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Word Classes in Indonesian: A Linguistic Reality or a Convenient Fallacy in Natural Language Processing?
In: Proceedings of PACLIC 25 ; http://aclweb.org/anthology-new/Y/Y11/ ; http://aclanthology.info/venues/paclic (2015)
Abstract: This paper looks at Indonesian (Bahasa Indonesia), and the claim that there is no noun-verb distinction within the language as it is spoken in regions such as Riau and Jakarta. We test this claim for the language as it is written by a variety of Indonesian speakers using empirical methods traditionally used in part-of-speech induction. In this study we use only morphological patterns that we generate from a pre-existing morphological analyser. We find that once the distribution of the data points in our experiments match the distribution of the text from which we gather our data, we obtain significant results that show a distinction between the class of nouns and the class of verbs in Indonesian. Furthermore it shows promise that the labelling of word classes may be achieved only with morphological features, which could be applied to out-of-vocabulary items.
Keyword: Computational linguistics; Empirical method; Indonesia; Indonesian; Jakarta; Keywords: Data points; Morphological features; Morphological patterns; Morphology; Natural language processin Indonesian; NAtural language processing; Part Of Speech; Word class; Word class induction
URL: http://hdl.handle.net/1885/22662
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Folder 081_Mas_Poniman
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 027_Kebakaran
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 056_Bang_Nawi
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 060_Lawak
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 029_Kedatangan_Tamu
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 106_Tante_Dan
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 002_ICYE
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 005_Komedi_Habis_Lebaran
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 076_Anak_Nakal
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 008_Di_Warung
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 045_Kampung_Halaman
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 102_Mas_Kus
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 073_Pak_Marjo
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 034_Tukang_Pohon
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder Chinese
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 069_Undangan
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 030_Toto_Koni
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder Jajat
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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Folder 036_POSMA
Stephen Wallace. - : Cornell University Library, The Asian Collections, 1976
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