{"product_id":"optimized-data-clustering-technique-for-categorical-data-an-efficient-approach-von-pallavi-chaudhari-abha-chaudhari","title":"Optimized Data Clustering Technique for Categorical Data","description":"\u003cp\u003eIn this book, a new clustering technique for categorical-data is introduced. Essentially, the effectiveness of a clustering technique is significantly determined by two aspects, the searching method and the proximity criteria. The proposed algorithm uses a genetic algorithm for clustering that is shown in the experiments to be an efficient clustering method for categorical-data. The proximity criteria adopt a rule-based information theoretical measure called weight of evidence. It finds the interesting patterns and measures the weight of these patterns that supporting the presence of an objective-value pair to be relevant to a cluster label. By summing up the total weight that the records acquire in the patterns due to presence of both the objective-value and the corresponding cluster label, the fitness in the chromosome is measured and hence how best the records are clustered together is seen.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9786200300621\"\u003e\u003ch3\u003eAn Efficient Approach\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9786200300621","offer_id":39459896066141,"sku":"9786200300621","price":61.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/91160675-61bf-4c5b-b306-790f8be00f63.jpg?v=1773124048","url":"https:\/\/shop.autorenwelt.de\/en\/products\/optimized-data-clustering-technique-for-categorical-data-an-efficient-approach-von-pallavi-chaudhari-abha-chaudhari","provider":"Autorenwelt Shop","version":"1.0","type":"link"}