HS #24 2017.7.4
Independence
Any student who takes a course in probability will learn –
and often confuse – two important notions: independence and mutual exclusivity.
Two events are said to be “mutually exclusive” if they both can’t be true. One excludes the other. For example, “I am
sitting in my lounge chair” and “I am sitting on my couch” are mutually
exclusive.
Two things are independent if they have nothing to do with
each other – they are totally unrelated. Knowing about one makes the other no
more or less likely to be true. For example, “I am sitting in my lounge chair”
and “It is snowing on Mount Everest” are independent events. Knowing that I am
sitting in my lounge chair reveals nothing about the weather in Tibet, and vice
versa.
Other things are neither mutually exclusive nor independent.
For example, “I am sitting in my lounge chair” and “It is snowing outside.”
They are not mutually exclusive because both could be true at the same time.
They are not independent because if it was snowing outside, I would more likely
be sitting in my lounge chair than if it was warm and sunny. That is, the two things are related to some
extent. If one is true, it changes the
probability that the other is true.
Try your hand at it. Are the following mutually exclusive,
independent, or neither:
i) “I will play racquetball this afternoon.” and “I will
spend all afternoon cleaning the house.” ii) “I will play racquetball this
afternoon.” and “I didn’t take a shower this morning.” iii) “I will play
racquetball this afternoon.” and “You have the TV on as you are reading
this.”
The first is mutually exclusive. The second is neither. (I
sometimes wait to take my shower until after a work out.) The third is (most
likely) independent.
Notice above that I did not give the option for two things
to be BOTH independent AND mutually exclusive. That is because it can’t happen.
Do you see why? If I am sitting in my lounge chair, you know for certain that I
am not sitting on my couch. If I spend all afternoon cleaning my house, then
you know for certain that I did not play racquetball in the afternoon. One
being true certainly affects whether the other is true. So if two things are mutually exclusive they
are not independent, and vice versa.
Congrats for your diligent reading. Here (hopefully) is the
reward. These two notions help us understand the societal/governmental
differences between, say, the United States and France. Also (I think) we can
better understand the intentions of our Founding Fathers.
As I understand the laws of France, French citizens are not
allowed to wear religious headdresses or other identifying religious garments
in the public schools. This is just one example of France’s attempt to keep
religion and government (church and state) mutually exclusive. If a person is
in school, they are not wearing religious garments. If they are wearing
religious garments, they are not in school.
In contrast to that, although they didn’t use the word
“independence” (at least in the mathematical sense), I think our Founders had
this notion in mind regarding the relationship between religion and government.
They did not want church and state to be
mutually exclusive. Instead, their ideal was for them to be independent of each
other. One was to have no effect on the other.
In my opinion, this was brilliant. As opposed to France
where religion and government have no choice but to push at and exclude each
other, in the U.S., the two can coexist with minimal influence on each other.
I say “minimal” because real life is messier than the
idealized world of mathematics. If a commencement ceremony of a public school
wants to offer a prayer from just one religious point of view and there are
objections from those of other religious beliefs, then the government must step
in to adjudicate. Nor, unlike businesses and private homeowners, do churches
need to pay property taxes. If there were true independence of church and
state, churches would pay property taxes like everyone else.
But these are minor. In the grand scheme, our Constitution
and legal history are founded on the premise that the church should not
officially influence the state, and the state should not affect the church. The
wisdom of this approach has led to religions peacefully coexisting together and
thriving unencumbered within our
country.
Independence promotes independence. What a great heritage.
Another great one, Tim! This made me think of something I say often to my music students: "The statement 'There's more than one right answer' is not the same thing as saying 'There is no wrong answer.'" For example, "There's more than one good saxophone sound" does not equal "There's no bad saxophone sound." It seems obvious when I say it like that, but so many people forget it in practice. Do you think that relates to the concept of independence vs. mutual exclusivity?
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