TY  - JOUR
A1  - Gairing, Jan
A1  - Högele, Michael
A1  - Kosenkova, Tetiana
T1  - Transportation distances and noise sensitivity of multiplicative Levy SDE with applications
JF  - Stochastic processes and their application
N2  - This article assesses the distance between the laws of stochastic differential equations with multiplicative Levy noise on path space in terms of their characteristics. The notion of transportation distance on the set of Levy kernels introduced by Kosenkova and Kulik yields a natural and statistically tractable upper bound on the noise sensitivity. This extends recent results for the additive case in terms of coupling distances to the multiplicative case. The strength of this notion is shown in a statistical implementation for simulations and the example of a benchmark time series in paleoclimate.
KW  - Stochastic differential equations
KW  - Multiplicative Levy noise
KW  - Levy type processes
KW  - Heavy-tailed distributions
KW  - Model selection
KW  - Wasserstein distance
KW  - Time series
Y1  - 2017
U6  - https://doi.org/10.1016/j.spa.2017.09.003
SN  - 0304-4149
SN  - 1879-209X
VL  - 128
IS  - 7
SP  - 2153
EP  - 2178
PB  - Elsevier
CY  - Amsterdam
ER  - 
TY  - JOUR
A1  - Baayen, Harald R.
A1  - Vasishth, Shravan
A1  - Kliegl, Reinhold
A1  - Bates, Douglas
T1  - The cave of shadows: Addressing the human factor with generalized additive mixed models
JF  - Journal of memory and language
KW  - Generalized additive mixed models
KW  - Within-experiment adaptation
KW  - Autocorrelation
KW  - Experimental time series
KW  - Confirmatory versus exploratory data analysis
KW  - Model selection
Y1  - 2017
U6  - https://doi.org/10.1016/j.jml.2016.11.006
SN  - 0749-596X
SN  - 1096-0821
VL  - 94
SP  - 206
EP  - 234
PB  - Elsevier
CY  - San Diego
ER  -