منابع مشابه
Fast Fuzzy Clustering of Web Page Collections
We study an extension of learning vector quantization that draws on ideas from fuzzy clustering, enabling us to find fuzzy clusters of ellipsoidal shape with a competitive learning scheme. This approach may be seen as a kind of online fuzzy clustering, which can have advantages w.r.t. the execution time of the clustering algorithm. We demonstrate the usefulness of our approach by applying it to...
متن کاملIncorporating Hyperlink Analysis in Web Page Clustering
The size of the World Wide Web is growing rapidly and it has become a very important source of information that can be useful to various academic and commercial applications. However, because of the large number of documents online, it is becoming increasingly difficult to search for useful information on the Web. General-purpose Web search engines, such as Google and AltaVista, present search ...
متن کاملIncremental Document Clustering for Web Page Classiication
Motivated by the beneets in organizing the documents in Web search engines, we consider the problem of automatic Web page classiication. We employ the clustering techniques. Each document is represented by a feature vector. By analyzing the clusters formed by these vectors, we can assign the documents within the same cluster to the same class automatically. Our contributions are the following: ...
متن کاملTerms Reduction with Web Page Clustering
As the size of the World Wide Web has grown largely, it has become difficult to retrieve useful information quickly. User looking for information may have to browse lots of pages to get the desired information from the pool of World Wide Web (WWW). A technique is required which organizes documents content efficiently so that information can be easily obtained from largest data repository of WWW...
متن کاملWeb Page Clustering Using Heuristic Search in the Web Graph
Effective representation of Web search results remains an open problem in the Information Retrieval community. For ambiguous queries, a traditional approach is to organize search results into groups (clusters), one for each meaning of the query. These groups are usually constructed according to the topical similarity of the retrieved documents, but it is possible for documents to be totally dis...
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ژورنال
عنوان ژورنال: Journal of King Saud University - Computer and Information Sciences
سال: 2019
ISSN: 1319-1578
DOI: 10.1016/j.jksuci.2017.06.002