Practical selection of SVM parameters and noise estimation for SVM regression

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

Computing, Computer Science, Data Mining +11

The Elements of Statistical Learning: Data Mining, Inference, and Prediction

Zigang Lu · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2010 · 12.8K citations

Computing, Computer Science, Data Science +12

Robust Estimation of a Location Parameter

Peter J. Huber · The Annals of Mathematical Statistics · 1964 · 7K citations · Full text

Business, Decision Sciences, Spatial Statistics +14

Advances in kernel methods: support vector learning

Bernhard Schölkopf, Christopher J. C. Burges, Alexander J. Smola · 1999 · 5.8K citations

Computing, Computer Science, Data Mining +16