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Usual Computation of Time Average and Time Variance
Suppose you have the following data: 4, 6, 12, 9 and you want to calculate the simple statistics of average (arithmetic mean) and variance, how do you calculate that?
Average = Variance =
Our focus in particular tutorial is for the time average and time variance
of the measurement data. Let us use symbols to ease the algebraic manipulation.
Symbol Now let us consider a case when you have a device to measure something, say number of pedestrians passing through a gate of a subway stations. Every measurement time, for example, every minutes, you get the total number of people who pass through that gate. At each time (i.e. every minutes), you get an additional data and you need to calculate those simple statistics of average and variance of the measurement. How do you calculate them? Let us use the same data as above for our example. The first measurement, give 4 person passed through the gate. The average is the same as the measurement and there is no variance because we have only single data. The second, third and fourth measurement, give 6, 12 and 9 pedestrians respectively who passed through the gate. The average and variance calculation is shown in the table below.
So far there is nothing interesting to be discussed about unless if we got so much measurement data. All of sudden, the computation of simple statistics of time average and time-variance become problems.
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