir, Oguz (Istanbul Kültür University, Turkey)
Gencyilmaz, Mehmet Günes (Istanbul Aydin Universtiy, Turkey)
Gergin, Zeynep (Istanbul Kültür University, Turkey)
Üney-Yüksektepe, Fadime (Istanbul Kültür University, Turkey)
Research areas (ÖSTAT Classification 'Statistik Austria')
5306 Business data processing (Details)
5316 Industrial management (Details)
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