抽样Polya-Gamma随机变量：交替和近似技术
Sampling Polya-Gamma random variates: alternate and approximate techniques
摘要：
从Γ分布（${PG}(b,z)$）有效采样是Pólya-Gamma数据扩充的基本要素。Polson et. al（2013）展示了如何有效地从${PG}(1,z)$分布中采样。我们建立了两个新的采样器，提供改进的性能时，从${PG}(b,z)$分布和$b$采样是不统一的。
英文摘要：
Efficiently sampling from the Pólya-Gamma distribution, ${PG}(b,z)$, is an essential element of Pólya-Gamma data augmentation. Polson et. al (2013) show how to efficiently sample from the ${PG}(1,z)$ distribution. We build two new samplers that offer improved performance when sampling from the ${PG}(b,z)$ distribution and $b$ is not unity.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
