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Jan, 2013
聚合吉布斯采样
Herded Gibbs Sampling
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Luke Bornn, Yutian Chen, Nando de Freitas, Mareija Eskelin, Jing Fang...
TL;DR
介绍了一种确定性算法 herded Gibbs，特别适用于独立变量模型和完全连接概率图模型。实验证明 herded Gibbs 在图像去噪任务和命名实体识别任务中优于 Gibbs。
Abstract
The
gibbs sampler
is one of the most popular algorithms for inference in statistical models. In this paper, we introduce a herding variant of this algorithm, called
herded gibbs
, that is entirely deterministic. W
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