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Gunnar Rätsch, Dr.
Publications
Using Support Vector Machines for Time Series Prediction
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Gabriele Schweikert, Christian Widmer, Bernhard Schölkopf, and Gunnar Rätsch (2008)
An empirical Analysis of Domain Adaptation Algorithms
In: Proc. NIPS 2008. Advances in Neural Information Processing Systems.
We study the problem of domain transfer for a supervised classification task in mRNA splicing. We consider a number of recent domain transfer methods from machine learning, including some that are novel, and evaluate them on genomic sequence data from model organisms of varying evolutionary distance. We find that in cases where the organisms are not closely related, the use of domain adaptation methods can help improve classification performance.
accepted
The group will join the Sloan-Kettering Institute in New York City in January 2012
