What is the formal for SE in Statistical Methods?

I think you are talking about "standard error of the mean". The standard error of the mean is the standard deviation of the sampling distribution from a probability distribution. The Central Limit Theorem states that the standard error of the mean is equal to the population mean (typically sigma) divided by the square root of the population size.