Automatic Categorization of ottoman Poems
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Abstract
Authorship attribution and identifying time period of literary works are fundamental problems in quantitative analysis of languages. We investigate two fundamentally different machine learning text categorization methods, Support Vector Machines (SVM) and Naive Bayes (NB), and several style markers in the categorization of Ottoman poems according to their poets and time periods. We use the collected works (divans) of ten different Ottoman poets: two poets from each of the five different hundred-year periods ranging from the 15th to 19th century. Our experimental evaluation and statistical assessments show that it is possible to obtain highly accurate and reliable classifications and to distinguish the methods and style markers in terms of their effectiveness
© 2014 Akademie Verlag GmbH, Markgrafenstr. 12-14, 10969 Berlin.
Articles in the same Issue
- Contents / Inhalt
- Motivation, Integrativeness, Organizational Influence, Anxiety, and English Achievement
- Grammar efficiency in the Development of Flexible Parts-of-Speech Systems
- Automatic Categorization of ottoman Poems
- Semantic Connections in PIE Vocabulary
- Topic-based clustering of poems using phonemes versus geometric properties
- Sprachstrategien der rechten Szene im Netz–Wörter, Werte und ihre semantischen Transformationen
- “Harmonic”-like structures in the rongorongo script
- Kelih, Emmerich (2012): Die Silbe in den slawischen Sprachen. Von der Optimalitätstheorie zu einer funktionalen Interpretation. München, Berlin, Washington: Sagner (Specimina philologiae Slavicae, 168) ISBN 978-3-86688-255-3, 186 pp.
- Obituary: Viktor Vassiliewitsch Lewizkij
Articles in the same Issue
- Contents / Inhalt
- Motivation, Integrativeness, Organizational Influence, Anxiety, and English Achievement
- Grammar efficiency in the Development of Flexible Parts-of-Speech Systems
- Automatic Categorization of ottoman Poems
- Semantic Connections in PIE Vocabulary
- Topic-based clustering of poems using phonemes versus geometric properties
- Sprachstrategien der rechten Szene im Netz–Wörter, Werte und ihre semantischen Transformationen
- “Harmonic”-like structures in the rongorongo script
- Kelih, Emmerich (2012): Die Silbe in den slawischen Sprachen. Von der Optimalitätstheorie zu einer funktionalen Interpretation. München, Berlin, Washington: Sagner (Specimina philologiae Slavicae, 168) ISBN 978-3-86688-255-3, 186 pp.
- Obituary: Viktor Vassiliewitsch Lewizkij
