论文信息 - Semantic Analyzing Technology of Web Document

Semantic Analyzing Technology of Web Document

Semantic technology can improve the analyzing accuracy of the Web documents.Two semantic technologies are introduced in this paper: concept semantic technology and formalization semantic technology.The concept semanteme based on non-negative matrix factorization is a novel method,which can consider the concept semantic accuracy and the complexity of algorithm.Ontology is a current formalization semantic technology.Ontology-based information systems suffer from the problem of ontology heterogeneity.It introduces the definitions of simplified multielement bounds to find the best approximations of the concepts,and presents the idea for searching the simplified multielement bounds.

Guo Yong

[1] Thomas R. Gruber,et al. A translation approach to portable ontology specifications , 1993, Knowl. Acquis..

[2] Thomas Hofmann,et al. Unsupervised Learning by Probabilistic Latent Semantic Analysis , 2004, Machine Learning.

[3] H. Stuckenschmidt,et al. Ontology-Based Information Sharing in Weakly Structured Environments , 2003 .

[4] Inderjit S. Dhillon,et al. Concept Decompositions for Large Sparse Text Data Using Clustering , 2004, Machine Learning.

[5] T. Landauer,et al. Indexing by Latent Semantic Analysis , 1990 .

[6] H. Sebastian Seung,et al. Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[7] Gerald Salton,et al. Automatic text processing , 1988 .