In this article, we have tested the application of a log likelihood object of an ARMA(p,q) model in five hedge funds categories. We have applied an autoregressive moving average, ARMA(2,2) model of order AR(1), AR(2), MA(1), MA(2) and SMA(12) to test the natural logarithmic monthly market...