A Data Mining Based Approach to a Firm’s Marketing Channel

作者: Esra Kahya Ozyirmidokuz , Kumru Uyar , Mustafa Hakan Ozyirmidokuz

DOI: 10.1016/S2212-5671(15)00975-2

关键词:

摘要: Abstract Firms need to collect and analyze marketing data in order have a competitive advantage the sector. The aim of this research is extract knowledge from an international firm's channel improve efficiency system. Cross Industry Standard Process for Data Mining (CRISP-DM) used survey data. are clustered by applying Kohonen Self Organizing Map (SOM) reduce attributes. Anomaly detection analysis applied. We generate C5.0 Decision Tree (DT) model predicting firms’ complaints with very high accuracy. rules also extracted.

参考文章(29)
Johannes Gehrke, Data Mining with Decision Trees. international conference on data engineering. pp. 696- ,(2000)
Stephen Smith, Kurt Thearling, Alex Berson, Building Data Mining Applications for CRM ,(1999)
Peter Duchessi, Eitel J.M. Lauría, Decision tree models for profiling ski resorts' promotional and advertising strategies and the impact on sales Expert Systems With Applications. ,vol. 40, pp. 5822- 5829 ,(2013) , 10.1016/J.ESWA.2013.05.017
Ningrong Lei, Seung Ki Moon, A Decision Support System for market-driven product positioning and design Decision Support Systems. ,vol. 69, pp. 82- 91 ,(2015) , 10.1016/J.DSS.2014.11.010
Gabriel Gómez-Pérez, José D. Martín-Guerrero, Emilio Soria-Olivas, Emili Balaguer-Ballester, Alberto Palomares, Nicolás Casariego, Assigning discounts in a marketing campaign by using reinforcement learning and neural networks Expert Systems With Applications. ,vol. 36, pp. 8022- 8031 ,(2009) , 10.1016/J.ESWA.2008.10.064
Alvaro Julio Cuadros, Victoria Eugenia Domínguez, Customer segmentation model based on value generation for marketing strategies formulation Estudios Gerenciales. ,vol. 30, pp. 25- 30 ,(2014) , 10.1016/J.ESTGER.2014.02.005
Otilia Elena Dragomir, Florin Dragomir, Marian Radulescu, Matlab Application of Kohonen Self-organizing Map to Classify Consumers’ Load Profiles Procedia Computer Science. ,vol. 31, pp. 474- 479 ,(2014) , 10.1016/J.PROCS.2014.05.292
David L. Olson, Bongsug(Kevin) Chae, Direct marketing decision support through predictive customer response modeling decision support systems. ,vol. 54, pp. 443- 451 ,(2012) , 10.1016/J.DSS.2012.06.005