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Bayesian Analysis of a Multinomial Sequence and Homogeneity of Literary Style

机译:文学风格的多项式序列和同质性的贝叶斯分析

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摘要

To help settle the debate around the authorship of Tirant lo Blanc, all words in each chapter are categorized according to their length, and the appearances of certain words are counted, thus forming two contingency tables of ordered rows. A Bayesian multinomial change-point analysis of the sequence of rows, reveals a clear stylistic boundary, estimated to be near chapters 371 and 382. A Bayesian cluster analysis of these rows confirms the existence of that boundary, and reveals a few chapters that are misclassified by the estimated change-point. The statistical evidence supports the hypotheses of one main author writing about four fifths of the book, with a second author finishing the book by filling in material, mainly at the end of it.
机译:为了帮助解决有关Tirant lo Blanc著作权的辩论,每章中的所有单词均根据其长度进行分类,并对某些单词的出现进行计数,从而形成两个有序行的列联表。对行序列进行贝叶斯多项式变化点分析,揭示了清晰的风格边界,估计在第371和382章附近。对这些行的贝叶斯聚类分析证实了该边界的存在,并揭示了一些错误分类的章根据估计的变化点。统计证据支持以下假设:一位主要作者撰写了本书的五分之四,而第二位作者则主要通过在书的结尾处填写材料来完成这本书。

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