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生成式模型
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生成式模型
Encyclopedia
理学
贝叶斯学习
释
generative model
生成式模型
机器学习中的一类对观测数据概率密度进行建模的模型。生成式模型可以被用来对数据分布进行建模,从而进行密度估计(density estimation)或聚类(clustering)。同时生成式模型也可以对有标注的数据进行建模,得到观测数据与标签的联合分布,再利用贝叶斯公式得到预测方程。
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