Title :
Automatic Construction of Chinese-Mongolian Parallel Corpora from the Web Based on the New Heuristic Information
Author :
Zhu, Zede ; Li, Miao ; Chen, Lei ; Zheng, Shouguo
Author_Institution :
Inst. of Intell. Machines, Univ. of Sci. & Technol. of China, Hefei, China
Abstract :
Parallel corpora are important resources in data-driven natural language processing domain. Concerning the issues such as the scale, comprehensiveness and timeliness, the existing Chinese-Mongolian parallel corpora are significantly limited in practical use. Reviewing the traditional heuristic information used to identify major languages parallel web pages, this paper focuses on exploring new heuristic information to improve the performance of identifying Chinese-Mongolian parallel pages. Based on these heuristics, support vector machine is used to classify webs as parallel pages or non-parallel pages. Experiment gains a precision rate of 95% and a recall rate of 88%. This paper makes preliminary research in automatically constructing minority languages parallel corpora from the web.
Keywords :
Internet; natural language processing; pattern classification; support vector machines; text analysis; Chinese-Mongolian parallel corpora; Chinese-Mongolian parallel page; Web page; Web page classification; heuristic information; minority languages parallel corpora; precision rate; recall rate; support vector machine; HTML; Matrices; Neodymium; Support vector machines; Web pages; Chinese-Mongolian parallel cor- pus; Web mining; digital ? ngerprint; improved edit-distance; support vector machine; the number of text sentences;
Conference_Titel :
Asian Language Processing (IALP), 2011 International Conference on
Conference_Location :
Penang
Print_ISBN :
978-1-4577-1733-8
DOI :
10.1109/IALP.2011.17