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Bernhard Schölkopf

Savannah Technical CollegeORCID https://orcid.org/0000-0002-8177-0925

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Impact (2-yr)

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Top Publications

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

Neural Computation19988,015 citationsFirst authorCorresponding

Estimating the Support of a High-Dimensional Distribution

Neural Computation20015,820 citationsFirst authorCorresponding

An introduction to kernel-based learning algorithms

IEEE Transactions on Neural Networks20013,478 citations

New Support Vector Algorithms

Neural Computation20002,793 citationsFirst authorCorresponding

A gene expression map of Arabidopsis thaliana development

Nature Genetics20052,540 citations

Comparing support vector machines with Gaussian kernels to radial basis function classifiers

IEEE Transactions on Signal Processing19971,388 citationsFirst authorCorresponding

Input space versus feature space in kernel-based methods

IEEE Transactions on Neural Networks19991,168 citationsFirst authorCorresponding

Semi-Supervised Learning (Chapelle, O. et al., Eds.; 2006) [Book reviews]

IEEE Transactions on Neural Networks20091,061 citations

Support Vector Machines and Kernels for Computational Biology

PLoS Computational Biology2008712 citations

The connection between regularization operators and support vector kernels

Neural Networks1998622 citations