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Automatic Korean word spacing using Pegasos algorithm

delete2013-01-01
delete10
PRE
AI
C
Changki Lee *
H
Hyunki Kim
DOI：10.1016/j.ipm.2012.05.004delete
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摘要

摘要

En 中文
In this paper, we describe an automatic Korean word spacing approach using structural SVMs to relax the independence assumptions required by HMMs. We use a Pegasos algorithm for fast training of structural SVMs. We show the Pegasos algorithm for structural SVMs outperforms significantly HMMs and traditional binary SVMs, and it is much faster than CRFs and structural SVMs without loss of performance. (C) 2012 Elsevier Ltd. All rights reserved.
Keyword:
Automatic Korean word spacing
Structural SVMs
Pegasos algorithm
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期刊

I
Information Processing and Management
IF:
6.9
论文数:
5.2K
被引数:
1.4W

机构

K
Kangwon National University
学者数:
1.0W
论文数: 9.4K
被引数: 13
E
electronics & telecommunications research institute - korea (etri)
学者数:
3.2K
论文数: 3.3K
被引数: 2
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