کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6939282 1449970 2018 20 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Patterning of writing style evolution by means of dynamic similarity
ترجمه فارسی عنوان
الگوی نوشتن تکامل سبک با استفاده از شباهت پویا
کلمات کلیدی
الگوسازی، سبک نوشتن، استخراج متن، دینامیک،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
چکیده انگلیسی
This paper suggests a new methodology for patterning writing style evolution using dynamic similarity. We divide a text into sequential, disjoint portions (chunks) of the same size and exploit the Mean Dependence measure, aspiring to model the writing process via association between the current text chunk and its predecessors. To expose the evolution of a style, a new two-step clustering procedure is applied. In the first phase, a distance based on the Mean Dependence between each pair of chunks is evaluated. All document chunks in a pair are embedded in a high dimensional space using a Kuratowski-type embedding procedure and clustered by means of the introduced distance. In the next phase, the rows of the binary cluster classification documents matrix are clustered via the hierarchical single linkage clustering algorithm. By this way, a visualization of the inner stylistic structure of a texts' collection, the resulting classification tree, is provided by the appropriate dendrogram. The approach applied to studying writing style evolution in the “Foundation Universe” by Isaac Asimov, the “Rama” series by Arthur C. Clarke, the “Forsyte Saga” of John Galsworthy, “The Lord of the Rings” by John Ronald Reuel Tolkien and a collection of books prescribed to Romain Gary demonstrates that the suggested methodology is capable of identifying style development over time. Additional numerical experiments with author determination and author verification tasks exhibit the high ability of the method to provide accurate solutions.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 77, May 2018, Pages 45-64
نویسندگان
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