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93
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GI
2001
Springer
15 years 5 months ago
Supporting Collaborative Authoring of Web Content by Customizable Resource Repositories
The process of collaborative authoring of Web content may be supported by resource repositories which provide storage facilities as well as certain value-added services. However, ...
Jernej Kovse, Theo Härder, Norbert Ritter, Ha...
PRL
2008
118views more  PRL 2008»
15 years 5 days ago
Bayes Machines for binary classification
In this work we propose an approach to binary classification based on an extension of Bayes Point Machines. Particularly, we take into account the whole set of hypotheses that are...
Daniel Hernández-Lobato, José Miguel...
76
Voted
ICML
2003
IEEE
16 years 1 months ago
Incorporating Diversity in Active Learning with Support Vector Machines
In many real world applications, active selection of training examples can significantly reduce the number of labelled training examples to learn a classification function. Differ...
Klaus Brinker
110
Voted
EUROCOLT
1999
Springer
15 years 5 months ago
Regularized Principal Manifolds
Many settings of unsupervised learning can be viewed as quantization problems — the minimization of the expected quantization error subject to some restrictions. This allows the ...
Alex J. Smola, Robert C. Williamson, Sebastian Mik...
99
Voted
CIKM
2009
Springer
15 years 4 months ago
Improving binary classification on text problems using differential word features
We describe an efficient technique to weigh word-based features in binary classification tasks and show that it significantly improves classification accuracy on a range of proble...
Justin Martineau, Tim Finin, Anupam Joshi, Shamit ...