This paper presents a new checkpoint scheme that utilizes the memory usage profile and time series analysis for low-overhead checkpoint. The proposed checkpoint scheme checks current and future checkpoint overhead based on the on the changes of the memory size and the expected check-point overhead using memory profile and adaptive time series analysis when it decides whether or not to take a check-point. Unlike the previous works that do not utilize the memory usage profile, it is possible to reduce the total over-head of the execution time. We also present experimental results which show that the checkpoint overhead of the pro-posed scheme is reduced compared with the previously developed checkpoint scheme.