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185
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APAL
2006
15 years 6 months ago
2006
For a long time people have been trying to develop probability theory starting from `finite' events rather than collections of infinite events. In this way one can find natura...
147
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FOCM
2006
15 years 6 months ago
2006
In this paper, we study an online learning algorithm in Reproducing Kernel Hilbert Spaces (RKHS) and general Hilbert spaces. We present a general form of the stochastic gradient m...
160
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MSCS
2008
15 years 6 months ago
2008
The idea of coercive subtyping, a theory of abbreviation for dependent type theories, is incorporated into the polymorphic type system in functional programming languages. The tra...
174
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PAA
2008
15 years 6 months ago
2008
Abstract In this paper we present a new method for Joint Feature Selection and Classifier Learning (JFSCL) using a sparse Bayesian approach. These tasks are performed by optimizing...
168
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JDWM
2007
15 years 6 months ago
2007
Nowadays, multi-label classification methods are increasingly required by modern applications, such as protein function classification, music categorization and semantic scene cla...