Cost-sensitive machine learning

id: cost-sensitive-machine-learning-172-8122780
title: Cost-sensitive machine learning
text: Cost-sensitive machine learning is an approach within machine learning that considers varying costs associated with different types of errors. This method diverges from traditional approaches by introducing a cost matrix, explicitly specifying the penalties or benefits for each type of prediction error. The inherent difficulty which cost-sensitive machine learning tackles is that minimizing different kinds of classification errors is a multi-objective optimization problem.
brand slug: wiki
category slug: encyclopedia
description:
original url: https://en.wikipedia.org/wiki/Cost-sensitive_machine_learning
date created: 2024-01-09T21:43:39Z
date modified: 2024-09-01T21:25:48Z
main entity: {"identifier":"Q124358955","url":"https://www.wikidata.org/entity/Q124358955"}
image:
fields total: 13
integrity: 14

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