کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
385861 660873 2011 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Understanding the role of conceptual relations in Word Sense Disambiguation
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Understanding the role of conceptual relations in Word Sense Disambiguation
چکیده انگلیسی

In this article, we concentrate in conceptual relations as a source of information for Word Sense Disambiguation (WSD) systems. We start with a review the most relevant research in the field, then we implement our own algorithm. As a starting point we have chosen the conceptual density algorithm of Agirre and Rigau. We generalize the original algorithm, parameterizing many aspects. This new algorithm obtains a relative improvement of 24% in terms of precision and recall. We also offer comparative evaluation of our system with respect to the participants in the SENSEVAL-2 disambiguation competition.We conclude that conceptual relations provide a source of information that is insufficient by itself to achieve good disambiguation results, but can, however, be a very accurate heuristic in a combined system.

Research highlights
► Conceptual relations can be exploited for word sense disambiguation purposes.
► Previous conceptual density disambiguation algorithms are expanded.
► Interesting parameter values that improve the original algorithm are discovered.
► Results are compared with the SENSEVAL-2 disambiguation competition participants.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 38, Issue 8, August 2011, Pages 9506–9516
نویسندگان
, ,