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Text Clustering Algorithms: A Review
With the growth of Internet, large amount of text data is increasing, which are created by different media like social networking sites, web, and other informatics sources, etc. This data is in unstructured format which makes it tedious to analyze it, so we need methods and algorithms which can be used with various types of text formats. Clustering is an important part of the data mining. Clust...
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Text clustering methods can be used to group large sets of text documents. Most of the text clustering methods do not address the problems of text clustering such as very high dimensionality of the data and understandability of the clustering descriptions. In this paper, a frequent term based approach of clustering has been introduced; it provides a natural way of reducing a large dimensionalit...
متن کاملA Survey of Text Clustering Algorithms
Clustering is a widely studied data mining problem in the text domains. The problem finds numerous applications in customer segmentation, classification, collaborative filtering, visualization, document organization, and indexing. In this chapter, we will provide a detailed survey of the problem of text clustering. We will study the key challenges of the clustering problem, as it applies to the...
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Image segmentation especially fuzzy based image segmentation techniques are widely used due to effective segmentation performance. For this reason, a huge number of algorithms are proposed in the literature. This paper presents a survey report of different types of classical fuzzy clustering techniques which available in the literature. Keyword: fuzzy clustering, image segmentation, fuzzy c-mea...
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Rapid advancements of smart technologies, permits the individuals and organizations to store large number of documents in repositories. But it is quite difficult to retrieve the relevant documents from these massive collections. Document clustering is the process of organizing such massive document collections into meaningful clusters. It is simple and less tedious to find relevant documents, i...
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ژورنال
عنوان ژورنال: International Journal of Engineering Research and Advanced Technology
سال: 2020
ISSN: 2454-6135
DOI: 10.31695/ijerat.2020.3646