37 citations · 78 across the 7 of their papers we have counts for
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cs.LG2020
Kernel Ridge Regression Using Importance Sampling with Application to Seismic Response Prediction
Farhad Pourkamali-Anaraki, Mohammad Amin Hariri-Ardebili, Lydia Morawiec
Scalable kernel methods, including kernel ridge regression, often rely on low-rank matrix approximations using the Nystrom method, which involves selecting landmark points from lar…
cs.LG2020★ 22 cited
Scalable Spectral Clustering with Nystrom Approximation: Practical and Theoretical Aspects
Farhad Pourkamali-Anaraki
Spectral clustering techniques are valuable tools in signal processing and machine learning for partitioning complex data sets. The effectiveness of spectral clustering stems from…