Learning and Invariance in a Family of Hierarchical Kernels

Understanding invariance and discrimination properties of hierarchical models is arguably the key to understanding how and why such models, of which the the mammalian visual system is one instance, can lead to good generalization properties and reduce the sample complexity of a given learning task....

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Bibliographic Details
Main Authors: Wibisono, Andre, Bouvrie, Jake, Rosasco, Lorenzo, Poggio, Tomaso
Other Authors: Tomaso Poggio
Published: 2010
Subjects:
Online Access:http://hdl.handle.net/1721.1/57464