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Analysis of structural change point in multivariate regression models: An application on IT productivity impact

机译:多元回归模型结构变化点分析:对其生产力影响的应用

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In many fields of empirical science, theories have been proposed arguing that behavioral relationships change over time. There are many possible ways in which parameters of regression models are assumed to change. With better understanding of how parameters change, estimation and testing procedures for various structural changes can be developed. This paper uses an exploratory way by augmenting the multivariate regression framework with data mining to study the less understood structural change concept by examining the effects of IT investments on industry profiles. It explores the shifting of industry boundaries over the past 17 years (1990-2006) in Australia.
机译:在许多经验科学领域,已经提出了理论,争论行为关系随着时间的推移而变化。假设存在回归模型参数的可能方法进行改变。通过更好地理解各种结构变化的参数改变,估计和测试程序如何。本文通过使用数据挖掘增强多元回归框架来研究较少理解的结构变化概念来使用探索性的方式来研究IT投资对行业概况的影响。它探讨了过去17年(1990-2006)在澳大利亚的行业界限的转变。

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