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1 - Asymptotics of Polynomial Time Trend Estimation and Hypothesis Testing under Rank Deficiency

from Part I - Trend Determination, Asset Price Bubbles, and Factor-Augmented Regressions

Published online by Cambridge University Press:  20 February 2025

Shuping Shi
Affiliation:
Macquarie University, Sydney
Xiaohu Wang
Affiliation:
Fudan University, Shanghai
Tao Zeng
Affiliation:
Zhejiang University, China
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Summary

Limit theory is developed for least squares regression estimation of a model involving time trend polynomials and a moving average error process with a unit root. Models with these features can arise from data manipulation such as overdifferencing and model features such as the presence of multicointegration. The impact of such features on the asymptotic equivalence of least squares and generalized least squares is considered. Problems of rank deficiency that are induced asymptotically by the presence of time polynomials in the regression are also studied, focusing on the impact that singularities have on hypothesis testing using Wald statistics and matrix normalization. The chapter is largely pedagogical but contains new results, notational innovations, and procedures for dealing with rank deficiency that are useful in cases of wider applicability.

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Chapter
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Financial Econometrics
Theory and Applications
, pp. 3 - 29
Publisher: Cambridge University Press
Print publication year: 2025

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