Sleeping Beauty
2005-08-20
Sleeping Beauty (SB) was
a beautiful girl and well-trained in statistics, but she needed
some money and so she decided to participate in a medical trial. This
was actually a
strange experiment with a sleeping pill, which had a severe
side-effect, affecting and
essentially erasing the short-term memory. The experiment went as
follows:
On Monday the experimenters would flip a coin (with a priori probability 1/2 for head
or tail respectively) and
they would put her to sleep using the drug. If the coin showed
head, SB would awake on
Tuesday, the experimenters would ask her one question,
which she had to answer correctly (her paycheck depended on the answer
being truthful)
and this was the end of the experiment.
However, if the coin showed tail
on Monday, they would put her to sleep, ask her the
question on Tuesday and then put her to sleep again. Then she would
wake up on
Wednesday and the same question would be asked, which she had to answer
once again.
Of course, since the drug erases the short-term memory, SB would not
know whether it
was Tuesday or Wednesday when she would wake up, but she would remember
all her
statistics knowledge and also the details of the experiment.
And so she participated in the experiment and she woke up and she was
asked the one
question: "What is the probability that the coin showed head ?"
SB thought that this was a strange question, but also one she could
answer easily:
1) "The a priori probability
for head
was p(H) = 1/2, on Monday. I have no new
information, therefore the probability is unchanged p(H) = 1/2." She
was about to give
this answer, when she decided to double check her result, after all she
did not want to risk
her paycheck.
2) "If I would know what day it is, my answers would differ. If I would
know that
today is Wednesday, then the probability for head would be zero; If I would know
that
today is Tuesday the probability for head
would be 1/2. Of course, I do not know which
day it is, but I can calculate the probability that today is Tuesday or
Wednesday to check
my previous result. If the outcome was head, today can only be Tuesday and
if it was tail,
today is either Tuesday or Wednesday with probability 1/2 for both,
since I
have no further
information. Thus the probability that today is Tuesday is p(Tue) =
(1/2) + (1/2)(1/2) = 3/4
and the probability that today is Wednesday is p(Wed) = 1/4. Now,
I can use this to calculate
p(H) as follows: p(H) = (1/2)*p(Tue) + 0*p(Wed) = (1/2)*(3/4) = 3/8.
So the probability for head is p(H) = 3/8 ? Ooops!"
At this point SB understood that her reasoning was inconsistent and she
did the calculation
more carefully as follows:
3) "p(Tue) = p(H) + (1/2)( 1 - p(H) ) , p(H) = (1/2) p(Tue) + 0 and thus
p(H) = (1/2)[ p(H) + (1/2)( 1 - p(H) )] with the final solution p(H) =
1/3."
This solution made sense to her, since she could not distinguish the
three cases (awaking on
Tue only, awaking on Tue before being put to sleep again, awaking on
Wed) in any way and
thus they seemed to have the same probability. Thus p(H) = 1/3.
But then, her first answer, p(H) = 1/2, seemed so much better.
And at this point SB understood what a weird experiment this really was
...
update: You may have noticed
that SB wakes up Tuesday and/or Wednesday in my story,
while most webpages (e.g. if you followed the link above) use Monday
and/or
Tuesday.
update: Barry Clarke has a nice
webpage about this
problem and Lev Vaidman discusses SB
in his paper on
Probability and the Many-Worlds
Interpretation of Quantum Theory.
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Statistical Mechanic