State of the art document clustering algorithms based on semantic similarity

Word Semantic Similarity based on document title

the role of semantic and communicative translation on reading comprehension of scientific texts

the following null hypothesis was proposed: h : there is no significant difference between the use of semantically or communicatively translates scientific texts. to test the null hypothesis, a number of procedures were taken first, two passages were selected form soyrcebooks of food and nutrition industry and gardening deciplines. each, in turn, was following by a number of comprehension quest...

An improved semantic similarity measure for document clustering based on topic maps

A major computational burden, while performing document clustering, is the calculation of similarity measure between a pair of documents. Similarity measure is a function that assigns a real number between 0 and 1 to a pair of documents, depending upon the degree of similarity between them. A value of zero means that the documents are completely dissimilar whereas a value of one indicates that ...

Using Fuzzy Logic Clustering Discover Semantic Similarity in Web Document

The complex and high interactions between terms in documents demonstrates vague and ambiguous meanings. There exist complicated associations within one web document and linking to the others. Most of these approaches perform similarity and feature section methods. There is need of complex document clustering and produced meaningful document. This paper proposed methodology is capable of handles...

Enhancing Document Clustering Using Hybrid Models for Semantic Similarity

Different document representation models have been proposed to measure semantic similarity between documents using corpus statistics. Some of these models explicitly estimate semantic similarity based on measures of correlations between terms, while others apply dimension reduction techniques to obtain latent representation of concepts. This paper proposes new hybrid models that combine explici...