Lexical Stress-Based Authorship Attribution with Accurate Pronunciation Patterns Selection

被引:2
|
作者
Ivanov, Lubomir [1 ]
Aebig, Amanda [1 ]
Meerman, Stephen [1 ]
机构
[1] Iona Coll, Dept Comp Sci, 715 North Ave, New Rochelle, NY 10801 USA
来源
TEXT, SPEECH, AND DIALOGUE (TSD 2018) | 2018年 / 11107卷
关键词
Authorship attribution; Lexical stress; Prosody Part-of-speech tagging; Machine learning; STYLOMETRIC ANALYSIS; IDENTIFICATION;
D O I
10.1007/978-3-030-00794-2_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a feature selection methodology for authorship attribution based on lexical stress patterns of words in text. The methodology uses part-of-speech information to make the proper selection of a lexical stress pattern when multiple possible pronunciations of the word exist. The selected lexical stress patterns are used to train machine learning classifiers to perform author attribution. The methodology is applied to a corpus of 18th century political texts, achieving a significant improvement in performance compared to previous work.
引用
收藏
页码:67 / 75
页数:9
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