支持向量机是一种基于统计学习理论的新型学习机。

The support vector machine (SVM) is a new learning machine based on the statistical learning theory.

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支持向量机是一种基于统计学习理论的新型机器学习方法。

Support vector machine (SVM) is a new learning machine based on the statistical learning theory.

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支持向量机是一种基于统计学习理论的机器学习算法，能够较好地解决小样本的学习问题。

As one algorithm of the machine learning based on the statistical learning theory, Support Vector machine (SVM) is specifically to the small samples learning case.

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