Abstract: The traditional K-means algorithm considered as a simple method has been widely discussed and applied in pattern recognition and machine learning. However,K-means algorithm can not guarantee unique clustering result because initial cluster centers are cho

Key words: Neighborhood model, Initial cluster centers, K-means clustering, Rough set