2014 · 16 citations · 25 references
ComputingComputer ScienceData AnalyticsData MiningMachine LearningCluster DetectionDocument ClusteringCluster AnalysisCluster SimilarityClusteringClustering AnalysisK-means Clustering
Data mining is a knowledge discovery technique, used for exploring the new facts and relationships among data. It enables a user to uncover hidden information among available datasets. Cluster detection is one of the major techniques, which is used for data mining. In the Cluster detection techniques, User performs mining of data by searching for cluster of elements that are similar to each other. Each implementation of the cluster detection techniques adopts a method of comparing the value of individual datasets with those in their centroids. So, in this paper we have enlisted a few of them. Based on certain parameters, we have carried out a comprehensive analysis of various clustering techniques.
25
Data mining: concepts and techniques
Jiawei Han, Micheline Kamber · Choice Reviews Online · 2012 · 28.9K citations
Clustering by pattern similarity in large data sets
Haixun Wang, Wei Wang, Jiong Yang et al. · 2002 · 484 citations
A data clustering algorithm for mining patterns from event logs
Risto Vaarandi · 2004 · 457 citations