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A numerical illustration:_______________________________________________
1) Y=T^4 (measuring temperature to calculate the rate of cooling by
radiation, Y)
2) Three values of T' were measured: 1, 2 and 3. The mean T' is 2 and
we conclude that the true Y is close to 16.
3) Without calculating mean T' we calculate individual Y' from
individual T' as: 1, 16 and 81. And we conclude that the true Y is
close 36.
It is the propagation of error issue. We know that Y=T^4 is highly
reliable. And our object is definitely loosing heat by radiation at
some unknown rate, Y. We measured T three times and made two
conclusions based on different methods. My desktop computer is
dead. If
it were not dead I would simulate the situation by randomizing T with
True Basic. That would definitely tell me which of the two methods is
better. That is what computer simulations are good for.