TY - GEN
T1 - A WordNet-based semantic similarity measure enhanced by Internet-based knowledge
AU - Liu, Gang
AU - Wang, Ruili
AU - Buckley, Jeremy
AU - Zhou, Helen M.
PY - 2011
Y1 - 2011
N2 - Approaches for measuring semantic similarity between words have been widely employed in various areas such as Artificial Intelligence, Linguistics, Cognitive Science and Knowledge Engineering. A new semantic similarity measure is proposed in this paper, which exploits the knowledge retrieved from a semantic network (i.e., WordNet) and the Internet. In particular, the structure information from WordNet and the statistic information obtained from the Internet are combined to quantify the semantic similarity between words. The new similarity measure is evaluated by comparing the rating results with two sets of human benchmark data. Experimental results indicate that, the proposed similarity measure outperforms previous WordNet-based semantic similarity measures.
AB - Approaches for measuring semantic similarity between words have been widely employed in various areas such as Artificial Intelligence, Linguistics, Cognitive Science and Knowledge Engineering. A new semantic similarity measure is proposed in this paper, which exploits the knowledge retrieved from a semantic network (i.e., WordNet) and the Internet. In particular, the structure information from WordNet and the statistic information obtained from the Internet are combined to quantify the semantic similarity between words. The new similarity measure is evaluated by comparing the rating results with two sets of human benchmark data. Experimental results indicate that, the proposed similarity measure outperforms previous WordNet-based semantic similarity measures.
KW - Normalised Google Distance
KW - Semantic similarity
KW - WordNet
UR - http://www.scopus.com/inward/record.url?scp=84862911482&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84862911482
SN - 1891706292
SN - 9781891706295
T3 - SEKE 2011 - Proceedings of the 23rd International Conference on Software Engineering and Knowledge Engineering
SP - 175
EP - 178
BT - SEKE 2011 - Proceedings of the 23rd International Conference on Software Engineering and Knowledge Engineering
T2 - SEKE 2011 - Proceedings of the 23rd International Conference on Software Engineering and Knowledge Engineering
Y2 - 7 July 2011 through 9 July 2011
ER -