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Study of Pauline Epistles in the New Testament Using Machine Learning

机译:使用机器学习研究新约中的波琳书信

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The New Testament of the Bible is a collection of 27 books, 13 of which are attributed to St. Paul, making him a significant author of the New Testament. The Pauline letters were written to churches and individuals addressing various issues in the early church and offering instructions and encouragement to the believers of his day. To understand Paul’s message as a whole, we clustered his letters, their chapters, and their verses respectively to identify the topics that are addressed repeatedly or once, offering different views at three granularities with each complementing the other. Our calculation implied all Pauline letters could be divided into six groups, well in line with the church tradition. They were First and Second Thessalonians, First and Second Corinthians, Colossians and Ephesians, Galatians and Romans, Philemon and Philippians, and First and Second Timothy and Titus. Among all letters First Corinthians had the most unique chapters, while First Corinthians and Romans had the most unique verses. Furthermore, similar verses and chapters from his letters were also discovered. We also studied the authorship of the letter to Hebrews, an anonymous letter in the New Testament. Using known Pauline and non-Pauline letters as training data, we built nine highly reliable predictors, which collectively predicted that the book of Hebrews was not authored by Paul.
机译:《圣经新约》收录了27本书,其中13本归圣保罗所有,这使他成为《新约》的重要作者。 Pauline的信是写给教会和个人的,他们讨论了早期教会中的各种问题,并向当时的信徒提供了指示和鼓励。为了全面了解Paul的信息,我们分别汇总了他的信,他们的章节和他们的经文,以识别重复或一次解决的主题,以三种粒度提供不同的观点,彼此补充。我们的计算表明,所有Pauline字母都可以分为六类,这与教会的传统非常吻合。他们是第一和第二帖撒罗尼迦前书,第一和第二哥林多先书,歌罗西书和以弗所书,加拉太书和罗马书,腓利门书和腓立比书,以及第一和第二提摩太书和提多书。在所有字母中,第一科林斯人的章节最为独特,而第一科林斯人和罗马人的诗歌最为独特。此外,他的信件中也有类似的经文和章节。我们还研究了给希伯来书的信的作者,这是新约中的匿名信。使用已知的Pauline和非Pauline字母作为训练数据,我们建立了9个高度可靠的预测变量,这些预测变量共同预测希伯来书不是由Paul撰写的。

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