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Efficient Kernel-based Learning for Trees

Published • Jan 1, 2007
NobleIDNI1P52W50R76S29
Authors:
Fabio Aiolli
,
Giovanni Da San Martino
,
Alessandro Sperduti

Abstract

Kernel methods are effective approaches to the modeling of structured objects in learning algorithms. Their major drawback is the typically high computational complexity of kernel functions. This prevents the application of computational demanding algorithms, e.g. support vector machines, on large d...

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