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Transduction (machine learning)
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== Applications and related concepts == Transduction is closely related to: * '''Semi-supervised learning''' β uses both labeled and unlabeled data but typically induces a model. * '''Case-based reasoning''' β such as the '''k-nearest neighbor (k-NN)''' algorithm, often considered a transductive method. * '''Transductive Support Vector Machines (TSVM)''' β extend standard SVMs to incorporate unlabeled test data during training. * '''Bayesian Committee Machine (BCM)''' β an approximation method that makes transductive predictions when exact inference is too costly.
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