Analysis and Improvement for K-Means Algorithm
K-Means algorithm is one of the mostly used foundation algorithm in data mining, it base on a greedy clustering algorithm. This paper will introduce this algorithm and analysis. Then prove the correctness of the algorithm. And then show the productivity of this algorithm. And at last, this paper will show some improvement to K-Means algorithm, including how to choose initial center points, and how to calculate the means. This will improve the algorithm at a certain extent.
J. Z. Xiao and L. Xiao, "Analysis and Improvement for K-Means Algorithm", Applied Mechanics and Materials, Vols. 52-54, pp. 1976-1980, 2011