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120
Voted
ML
2002
ACM
15 years 21 days ago
2002
ACM
I describe a framework for interpreting Support Vector Machines (SVMs) as maximum a posteriori (MAP) solutions to inference problems with Gaussian Process priors. This probabilisti...
103
Voted
NDSS
2007
IEEE
15 years 7 months ago
2007
IEEE
Fingerprinting is a widely used technique among the networking and security communities for identifying different implementations of the same piece of networking software running ...
114
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ICML
2009
IEEE
16 years 1 months ago
2009
IEEE
Training principles for unsupervised learning are often derived from motivations that appear to be independent of supervised learning. In this paper we present a simple unificatio...
ICML
2006
IEEE
16 years 1 months ago
2006
IEEE
We introduce the use of learned shaping rewards in reinforcement learning tasks, where an agent uses prior experience on a sequence of tasks to learn a portable predictor that est...
111
Voted
GECCO
2009
Springer
15 years 7 months ago
2009
Springer
In this paper, we evaluate the performance of ten well-known evolutionary and non-evolutionary rule learning algorithms. The comparative study is performed on a real-world classiï...