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Published in: Neural Computing and Applications 14/2021

30-04-2020 | S. I : Intelligent Computing Methodologies in Machine learning for IoT Applications

RETRACTED ARTICLE: Design and implementation of bank CRM system based on decision tree algorithm

Authors: Caixia Chen, Liwei Geng, Sheng Zhou

Published in: Neural Computing and Applications | Issue 14/2021

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Abstract

With the rapid development of the national economy, the level of informationization and office automation of banks has gradually increased. At the same time, with the development of bank management concepts, the traditional bank customer relationship management (CRM) method has been unable to meet the basic needs of bank development. The purpose of this paper is to design and implement a bank CRM system based on decision tree algorithm. This paper uses decision tree technology, data preprocessing, and other technologies for data mining. Based on the mining results, a customer relationship management system is designed based on the scalability and maintainability of the system. Finally, the system is designed, implemented, and performed functional tests. The experimental results show that the system can fully exploit the consumer demand and consumption habits of existing customers and improve customer satisfaction. In addition, it can adapt to the complex banking information system environment, with sufficient computing power and high accuracy can provide valuable information for bank decision makers. The data mining performance of the system was tested, and the time for running 1 million data volumes was 650 s. It can be seen that the system has excellent running performance.

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Literature
1.
go back to reference Liang S, Chen J, Wu B (2015) Extracting rubber plantation with decision tree model based on object-oriented method. J Remote Sens 19(3):485–494 Liang S, Chen J, Wu B (2015) Extracting rubber plantation with decision tree model based on object-oriented method. J Remote Sens 19(3):485–494
2.
go back to reference Omar ZA, Na CS, Sentian A et al (2018) Decision tree for pre-graft orthodontic treatment: a case study of cleft lip and palate patients in the West Coast of Sabah. Adv Sci Lett 24(2):1398–1401CrossRef Omar ZA, Na CS, Sentian A et al (2018) Decision tree for pre-graft orthodontic treatment: a case study of cleft lip and palate patients in the West Coast of Sabah. Adv Sci Lett 24(2):1398–1401CrossRef
3.
go back to reference Bennema SC, Molento MB, Scholte RG (2017) Modelling the spatial distribution of Fasciola hepatica in bovines using decision tree, logistic regression and GIS query approaches for Brazil. Parasitology 144(13):1–9CrossRef Bennema SC, Molento MB, Scholte RG (2017) Modelling the spatial distribution of Fasciola hepatica in bovines using decision tree, logistic regression and GIS query approaches for Brazil. Parasitology 144(13):1–9CrossRef
4.
go back to reference Abpeykar S, Ghatee M (2019) An ensemble of RBF neural networks in decision tree structure with knowledge transferring to accelerate multi-classification. Neural Comput Appl 31:7131–7151CrossRef Abpeykar S, Ghatee M (2019) An ensemble of RBF neural networks in decision tree structure with knowledge transferring to accelerate multi-classification. Neural Comput Appl 31:7131–7151CrossRef
5.
go back to reference Hateffard F, Dolati P, Heidari A (2019) Assessing the performance of decision tree and neural network models in mapping soil properties. J Mater Sci 16(8):1833–1847 Hateffard F, Dolati P, Heidari A (2019) Assessing the performance of decision tree and neural network models in mapping soil properties. J Mater Sci 16(8):1833–1847
6.
go back to reference Berka P (2015) Knowledge discovery in databases and data mining. Am Sci 7(4):197–198 Berka P (2015) Knowledge discovery in databases and data mining. Am Sci 7(4):197–198
7.
go back to reference Sorour S, Goda K, Mine T (2017) Comment data mining to estimate student performance considering consecutive lessons. J Educ Technol Soc 20(1):73–86 Sorour S, Goda K, Mine T (2017) Comment data mining to estimate student performance considering consecutive lessons. J Educ Technol Soc 20(1):73–86
8.
go back to reference Kadge S, Khan U, Thange A et al (2016) Sales and invoice management system with analysis of customer behaviour. Int J Comput Appl 136(10):1–7 Kadge S, Khan U, Thange A et al (2016) Sales and invoice management system with analysis of customer behaviour. Int J Comput Appl 136(10):1–7
9.
go back to reference Metodología de trabajo (2016) Use of customer relationship management to improve healthcare for citizens: the 24 h Andalusian Health Service: healthline. Gac Sanit 30(5):397–400 Metodología de trabajo (2016) Use of customer relationship management to improve healthcare for citizens: the 24 h Andalusian Health Service: healthline. Gac Sanit 30(5):397–400
10.
go back to reference Wang S, Cavusoglu H, Deng Z (2016) Early mover advantage in e-commerce platforms with low entry barriers: the role of customer relationship management capabilities. Inf Manag 53(2):197–206CrossRef Wang S, Cavusoglu H, Deng Z (2016) Early mover advantage in e-commerce platforms with low entry barriers: the role of customer relationship management capabilities. Inf Manag 53(2):197–206CrossRef
11.
go back to reference Bhat SA, Darzi MA (2016) Customer relationship management: an approach to competitive advantage in the banking sector by exploring the mediational role of loyalty. Int J Bank Market 34(3):388–410CrossRef Bhat SA, Darzi MA (2016) Customer relationship management: an approach to competitive advantage in the banking sector by exploring the mediational role of loyalty. Int J Bank Market 34(3):388–410CrossRef
12.
go back to reference Alquthami T, Meliopoulos APS (2018) Smart house management and control without customer inconvenience. IEEE Trans Smart Grid 9(4):2553–2562CrossRef Alquthami T, Meliopoulos APS (2018) Smart house management and control without customer inconvenience. IEEE Trans Smart Grid 9(4):2553–2562CrossRef
13.
go back to reference Trenberth KE, Marquis M, Zebiak S (2016) The vital need for a climate information system. Nat Clim Change 6(12):1057–1059CrossRef Trenberth KE, Marquis M, Zebiak S (2016) The vital need for a climate information system. Nat Clim Change 6(12):1057–1059CrossRef
14.
go back to reference Lavbič D, Lajovic I, Krisper M (2018) Facilitating information system development with panoramic view on data. Comput Sci Inf Syst 7(4):737–767CrossRef Lavbič D, Lajovic I, Krisper M (2018) Facilitating information system development with panoramic view on data. Comput Sci Inf Syst 7(4):737–767CrossRef
15.
go back to reference Dunstan L (2019) The national coronial information system: saving lives through the power of data. Aust Econ Rev 52(2):247–254CrossRef Dunstan L (2019) The national coronial information system: saving lives through the power of data. Aust Econ Rev 52(2):247–254CrossRef
16.
go back to reference You J, Wang J, You X (2017) Information system improvement based on quality engineering method. J Tongji Univ 45(3):434–439 You J, Wang J, You X (2017) Information system improvement based on quality engineering method. J Tongji Univ 45(3):434–439
17.
go back to reference Bayati S, Bastani P, Sagheb ZM et al (2017) The performance implications of pharmacy information system at the university teaching hospitals of Shiraz, Iran: cluster approach. J Adv Pharm Technol Res 8(4):125–130CrossRef Bayati S, Bastani P, Sagheb ZM et al (2017) The performance implications of pharmacy information system at the university teaching hospitals of Shiraz, Iran: cluster approach. J Adv Pharm Technol Res 8(4):125–130CrossRef
18.
go back to reference Varghese V, Krishnan V, Kumar GS (2018) Evaluating pedicle-screw instrumentation using decision-tree analysis based on pullout strength. Asian Spine J 12(4):611–621CrossRef Varghese V, Krishnan V, Kumar GS (2018) Evaluating pedicle-screw instrumentation using decision-tree analysis based on pullout strength. Asian Spine J 12(4):611–621CrossRef
19.
go back to reference Chengcheng D, Jin Q (2016) Gender and credit: illegal financing criminals’ micro individual characteristics-based on analysis of internet data mining. Finance Trade Econ 37(3):78–94 Chengcheng D, Jin Q (2016) Gender and credit: illegal financing criminals’ micro individual characteristics-based on analysis of internet data mining. Finance Trade Econ 37(3):78–94
20.
go back to reference Noone B, Griffin P (2015) Development of an activity-based customer profitability system for yield management. Progress Tour Hosp Res 4(3):279–292CrossRef Noone B, Griffin P (2015) Development of an activity-based customer profitability system for yield management. Progress Tour Hosp Res 4(3):279–292CrossRef
Metadata
Title
RETRACTED ARTICLE: Design and implementation of bank CRM system based on decision tree algorithm
Authors
Caixia Chen
Liwei Geng
Sheng Zhou
Publication date
30-04-2020
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 14/2021
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-020-04959-8

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