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Titlebook: Machine Learning Methods for Stylometry; Authorship Attributi Jacques Savoy Book 2020 Springer Nature Switzerland AG 2020 Stylometry.Natura

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发表于 2025-3-21 18:45:53 | 显示全部楼层 |阅读模式
书目名称Machine Learning Methods for Stylometry
副标题Authorship Attributi
编辑Jacques Savoy
视频video
概述Presents various machine-learning models used to solve various stylometric questions like authorship attribution, author profiling, or detecting fake news.Illustrates the approaches discussed using th
图书封面Titlebook: Machine Learning Methods for Stylometry; Authorship Attributi Jacques Savoy Book 2020 Springer Nature Switzerland AG 2020 Stylometry.Natura
描述.This book presents methods and approaches used to identify the true author of a doubtful document or text excerpt. It provides a broad introduction to all text categorization problems (like authorship attribution, psychological traits of the author, detecting fake news, etc.) grounded in stylistic features. Specifically, machine learning models as valuable tools for verifying hypotheses or revealing significant patterns hidden in datasets are presented in detail. Stylometry is a multi-disciplinary field combining linguistics with both statistics and computer science...The content is divided into three parts. The first, which consists of the first three chapters, offers a general introduction to stylometry, its potential applications and limitations. Further, it introduces the ongoing example used to illustrate the concepts discussed throughout the remainder of the book. The four chapters of the second part are more devoted to computer science with a focus on machine learningmodels. Their main aim is to explain machine learning models for solving stylometric problems. Several general strategies used to identify, extract, select, and represent stylistic markers are explained. As dee
出版日期Book 2020
关键词Stylometry; Natural Language Processing; Information Retrieval; Machine Learning; Quantitative Linguisti
版次1
doihttps://doi.org/10.1007/978-3-030-53360-1
isbn_ebook978-3-030-53360-1
copyrightSpringer Nature Switzerland AG 2020
The information of publication is updating

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发表于 2025-3-21 22:27:20 | 显示全部楼层
Machine Learning Modelsthe support vector machine (SVM) defines a linear border splitting the training set into two distinct regions, one for each category. Based on this representation, the doubtful text is projected into this space and its position defines its attribution. Finally, logistic regression is described as an
发表于 2025-3-22 00:28:00 | 显示全部楼层
Advanced Models for Stylometric Applicationspossible. To detect passages written by each possible author, the rolling Delta and other ad hoc approaches are described. As neural models constitute an important research field, three sections have been dedicated to them, with one on the basic neural approach, one focusing on word embeddings, and
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Applications to Political Speechesdifferent presidents (or periods) by depicting a Principal Component Analysis (PCA) graph based on the part-of-speech (POS) distributions or using the 300 most frequent lemmas. Finally, a method is applied to detect the most characteristic words or expressions per presidency. Based on those terms, t
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and Margaret Cavendish. There are four concluding papers on the later reception of Leibniz’s philosophy in the English-speaking world, including two on Bertrand Russell and Leibniz, and two on the reception of Leibniz by American philosophers, Peirce and Loemker..978-90-481-7318-1978-1-4020-5243-9Series ISSN 1879-8578 Series E-ISSN 2352-2585
发表于 2025-3-22 19:18:16 | 显示全部楼层
and Margaret Cavendish. There are four concluding papers on the later reception of Leibniz’s philosophy in the English-speaking world, including two on Bertrand Russell and Leibniz, and two on the reception of Leibniz by American philosophers, Peirce and Loemker..978-90-481-7318-1978-1-4020-5243-9Series ISSN 1879-8578 Series E-ISSN 2352-2585
发表于 2025-3-23 01:10:29 | 显示全部楼层
Jacques Savoy and Margaret Cavendish. There are four concluding papers on the later reception of Leibniz’s philosophy in the English-speaking world, including two on Bertrand Russell and Leibniz, and two on the reception of Leibniz by American philosophers, Peirce and Loemker..978-90-481-7318-1978-1-4020-5243-9Series ISSN 1879-8578 Series E-ISSN 2352-2585
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t Leibniz‘s relationship with Francis Mercury van Helmont (1614- 1698) and Christian Knorr von Rosenroth (1636-1689), the two leading Christian Kabbalists of th978-90-481-4465-5978-94-017-2069-4Series ISSN 0066-6610 Series E-ISSN 2215-0307
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