A survey of the state of the art in learning the kernels

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

Bernhard Schölkopf, Alexander J. Smola, Klaus‐Robert Müller · Neural Computation · 1998 · 8.1K citations

Computing, Computer Science, Computer Vision +14

Model Selection and Estimation in Regression with Grouped Variables

Ming Yuan, Yi Lin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 7.5K citations · Full text

Business, Biostatistics, Optimization +11

Multitask Learning

Rich Caruana · Machine Learning · 1997 · 6.3K citations · Full text

An overview of statistical learning theory

Vladimir Vapnik · IEEE Transactions on Neural Networks · 1999 · 6.2K citations

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Theory of reproducing kernels

N. Aronszajn · Transactions of the American Mathematical Society · 1950 · 5.4K citations · Full text

Natural Sciences, Mathematics, Computational Geometry +9