Research Of Clustreing Algorithms Based On Data Mining

In recent years, many people in information industry attach more important to the data mining technique that gained rapid progress, which is attributed to the necessary consequence of the conflicting movement between the rapid increasing data and the poor information day by day. In some domestic primary website, data mining technique was chosen one of the most popular technologies in the future.In this days, some super companies such as IBM, Microsoft have attended the research of data mining technique. This dissertation systematically, deeply, roundly and detailedly studies and analyses the data mining technique, especially the one for clustering analysis. The main contents are listed as follows:Description in brief of the data mining technique. The appearance of the data mining technique is reviewed in brief first. Based on the basic concepts of data mining, this dissertation classifies and summarizes the objects of data mining, the findable patterns and the common techniques in detail. In succession, the dissertation summarizes, analyses and studies the current status of the data mining technique in our native country and overseas widely and roundly and then summarizes and discusses its developmental trends and hot research fields. All of the above become the basis for this dissertation.Description in brief of clustering analysis. As one of the most important domain of data mining, clustering analysis is a non-supervised learning method, exerted important effect in many aspects. The definition, data type and primary algorithms are briefly introduced.Description in brief of ant colony algorithm. Swarm intelligence is a research domain which provided by simulating insects' behavior. Ant colony algorithm is a typical representative algorithm of Swarm Intelligence and has been widely applied. Two types of algorithm are briefly summarized. One is ant Routing algorithm, another is ant clustering algorithm.Research of T-Value algorithm based on threshold and clustering algorithm combination. Firstly, an algorithm of k-means based on pheromone is presented. Then T-Value algorithm enlightened by DBSCAN algorithm is presented and a threshhod of e is added into T-Value to improve the effect of this algorithm. Then a combination algorithm of T-Value and kmeans algorithm based on pheromone is...