Friday, June 16, 2023

Variance II

 

Don’t Fence Me In

I want to ride to the ridge where the west commences
Gaze at the moon till I lose my senses
I can't look at hobbles and I can’t stand fences
Don't fence me in.

But what if the fence is very, very distant?

A fence limits the outcomes of events. In the universe of random choices there are limits. Those limits are very, very large. For example there are estimated to be between 1078 to 1082 atoms in the universe. Each of these atoms can have as many as 100+ electrons. Each of these electrons can be in random, quantum locations. It is such a large number that for all practical purposes the human mind treats this as an infinite number. But the choices still exist and there is a finite, although very, very distant “fence.” 

In a logistics, sech squared, distribution the parameters are the mean, µ, and s, the range of the choices. The variance, σ2, in a logistics distribution is s2π2/3, which means that σ=sπ/√3, and s=√3σ,  The variance in a logistics distribution also follows the 68/95/99 rule of normal distributions. In fact at µ+3σ there are 99.97% of the outcomes in a normal distribution. Since in a normal distribution, such as the logistics distribution, the median is also µ and the median by definition is 50% of all outcomes, then, with rounding, 2µ=(µ+3σ) or σ= µ/3, which means that s= µ/√3π. It is thus not possible for there to be no fences, a variance of zero, unless the mean is also zero. In a simple binary choice, yes/no, 1/0, the mean, µ, is 0.5 and the variance, σ2, is thus .03.  The mean, µ, is by definition n/2, where n is the number of observations in the sample, thus the variance is  n2/36. As noted above the variance in a universe with more than 10100 , also known as googol, where do you think the name google comes from, choices will be very, very large but it will still exist. Unless there are no choices, s=0, then the variance can not be zero. Just because you can’t see the fence because it is very far away, doesn’t mean that the fence is not there.

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