Performs k-fold cross validation over a person provided position trainer object including the svm_rank_trainer and returns the portion of ranking pairs ordered the right way plus the suggest normal precision.
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Once the max dictionary sizing is achieved Every new issue kicks out a previous place. This is certainly finished by removing the dictionary vector which includes the smallest projection distance on to the Other folks. That is, the "minimum linearly independent" vector is eradicated for making room for the new one particular.
This is really a set of overloaded functions. Among the two of these they let you save sparse or dense details vectors to file using the LIBSVM format.
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This object represents a multilayer layer perceptron network which is properly trained utilizing the again propagation algorithm. The schooling algorithm also incorporates the momentum approach.
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This plan implements an Energetic Understanding strategy for selecting by far the most enlightening info sample to label away from a list of unlabeled samples.
This functionality performs a canonical correlation Evaluation among two sets of vectors. On top of that, it is actually made to be really fast, even for big datasets of about a million large dimensional vectors.