12 citations · 16 across the 12 of their papers we have counts for
5 papers · 1 filter
Gaussian Approximation for the Moving Averaged Modulus Wavelet Transform and its Variants
Gi-Ren Liu, Yuan-Chung Sheu, Hau-Tieng Wu
The moving average of the complex modulus of the analytic wavelet transform provides a robust time-scale representation for signals to small time shifts and deformation. In this wo…
When Scattering Transform Meets Non-Gaussian Random Processes, a Double Scaling Limit Result
Gi-Ren Liu, Yuan-Chung Sheu, Hau-Tieng Wu
We explore the finite dimensional distributions of the second-order scattering transform of a class of non-Gaussian processes when all the scaling parameters go to infinity simulta…
Asymptotic Analysis of Higher-order Scattering Transform of Gaussian Processes
Gi-Ren Liu, Yuan-Chung Sheu, Hau-Tieng Wu
We analyze the scattering transform with the quadratic nonlinearity (STQN) of Gaussian processes without depth limitation. STQN is a nonlinear transform that involves a sequential…
Multi-scaling Limits for Relativistic Diffusion Equations with Random Initial Data
Gi-Ren Liu, Narn-Rueih Shieh
Let be the spatial-temporal random field arising from the solution of a relativistic diffusion equation with the spatial-fra…
Homogenization of Fractional Kinetic Systems with Random Initial Data
Gi-Ren Liu, Narn-Rueih Shieh
Let be the -valued spatial-temporal random field arising from a certain two-equation system…