3 papers
stat.ML2026
Regular Fourier Features for Nonstationary Gaussian Processes
Arsalan Jawaid, Abdullah Karatas, Jörg Seewig
Simulating a Gaussian process requires sampling from a high-dimensional Gaussian distribution, which scales cubically with the number of sample locations. Spectral methods address…
stat.ME2024
Surface data imputation with stochastic processes
Arsalan Jawaid, Samuel Schmidt, Marvin Lotz +1
Spurious measurements frequently occur in surface data from technical components. Excluding or ignoring these spurious points may lead to incorrect surface characterization if thes…
eess.SP2024
Feature Characterization for Profile Surface Texture
Alexander Müller, Matthias Eifler, Arsalan Jawaid +1
Conventional field parameters for surface measurement use all data points, while feature characterization focuses on subsets extracted by watershed segmentation. This approach enab…