{"product_id":"large-scale-arabic-text-classification-von-mohammed-m-abu-tair","title":"Large-Scale Arabic Text Classification","description":"\u003cp\u003eText classification has become one of the most important techniques in text mining. A number of machine learning algorithms have been introduced to deal with automatic text classification. One of the common classification algorithms is the k-NN algorithm which is known to be one of the best classifiers applied for different languages including Arabic language. However, the k-NN algorithm is of low efficiency because it requires a large amount of computational power. Such a drawback makes it unsuitable to handle a large volume of text documents with high dimensionality and in particular in the Arabic language. This book, therefore, introduces a high performance parallel classifier for large-scale Arabic text that achieves the enhanced level of efficiency, scalability, and accuracy. The parallel classifier based on the sequential   k-NN algorithm. We tested the classifier using the OSAC corpus. We studied the performance of the parallel classifier on a multicomputer cluster. The results indicate that the parallel classifier has very good speedups and scalability and is capable of handling large document collections with higher classification results.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659347665\"\u003e\u003ch3\u003eAn Approach Towards Distributed Data Mining\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783659347665","offer_id":39485463855197,"sku":"9783659347665","price":59.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/9c67a8df-3bab-411a-94af-0ceb3af8eee9.jpg?v=1773209746","url":"https:\/\/shop.autorenwelt.de\/products\/large-scale-arabic-text-classification-von-mohammed-m-abu-tair","provider":"Autorenwelt Shop","version":"1.0","type":"link"}