JOURNAL ARTICLE

Evaluating a Pivot-Based Approach for Bilingual Lexicon Extraction

Jae‐Hoon KimHong-Seok KwonHyeong-Won Seo

Year: 2015 Journal:   Computational Intelligence and Neuroscience Vol: 2015 Pages: 1-13   Publisher: Hindawi Publishing Corporation

Abstract

A pivot-based approach for bilingual lexicon extraction is based on the similarity of context vectors represented by words in a pivot language like English. In this paper, in order to show validity and usability of the pivot-based approach, we evaluate the approach in company with two different methods for estimating context vectors: one estimates them from two parallel corpora based on word association between source words (resp., target words) and pivot words and the other estimates them from two parallel corpora based on word alignment tools for statistical machine translation. Empirical results on two language pairs (e.g., Korean-Spanish and Korean-French) have shown that the pivot-based approach is very promising for resource-poor languages and this approach observes its validity and usability. Furthermore, for words with low frequency, our method is also well performed.

Keywords:
Computer science Natural language processing Lexicon Artificial intelligence Context (archaeology) Usability Similarity (geometry) Word (group theory) Machine translation Linguistics Human–computer interaction

Metrics

7
Cited By
1.26
FWCI (Field Weighted Citation Impact)
29
Refs
0.90
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Web Data Mining and Analysis
Physical Sciences →  Computer Science →  Information Systems

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