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AASA: a Method of Automatically Acquiring Semantic Annotations

, , and . Journal of Information Science, 33 (4): 435-450 (2007)toread.
DOI: 10.1177/0165551506072164

Abstract

An important precondition for the success of the Semantic Web is founded on the principle that the content of web pages will be semantically annotated. This paper proposes a method of automatically acquiring semantic annotations (AASA). In the AASA method, we employ a combination of data mining and optimization to acquire semantic annotations. Key features of AASA include combining association rules, inference mechanism, genetic algorithm and self-organizing map to create semantic annotations, and using the k-nearest-neighbor query combined with simulated annealing to maintain semantic annotations.

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