memochange - Testing for Structural Breaks under Long Memory and Testing for
Changes in Persistence
Test procedures and break point estimators for persistent
processes that exhibit structural breaks in mean or in
persistence. On the one hand the package contains the most
popular approaches for testing whether a time series exhibits a
break in persistence from I(0) to I(1) or vice versa, such as
those of Busetti and Taylor (2004) and Leybourne, Kim, and
Taylor (2007). The approach by Martins and Rodrigues (2014),
which allows to detect changes from I(d1) to I(d2) with d1 and
d2 being non-integers, is included as well. In case the tests
reject the null of constant persistence, various breakpoint
estimators are available to detect the point of the break as
well as the order of integration in the two regimes. On the
other hand the package contains the most popular approaches to
test for a change-in-mean of a long-memory time series, which
were recently reviewed by Wenger, Leschinski, and Sibbertsen
(2018). These include memory robust versions of the CUSUM,
sup-Wald, and Wilcoxon type tests. The tests either utilize
consistent estimates of the long-run variance or a self
normalization approach in their test statistics. Betken (2016)
<doi:10.1111/jtsa.12187> Busetti and Taylor (2004)
<doi:10.1016/j.jeconom.2003.10.028> Dehling, Rooch and Taqqu
(2012) <doi:10.1111/j.1467-9469.2012.00799.x> Harvey, Leybourne
and Taylor (2006) <doi:10.1016/j.jeconom.2005.07.002> Horvath
and Kokoszka (1997) <doi:10.1016/S0378-3758(96)00208-X> Hualde
and Iacone (2017) <doi:10.1016/j.econlet.2016.10.014> Iacone,
Leybourne and Taylor (2014) <doi:10.1111/jtsa.12049> Leybourne,
Kim, Smith, and Newbold (2003)
<doi:10.1111/1368-423X.t01-1-00110> Leybourne and Taylor (2004)
<doi:10.1016/j.econlet.2003.12.015> Leybourne, Kim, and Taylor
(2007): <doi:10.1111/j.1467-9892.2006.00517.x> Martins and
Rodrigues (2014) <doi:10.1016/j.csda.2012.07.021> Shao (2011)
<doi:10.1111/j.1467-9892.2010.00717.x> Sibbertsen and Kruse
(2009) <doi:10.1111/j.1467-9892.2009.00611.x> Wang (2008)
<doi:10.1080/00949650701216604> Wenger, Leschinski and
Sibbertsen (2018) <doi:10.1016/j.econlet.2017.12.007>.