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ICML
2009
IEEE
16 years 4 months ago
Route kernels for trees
Almost all tree kernels proposed in the literature match substructures without taking into account their relative positioning with respect to one another. In this paper, we propos...
Fabio Aiolli, Giovanni Da San Martino, Alessandro ...
ICML
2005
IEEE
16 years 4 months ago
Weighted decomposition kernels
We introduce a family of kernels on discrete data structures within the general class of decomposition kernels. A weighted decomposition kernel (WDK) is computed by dividing objec...
Sauro Menchetti, Fabrizio Costa, Paolo Frasconi
HICSS
1999
IEEE
75views Biometrics» more  HICSS 1999»
15 years 8 months ago
Educational Software and Learning: Subversive Use and Volatile Design
Discussions about the use of information and communications technology (ICT) based learning environments often assume that use is defined, or at least severely constrained, by the...
David Squires
144
Voted
ESANN
2008
15 years 5 months ago
Learning Data Representations with Sparse Coding Neural Gas
Abstract. We consider the problem of learning an unknown (overcomplete) basis from an unknown sparse linear combination. Introducing the "sparse coding neural gas" algori...
Kai Labusch, Erhardt Barth, Thomas Martinetz
139
Voted
FUIN
2002
132views more  FUIN 2002»
15 years 3 months ago
RIONA: A New Classification System Combining Rule Induction and Instance-Based Learning
The article describes a method combining two widely-used empirical approaches to learning from examples: rule induction and instance-based learning. In our algorithm (RIONA) decisi...
Grzegorz Góra, Arkadiusz Wojna