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Information theoretics-based technoeconomic forecasting: application to telecommunication service industry

机译:基于信息论的技术经济预测:在电信服务行业中的应用

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摘要

Addressed in this paper is an information-theoretics inspired econometric approach to evolve a forecast model on the growth profiles of telecommunication services. It includes cohesively, both the profile of user-economics as well as the technological framework of service providers; and the forecasting suite is built on the basis of information-theoretics considerations. It refers to a modified Fisher-Kaysen method that accounts for "free-market" principles and uses entropy (stochastic) details of differential changes in the short-run (state) variables of the growth function. Further, the principle of proportional fairness is appropriately invoked and the heuristics of users' willingness-to-pay for the network resources allocated to them is presumed. A few simulation examples using real-world data are furnished to validate the forecast algorithm developed. The computed results on forecasting presented depict a "cone-of-forecast" in the ex ante regime of the examples considered. Relevance of this method to modern aspects of managerial approach and market penetration vis-a-vis forecast trends is indicated. Shortcomings of the method are identified.
机译:本文探讨的是一种受信息理论启发的计量经济学方法,可用于发展有关电信服务增长概况的预测模型。它紧密地包括用户经济学的概况以及服务提供商的技术框架;预测套件是基于信息理论的考虑而构建的。它是指经过修正的Fisher-Kaysen方法,该方法考虑了“自由市场”原理,并使用了增长函数的短期(状态)变量中差异变化的熵(随机)细节。此外,适当地引用了比例公平的原理,并假定了用户为分配给他们的网络资源支付意愿的试探法。提供了一些使用实际数据的模拟示例,以验证开发的预测算法。给出的预测计算结果在所考虑示例的事前机制中描绘了“预测锥”。指出了这种方法与管理方法和市场渗透率相对于预测趋势的现代方面的相关性。确定了该方法的缺点。

著录项

  • 来源
    《Netnomics》 |2012年第1期|45-78|共34页
  • 作者单位

    Department of Computer and Electrical Engineering & Computer Science, College of Engineering & Computer Science, Florida Atlantic University, 777 Glades Road, Boca Raton, FL 33431, USA;

    Department of Computer and Electrical Engineering & Computer Science, College of Engineering & Computer Science, Florida Atlantic University, 777 Glades Road, Boca Raton, FL 33431, USA;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    forecasting; entropy; information-theoretics; regression techniques; fair-proportioning algorithm;

    机译:预测;熵;信息理论回归技术;公平比例算法;
  • 入库时间 2022-08-18 01:19:02

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