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» On Information Regularization
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159
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NN
2002
Springer
224views Neural Networks» more  NN 2002»
15 years 3 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
85
Voted
CSDA
2010
84views more  CSDA 2010»
15 years 3 months ago
Regularization parameter estimation for large-scale Tikhonov regularization using a priori information
Rosemary A. Renaut, Iveta Hnetynková, Jodi ...
126
Voted
UAI
2003
15 years 5 months ago
On Information Regularization
We formulate a principle for classification with the knowledge of the marginal distribution over the data points (unlabeled data). The principle is cast in terms of Tikhonov styl...
Adrian Corduneanu, Tommi Jaakkola
ICML
2005
IEEE
16 years 4 months ago
Propagating distributions on a hypergraph by dual information regularization
In the information regularization framework by Corduneanu and Jaakkola (2005), the distributions of labels are propagated on a hypergraph for semi-supervised learning. The learnin...
Koji Tsuda
108
Voted
EMNLP
2008
15 years 5 months ago
Regular Expression Learning for Information Extraction
Regular expressions have served as the dominant workhorse of practical information extraction for several years. However, there has been little work on reducing the manual effort ...
Yunyao Li, Rajasekar Krishnamurthy, Sriram Raghava...