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Classification of switching intentions toward internet telephony services: a quantitative analysis

机译:向互联网电话服务转换意图的分类:定量分析

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摘要

Recent years have witnessed the growing popularity of Internet telephony services (ITSs) in the telecommunications industry. However, most studies of ITSs have focused on technological trends, institutional policies, or advances in related technologies. Although there has been a sharp increase in demand for ITSs, which are increasingly likely to replace existing telephone services, few studies have provided a quantitative analysis of ITSs. This study develops some classification models for predicting consumers' intentions to switch from traditional telephone services to ITSs by adopting data mining methods to analyze switching intentions and using discriminant analysis, logistic regression, classification tree, and neural network techniques to develop the classification models. This study compares these models to identify the superior one, and using the chosen model, the study suggests some customer relationship management strategies that can best address the transition from traditional telephone services to ITSs. The classification model has important practical implications for managers in the telecommunications industry.
机译:近年来,目睹了互联网电话服务(ITS)在电信行业中的日益普及。但是,大多数ITS的研究都集中在技术趋势,机构政策或相关技术的进步上。尽管对ITS的需求急剧增加,这越来越有可能取代现有的电话服务,但是很少有研究对ITS进行定量分析。本研究通过采用数据挖掘方法分析切换意图并使用判别分析,逻辑回归,分类树和神经网络技术来开发分类模型,从而开发出一些预测模型,以预测消费者从传统电话服务向ITS转换的意图。这项研究对这些模型进行了比较,以确定出更好的模型,并使用选择的模型,提出了一些可以最好地解决从传统电话服务到ITS过渡的客户关系管理策略。分类模型对电信行业的管理人员具有重要的实际意义。

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