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ECML
2000
Springer
15 years 3 months ago
Layered Learning
We examine how a network of many knowledge layers can be constructed in an on-line manner, such that the learned units represent building blocks of knowledge that serve to compres...
Peter Stone, Manuela M. Veloso
ICANN
2007
Springer
15 years 5 months ago
A Two-Layer ICA-Like Model Estimated by Score Matching
Abstract. Capturing regularities in high-dimensional data is an important problem in machine learning and signal processing. Here we present a statistical model that learns a nonli...
Urs Köster, Aapo Hyvärinen
ICC
2009
IEEE
152views Communications» more  ICC 2009»
15 years 5 months ago
On Concurrent Multipath Transfer in SCTP-Based Handover Scenarios
Abstract—Handling mobility at the transport layer is a promising approach to achieve seamless handover in the context of heterogeneous wireless access networks. In particular, fe...
Lukasz Budzisz, Ramon Ferrús, Ferran Casade...
JCP
2006
83views more  JCP 2006»
14 years 11 months ago
Concurrent Failures and Redundant Protection Problem in Hierarchical GMPLS Networks
The generalized multiprotocol label switching (GMPLS) networks attain a hierarchical structure, and each layer maintains an independent protection mechanism, resulting in redundant...
Sung-eok Jeon
COLT
1993
Springer
15 years 3 months ago
Lower Bounds on the Vapnik-Chervonenkis Dimension of Multi-Layer Threshold Networks
We consider the problem of learning in multilayer feed-forward networks of linear threshold units. We show that the Vapnik-Chervonenkis dimension of the class of functions that ca...
Peter L. Bartlett