Design and Develop Semantic Textual Document Clustering Model
نویسندگان
چکیده
منابع مشابه
A Semantic Approach for Document Clustering
Conventional document mining systems mainly use the presence or absence of keywords to mine texts. However, simple word counting and frequency distributions of term appearances do not capture the meaning behind the words, which results in limiting the ability to mine the texts. In this paper, the application of a semantic understandingbased approach to mine documents is presented. The approach ...
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Document clustering is a fundamental task of text mining, by which efficient organization, navigation, summarization and retrieval of documents can be achieved. The clustering of documents presents difficult challenges due to the sparsity and the high dimensionality of text data, and to the complex semantics of the natural language. Subspace clustering is an extension of traditional clustering ...
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Document clustering, one of the traditional data mining techniques, is an unsupervised learning paradigm where clustering methods try to identify inherent groupings of the text documents, so that a set of clusters is produced in which clusters exhibit high intra-cluster similarity and low intercluster similarity. The importance of document clustering emerges from the massive volumes of textual ...
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Document clustering recently became a vital approach as numbers of documents on web and on proprietary repositories are increased in unprecedented manner. The documents that are written in human language generally contain some context and usage of words mainly dependent upon the same context; recently researchers have attempted to enrich document representation via external knowledge base. This...
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The search engines are indispensable tools to find information amidst massive web pages and documents. A good search engine needs to retrieve information not only in a shorter time, but also relevant to the users’ queries. Most search engines provide short time retrieval to user queries; however, they provide a little guarantee of precision even to the highly detailed users’ queries. In such ca...
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ژورنال
عنوان ژورنال: Journal of Computer Science and Information Technology
سال: 2017
ISSN: 2334-2366,2334-2374
DOI: 10.15640/jcsit.v5n2a4