Abstract: Classification is one of the most important techniques in data mining, it has been largely applied in many fields.However,as the appearance of large amount of data,the existing classification algorithms do not scale well,they cannot mine useful knowledge from very large datasets quickly and accurately.This paper discusses scalability,gives an analysis and comparison of these algorithms.So that researchers and practitioners can scale up their existing algorithms to catch up with the development of data minin...