Classifier (mathematics)

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最新推荐文章于 2024-02-23 23:24:02 发布

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本文介绍了数学领域中的分类器概念，包括固定分类器和学习分类器，并详细解释了监督学习和非监督学习分类器的区别。此外，还列举了分类器在医学、金融、计算机视觉等众多领域的广泛应用。

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Classifier (mathematics)

From Wikipedia, the free encyclopedia

In mathematics, a classifier is a mapping from a (discrete or continuous) feature space X to a discrete set of labels Y.

Classifiers may either be fixed classifiers or learning classifiers, and learning classifiers may in turn be divided into supervised and unsupervised learning classifiers.

The applications of classifiers are wide-ranging. They find use in medicine (drug trial analysis, MRI data analysis), finance (share analysis, index prediction), mobile phones (signal decoding, error correction), computer vision (face recognition, target tracking), voice recognition, datamining (supermarket purchasing analysis, retail customer analysis) and uncountable other areas.

An example is a classifier that accepts a person's salary details, age, marital status, home address and credit history and classifies the person as acceptable/unacceptable to receive a new credit card or loan.

For a list of classifier applications and classifier technologies, please see statistical classification.