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Purev Jaimai
Feature Extraction of Concepts by Independent Component Analysis
Altangerel Chagnaa, Cheol-Young Ock, Chang-Beom Lee and Purev Jaimai
Page: 33~37, Vol. 3, No.1, 2007
None
Keywords: Independent Component Analysis, Clustering, Latent Concepts.
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PC-KIMMO-based Description of Mongolian Morphology
Purev Jaimai, Tsolmon Zundui, Altangerel Chagnaa and Cheol-Young Ock
Page: 41~48, Vol. 1, No.1, 2005
None
Keywords: natural language processing, two-level morphological rule, Mongolian morphology, finite-state transducers, computational linguistics
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Feature Extraction of Concepts by Independent Component Analysis
Altangerel Chagnaa, Cheol-Young Ock, Chang-Beom Lee and Purev Jaimai
Page: 33~37, Vol. 3, No.1, 2007

Keywords: Independent Component Analysis, Clustering, Latent Concepts.
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Semantic clustering is important to various fields in the modern information society. In this work we applied the Independent Component Analysis method to the extraction of the features of latent concepts. We used verb and object noun information and formulated a concept as a linear combination of verbs. The proposed method is shown to be suitable for our framework and it performs better than a hierarchical clustering in latent semantic space for finding out invisible information from the data.
PC-KIMMO-based Description of Mongolian Morphology
Purev Jaimai, Tsolmon Zundui, Altangerel Chagnaa and Cheol-Young Ock
Page: 41~48, Vol. 1, No.1, 2005

Keywords: natural language processing, two-level morphological rule, Mongolian morphology, finite-state transducers, computational linguistics
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This paper presents the development of a morphological processor for the Mongolian language, based on the two-level morphological model which was introduced by Koskenniemi. The aim of the study is to provide Mongolian syntactic parsers with more effective information on word structure of Mongolian words. First hand written rules that are the core of this model are compiled into finite-state transducers by a rule tool. Output of the compiler was edited to clarity by hand whenever necessary. The rules file and lexicon presented in the paper describe the morphology of Mongolian nouns, adjectives and verbs. Although the rules illustrated are not sufficient for accounting all the processes of Mongolian lexical phonology, other necessary rules can be easily added when new words are supplemented to the lexicon file. The theoretical consideration of the paper is concluded in representation of the morphological phenomena of Mongolian by the general, language-independent framework of the two-level morphological model.