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Research output: Working paper
Research output: Working paper
}
TY - UNPB
T1 - exuber
T2 - Recursive Right-Tailed Unit Root Testing with R
AU - Vasilopoulos, Konstantinos
AU - Pavlidis, Efthymios
AU - Martínez-García, Enrique
PY - 2020/5/13
Y1 - 2020/5/13
N2 - This paper introduces the R package exuber for testing and date-stamping periods of mildly explosive dynamics (exuberance) in time series. The package computes test statistics for the supremum ADF test (SADF) of Phillips, Wu, and Yu (2011), the generalized SADF (GSADF) of Phillips, Shi, and Yu (2015a,b), and the panel GSADF proposed by Pavlidis, Yusupova, Paya, Peel, Martinez-Garcia, Mack, and Grossman (2016); generates finite-sample critical values based on Monte Carlo and bootstrap methods; and implements the corresponding date-stamping procedures. The recursive least-squares algorithm that we introduce in our implementation of these techniques utilizes the matrix inversion lemma and in that way achieves significant speed improvements. We illustrate the speed gains in a simulation experiment, and provide illustrations of the package usingartificial series and a panel on international house prices.
AB - This paper introduces the R package exuber for testing and date-stamping periods of mildly explosive dynamics (exuberance) in time series. The package computes test statistics for the supremum ADF test (SADF) of Phillips, Wu, and Yu (2011), the generalized SADF (GSADF) of Phillips, Shi, and Yu (2015a,b), and the panel GSADF proposed by Pavlidis, Yusupova, Paya, Peel, Martinez-Garcia, Mack, and Grossman (2016); generates finite-sample critical values based on Monte Carlo and bootstrap methods; and implements the corresponding date-stamping procedures. The recursive least-squares algorithm that we introduce in our implementation of these techniques utilizes the matrix inversion lemma and in that way achieves significant speed improvements. We illustrate the speed gains in a simulation experiment, and provide illustrations of the package usingartificial series and a panel on international house prices.
KW - Mildly explosive time series
KW - Right-tailed unit root tests
KW - R
M3 - Working paper
T3 - Economics Working Papers Series
BT - exuber
PB - Lancaster University, Department of Economics
CY - Lancaster
ER -