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Bernhard Schölkopf, Prof. Dr.
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MPI for Biological Cybernetics Dept. Schölkopf Spemannstraße 38
72076 Tübingen
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+49-7071-601-551 |
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+49-7071-601-552 |
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211 |
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bernhard.schoelkopf@tuebingen.mpg.de |
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My scientific interests are in the field of inference from empirical data, in particular machine learning and perception. In particular, I
study kernel methods for extracting regularities from high-dimensional data. These regularities are usually statistical ones, however, in recent years I have also become interested in methods for finding causal regularities.
To learn more about our work, you may want to take a look at the
Department Overview from the last report to our scientific advisory board, or at short project reports from the same document:
You can find a list of my publications here. Many of the papers can downloaded; the older ones usually from http://www.kernel-machines.org/.
A starting point is the first chapter of our book Learning with Kernels, available online.
If your interest in machine learning is a mathematical one, you might prefer our review paper in the Annals of Statistics (arXiv link).
For a general audience, I wrote a short high-level introduction in German that appeared in the Jahrbuch of the Max Planck Society.
Click here for a
photograph of a beautiful northern light, which I took a
few years ago from the plane on the way home from NIPS.
Note: I am not very organized with my e-mail; if you want to apply for a
position in my lab, please send your application only to Sabrina.Nielebock@tuebingen.mpg.de.
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