Association Rules as a Decision Making Model in the Textile Industry
Journal Title: Fibres and Textiles in Eastern Europe - Year 2017, Vol 25, Issue 4
Abstract
Sales process disfunctions in the textile industry are problems that cause loss of customers, incomplete market supply, etc. The objective of the research is to analyse transactions from the textile industry database in order to find patterns in buyers’ behavior and improve the model of decision-making. Association rules, one of the most noticeable data mining techniques, is used as methodology to learn rules and market patterns that occur in sales in the textile industry, which will enhance the decision-making process, by making it more effective and efficient. The Apriori algorithm was applied and open source software Orange was used. It has been shown using a real-life dataset containing 2000 transactions from the textile industry of the South East Europe region that the approach proposed is useful in discovering effective knowledge in data associated with sales. The study reports new interesting rules and the dependence of the following parameters: Support, Confidence, Lift and Leverage on making more customized offers in the textile industry.
Authors and Affiliations
Višnja Istrat, Nenad Lalić
Keywords
Related Articles
- EP ID EP202272
- DOI 10.5604/01.3001.0010.2302
- Views 66
- Downloads 0
Static and Dynamic Mechanical Properties of Cotton/Epoxy Green Composites
A study on the effect of alkaline treatment on the mechanical properties of cotton fabric reinforced epoxy composites is presented in this paper. One hour treatment of cotton fabric was performed using three different co...
Ocena korelacji pomiędzy strukturą i jakością mieszankowych przędz kompaktowych przędzionych dwoma różnymi przędzarkami obrączkowymi
Przędzenie kompaktowe realizowane na zmodyfikowanych przędzarkach obrączkowych jest obecnie najbardziej rozpowszechnioną techniką przędzalniczą, która została wprowadzona na skalę przemysłową dzięki wykorzystaniu podciśn...
Investigation of Staple Yarns Modified by the Physical Vapour Deposition Method
The aim of the researh presented in this paper was to develop a technology for obtaining electrocondauctive yarns using the physical vapour deposition (PVD) technique, as well as methods for testing the yarns. The author...
Development of Electroless Ni-P Coatings on Sisal Fiber
Improving the properties of natural fibers can be interesting from a technological point of view. Modifications can result in a high specific strength, electromagnetic interference (EMI) shielding, antistatic brush etc....
Sound Absorbing Polyester Recycled Nonwovens for the Automotive Industry
The subject of noise has received an increasing amount of attention from scientists, technologists and the public as a whole because a high noise level may determine the quality of human life. Therefore acoustic insulati...