Title :
An Approach for Calculating Semantic Similarity between Words Using WordNet
Author :
Hao, Dou ; Zuo, Wanli ; Peng, Tao ; He, Fengling
Author_Institution :
Key Lab. of Symbol Comput. & Knowledge Eng. of the Minist. of Educ. Changchun, Jilin Univ., Changchun, China
Abstract :
This paper presents a new edge-counting based method using Word Net to compute the similarity. The method achieves a similarity that perfectly fits with human rating and effectively simulate the human tHought process that is people prefer to consider more differences when the semantic distance between two word is closer, and vice versa. At last, we weigh up our model against a benchmark set by human similarity judgment, and obtain a much improved result compared with other methods.
Keywords :
semantic Web; word processing; WordNet; edge-counting based method; human similarity judgment; human thought process; semantic distance; semantic similarity; Benchmark testing; Computational modeling; Correlation; Educational institutions; Humans; Semantics; Smoothing methods; Correlations; Smantic Smilarity; WordNet;
Conference_Titel :
Digital Manufacturing and Automation (ICDMA), 2011 Second International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-1-4577-0755-1
Electronic_ISBN :
978-0-7695-4455-7
DOI :
10.1109/ICDMA.2011.50