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Sampling phylogenetic tree space with the generalized Gibbs sampler

机译:用广义Gibbs采样器采样系统发育树空间

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A recent article published in Cladistics is critical of a number of heuristic methods for phylogenetic inference based on parsimony scores. One of my papers is among those criticized, and I would appreciate the opportunity to make a public response. The specific criticism is that I have re-invented an algorithm for economizing parsimony calculations on trees that differ by a subtree pruning and regrafting (SPR) rearrangement. This criticism is justified, and I apologize for incorrectly claiming originality for my presentation of this algorithm. However, I would like to clarify the intent of my paper, if I can do so without detracting from the sincerity of my apology. My paper is not about that algorithm, nor even primarily about parsimony. Rather, it is about a novel strategy for Markov chain Monte Carlo (MCMC) sampling in a state space consisting of trees. The sampler involves drawing from conditional distributions over sets of trees: a Gibbs-like strategy that had not previously been used to sample tree-space. I would like to see this technique incorporated into MCMC samplers for phylogenetics, as it may have advantages over commonly used Metropolis-like strategies. I have recently used it to sample phylogenies of a biological invasion, and I am finding many applications for it in agent-based Bayesian ecological modelling. It is thus my contention that my 2005 paper retains substantial value. (C) The Willi Hennig Society 2014.
机译:最近发表在Cladistics上的一篇文章批评了基于简约分数的多种启发式系统发育推理方法。我的论文之一是受到批评的论文,我很高兴有机会公开回应。具体的批评是,我重新发明了一种算法,该算法可节省因子树修剪和移植(SPR)重排而不同的树上的简约计算。这种批评是有道理的,对于我在介绍此算法时错误地声称具有独创性,我深表歉意。但是,如果可以的话,我想澄清我的论文的意图,而这并不影响道歉的诚意。我的论文与该算法无关,甚至与简约性无关。相反,它是关于在包含树的状态空间中进行马尔可夫链蒙特卡洛(MCMC)采样的一种新颖策略。采样器涉及从树的集合上的条件分布中提取:一种以前没有用于采样树空间的类似Gibbs的策略。我想看到该技术已整合到MCMC采样器中进行系统发育研究,因为它可能比常用的类似Metropolis的策略更具优势。我最近使用它来采样生物入侵的系统发育,并且在基于代理的贝叶斯生态建模中发现了许多应用。因此,我的争辩是我的2005年论文保留了重要价值。 (C)2014年威利·亨尼格学会(Willi Hennig Society)。

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