Would Network Traffic Rate Estimates Follow a Pareto or Normal Distribution?

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SUMMARY

The discussion centers on the relationship between network traffic rates generated from a Pareto distribution and their estimated averages. It is established that while individual values drawn from a Pareto distribution remain Pareto distributed, the central limit theorem indicates that the sample average of these values will approximate a Normal distribution under suitable conditions. This distinction clarifies the behavior of network traffic rate estimates when sampled.

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mloo01
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I have a question that is confusing me.

If traffic in a network is being generated from a Pareto distribution,
And I am estimating this traffic rate at each packet arrival,
If I was to take the previous x estimated rates as a sample of data,
Would the distribution of these estimated rates still be Pareto or would they be more of a Normal distribution?

Any comments would be great!
 
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if you take random samples from a pareto distribution, the individual values you draw will each be pareto distributed. However the central limit theorum says that the sample average will be approximately normal (if suitable conditions are met).ie, suppose you draw random values x_1, x_2, x_3, x_4...x_n.

Each value x_i is pareto distributed. However the sample average \bar{x} = \frac{\sum x_i}{n} is approximately normalDoes that make the distinction clearer?
 
Yes that's great thank you
 

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