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Customer-Choice behavior modeling with latent perceptual variables

机译:具有潜在感知变量的客户选择行为建模

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摘要

A customer-choice behavior model for analyzing the demand for telecommunications and Internet services is presented. Various new services like IP telephone are intensively offered in the telecommunication market. There is a growing need to forecast the service demands by considering future scenarios. We have proposed a "Scenario Simulation" framework to analyse how market structures adapts to changes in the market. Accurate Scenario Simulation requires using a detailed customer-choice model to capture purchase behavior. Each customer is assumed to choose a service with his or her preferences and decision process. Because there are many services on the market, awareness and perceptions of new services are key points for improving the quality and the accuracy of customer-choice behavior modeling. The modeling methodology that we propose enables us to better explain the demand for "telecommunication and Internet services" using latent perceptual variables such as awareness and perceptions. To demonstrate the methodology, we use an example of forecasting the demand of IP telephone services using original survey data. The application shows the importance of the perceptual variables.
机译:提出了一种用于分析电信和Internet服务需求的客户选择行为模型。电信市场上大量提供IP电话等各种新服务。越来越需要通过考虑将来的情况来预测服务需求。我们提出了一个“方案模拟”框架来分析市场结构如何适应市场的变化。准确的方案模拟需要使用详细的客户选择模型来捕获购买行为。假定每个客户都根据自己的喜好和决策过程选择服务。由于市场上有很多服务,因此对新服务的认识和认识是提高客户选择行为建模的质量和准确性的关键点。我们提出的建模方法使我们能够使用潜在的感知变量(例如感知和感知)更好地解释对“电信和Internet服务”的需求。为了演示该方法,我们使用一个使用原始调查数据预测IP电话服务需求的示例。该应用程序显示了感知变量的重要性。

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