1080 search results - page 28 / 216 » Hedging predictions in machine learning |
150
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PKDD
2010
Springer
15 years 2 months ago
2010
Springer
Prior knowledge, in the form of simple advice rules, can greatly speed up convergence in learning algorithms. Online learning methods predict the label of the current point and the...
138
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ICML
2007
IEEE
16 years 5 months ago
2007
IEEE
We present a new machine learning approach for 3D-QSAR, the task of predicting binding affinities of molecules to target proteins based on 3D structure. Our approach predicts bind...
130
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MLDM
2007
Springer
15 years 10 months ago
2007
Springer
Abstract. The goal of predictive toxicology is the automatic construction of carcinogenecity models. Most common artificial intelligence techniques used to construct these models ...
124
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ICML
2005
IEEE
16 years 5 months ago
2005
IEEE
We examine the relationship between the predictions made by different learning algorithms and true posterior probabilities. We show that maximum margin methods such as boosted tre...
157
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ICML
2010
IEEE
15 years 5 months ago
2010
IEEE
Many structured prediction tasks involve complex models where inference is computationally intractable, but where it can be well approximated using a linear programming relaxation...