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NN
2002
Springer
224views Neural Networks» more  NN 2002»
13 years 9 months ago
Optimal design of regularization term and regularization parameter by subspace information criterion
The problem of designing the regularization term and regularization parameter for linear regression models is discussed. Previously, we derived an approximation to the generalizat...
Masashi Sugiyama, Hidemitsu Ogawa
ASIAN
2003
Springer
126views Algorithms» more  ASIAN 2003»
14 years 1 months ago
Information Flow Security for XML Transformations
Abstract. We provide a formal definition of information flows in XML transformations and, more generally, in the presence of type driven computations and describe a sound technique...
Véronique Benzaken, Marwan Burelle, Giusepp...
ESANN
2000
13 years 11 months ago
A new information criterion for the selection of subspace models
The problem of model selection is considerably important for acquiring higher levels of generalization capability in supervised learning. In this paper, we propose a new criterion ...
Masashi Sugiyama, Hidemitsu Ogawa
COCOON
2007
Springer
14 years 4 months ago
Information Distance from a Question to an Answer
We provide three key missing pieces of a general theory of information distance [3, 23, 24]. We take bold steps in formulating a revised theory to avoid some pitfalls in practical...
Ming Li
OTM
2005
Springer
14 years 3 months ago
Sharing Context Information in Semantic Spaces
In a highly mobile and active society, ubiquitous access to information and services is a general desire. The context of users is of high importance for an application to adapt aut...
Reto Krummenacher, Jacek Kopecký, Thomas St...