Todays continuously growing Internet requires users and network applications to have knowledge of network metrics. This knowledge is critical for decision making during the usage of network applications. This thesis studies application related network metrics. The major approach in this work is to examine the traffic between a simulated user. We use the historical data collected from previous usage of network applications to make predictions for future usage of those applications. Prediction mechanisms require us to make parameter choices so that certain weights can be placed on historical...