Understanding Kernel Ridge Regression: Common behaviors from simple functions to density functionals

Kevin Vu, John Snyder, 3 Li Li, Matthias Rupp, Brandon F. Chen, Tarek Khelif, Klaus-Robert Müller, 6 and Kieron Burke 5 Department of Physics and Astronomy, University of California, Irvine, CA 92697 Machine Learning Group, Technical University of Berlin, 10587 Berlin, Germany Max Planck Institute of Microstructure Physics, Weinberg 2, 06120 Halle (Saale), Germany Department of Chemistry, University of Basel, Klingelbergstr. 80, 4056 Basel, Switzerland Department of Chemistry, University of California, Irvine, CA 92697 Department of Brain and Cognitive Engineering, Korea University, Anam-dong, Seongbuk-gu, Seoul 136-713, Korea (Dated: January 29, 2015)