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词汇 Linear classification
分类 英语词汇 英语翻译词典
释义

Linear classification

中文百科

线性分类器 Linear classifier

(重定向自Linear classification)

在机器学习领域,分类的目标是指将具有相似特征的对象聚集。而一个线性分类器则透过特征的线性组合来做出分类决定,以达到此种目的。对象的特征通常被描述为特征值,而在矢量中则描述为特征矢量。

英语百科

Linear classifier 线性分类器

(重定向自Linear classification)
In this case, the solid and empty dots can be correctly classified by any number of linear classifiers. H1 (blue) classifies them correctly, as does H2 (red). H2 could be considered

In the field of machine learning, the goal of statistical classification is to use an object's characteristics to identify which class (or group) it belongs to. A linear classifier achieves this by making a classification decision based on the value of a linear combination of the characteristics. An object's characteristics are also known as feature values and are typically presented to the machine in a vector called a feature vector. Such classifiers work well for practical problems such as document classification, and more generally for problems with many variables (features), reaching accuracy levels comparable to non-linear classifiers while taking less time to train and use.

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