Augmentation of Behavioral Analysis Framework for E-Commerce Customers Using MLP-Based ANN

被引:0
作者
Hambarde, Kailash [1 ]
Silahtaroglu, Gokhan [2 ]
Khamitkar, Santosh [1 ]
Bhalchandra, Parag [1 ]
Shaikh, Husen [1 ]
Tamsekar, Pritam [1 ]
Kulkarni, Govind [1 ]
机构
[1] SRTM Univ Nanded, Sch Computat Sci, Nanded, India
[2] IM Univ, Sch Business & Management Sci, Istanbul, Turkey
来源
ADVANCES IN DATA SCIENCE AND MANAGEMENT | 2020年 / 37卷
关键词
Data analytics; Customer behavior analysis; Classification; MLP; ANN;
D O I
10.1007/978-981-15-0978-0_4
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The presented investigations deal with the implementation of data analytics over Turkey-based e-commerce company's data repositories. The main objective is to hunt for classification of the customer's behavior patterns. Artificial neural network (ANN) model was applied over customer's dataset to forecast the customer's purchasing patterns. The result would benefit the marketing department to recognize the targeted customers for specific campaigning activity. The efficiency of ANN models was also tested. The obtained results revealed that the neural network model using back-propagation technique has high accuracy toward customer prediction. The implementations were carried out in R programming environment.
引用
收藏
页码:45 / 50
页数:6
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