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ICML
2009
IEEE
16 years 7 months ago
Hilbert space embeddings of conditional distributions with applications to dynamical systems
In this paper, we extend the Hilbert space embedding approach to handle conditional distributions. We derive a kernel estimate for the conditional embedding, and show its connecti...
Le Song, Jonathan Huang, Alexander J. Smola, Kenji...
ICML
2007
IEEE
16 years 7 months ago
Classifying matrices with a spectral regularization
We propose a method for the classification of matrices. We use a linear classifier with a novel regularization scheme based on the spectral 1-norm of its coefficient matrix. The s...
Ryota Tomioka, Kazuyuki Aihara
ICML
2003
IEEE
16 years 7 months ago
Transductive Learning via Spectral Graph Partitioning
We present a new method for transductive learning, which can be seen as a transductive version of the k nearest-neighbor classifier. Unlike for many other transductive learning me...
Thorsten Joachims
WWW
2003
ACM
16 years 7 months ago
Assisted Browsing for Semistructured Data
The development of the RDF[2] standard highlights the fact that a great deal of useful information is in the form of semistructured data--objects connected by relations fitting no...
Vineet Sinha, David R. Karger, David Huynh
ECOOP
2009
Springer
16 years 7 months ago
Modular Visitor Components
Abstract. The expression families problem can be defined as the problem of achieving reusability and composability across the components involved in a family of related datatypes a...
Bruno C. D. S. Oliveira