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202
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JMLR
2012
13 years 9 months ago
2012
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
188
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JMLR
2012
13 years 9 months ago
2012
We consider a model for which it is important, early in processing, to estimate some variables with high precision, but perhaps at relatively low recall. If some variables can be ...
231
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JMLR
2012
13 years 9 months ago
2012
Metric and kernel learning arise in several machine learning applications. However, most existing metric learning algorithms are limited to learning metrics over low-dimensional d...
258
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JMLR
2012
13 years 9 months ago
2012
We consider the task of estimating, from observed data, a probabilistic model that is parameterized by a finite number of parameters. In particular, we are considering the situat...
168
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ECOOP
2012
Springer
13 years 9 months ago
2012
Springer
Abstract. The Jetpack framework is Mozilla’s newly-introduced extension development technology. Motivated primarily by the need to improve how scriptable extensions (also called ...