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Bertrand's box paradox is a
veridical paradox A paradox is a logically self-contradictory statement or a statement that runs contrary to one's expectation. It is a statement that, despite apparently valid reasoning from true premises, leads to a seemingly self-contradictory or a logically u ...
in elementary
probability theory Probability theory is the branch of mathematics concerned with probability. Although there are several different probability interpretations, probability theory treats the concept in a rigorous mathematical manner by expressing it through a set ...
. It was first posed by
Joseph Bertrand Joseph Louis François Bertrand (; 11 March 1822 – 5 April 1900) was a French mathematician who worked in the fields of number theory, differential geometry, probability theory, economics and thermodynamics. Biography Joseph Bertrand was ...
in his 1889 work
Calcul des Probabilités
'. There are three boxes: # a box containing two gold coins, # a box containing two silver coins, # a box containing one gold coin and one silver coin. The question is to calculate the probability, after choosing a box at random and withdrawing one coin at random, if that happens to be a gold coin, of the next coin drawn from the same box also being a gold coin. A veridical paradox is when the correct solution to a puzzle appears to be counterintuitive. It may seem intuitive that the probability that the remaining coin is gold should be , but the probability is actually . However, this is not the paradox Bertrand referred to. He showed that if were correct, it would lead to a contradiction, so cannot be correct. This simple but counterintuitive puzzle is used as a standard example in teaching probability theory. The solution illustrates some basic principles, including the
Kolmogorov axioms The Kolmogorov axioms are the foundations of probability theory introduced by Russian mathematician Andrey Kolmogorov in 1933. These axioms remain central and have direct contributions to mathematics, the physical sciences, and real-world probabili ...
.


Solution

The problem can be reframed by describing the boxes as each having one drawer on each of two sides. Each drawer contains a coin. One box has a gold coin on each side (GG), one a silver coin on each side (SS), and the other a gold coin on one side and a silver coin on the other (GS). A box is chosen at random, a random drawer is opened, and a gold coin is found inside it. What is the chance of the coin on the other side being gold? The following faulty reasoning appears to give a probability of : :*Originally, all three boxes were equally likely to be chosen. :*The chosen box cannot be box SS. :*So it must be box GG or GS. :*The two remaining possibilities are equally likely. So the probability that the box is GG, and the other coin is also gold, is . The flaw is in the last step. While those two cases were originally equally likely, the fact that you are certain to find a gold coin if you had chosen the GG box, but are only 50% sure of finding a gold coin if you had chosen the GS box, means they are no longer equally likely given that you have found a gold coin. Specifically: :*The probability that GG would produce a gold coin is 1. :*The probability that SS would produce a gold coin is 0. :*The probability that GS would produce a gold coin is . Initially GG, SS and GS are equally likely \left(\mathrm = \frac13\right). Therefore, by
Bayes rule In probability theory and statistics, Bayes' theorem (alternatively Bayes' law or Bayes' rule), named after Thomas Bayes, describes the probability of an event, based on prior knowledge of conditions that might be related to the event. For examp ...
the conditional probability that the chosen box is GG, given we have observed a gold coin, is: :\mathrm = \frac\times\frac = \frac The correct answer of can also be obtained as follows: *Originally, all six coins were equally likely to be chosen. *The chosen coin cannot be from drawer S of box GS, or from either drawer of box SS. *So it must come from the G drawer of box GS, or either drawer of box GG. *The three remaining possibilities are equally likely, so the probability that the drawer is from box GG is . Alternatively, one can simply note that the chosen box has two coins of the same type of the time. So, regardless of what kind of coin is in the chosen drawer, the box has two coins of that type of the time. In other words, the problem is equivalent to asking the question "What is the probability that I will pick a box with two coins of the same color?". Bertrand's point in constructing this example was to show that merely counting cases is not always proper. Instead, one should sum the probabilities that the cases would produce the observed result; and the two methods are equivalent only if this probability is either 1 or 0 in every case. This condition is correctly applied in the second solution method, but not in the first.


The paradox as stated by Bertrand

It can be easier to understand why is incorrect, if you consider the paradox Bertrand used. After a box has been chosen, but before a drawer is opened, there is a probability that the box has two of the same kind of coin. So, if you then select a drawer at random, before you open it the probability that the other drawer has the same kind of coin is . Opening the drawer that you selected cannot change that.


Experimental data

In a survey of 53 Psychology freshmen taking an introductory probability course, 35 incorrectly responded ; only 3 students correctly responded .


Related problems

Other veridical paradoxes in probability include: *
Boy or Girl paradox The Boy or Girl paradox surrounds a set of questions in probability theory, which are also known as The Two Child Problem, Mr. Smith's Children and the Mrs. Smith Problem. The initial formulation of the question dates back to at least 1959, when&nb ...
*
Monty Hall problem The Monty Hall problem is a brain teaser, in the form of a probability puzzle, loosely based on the American television game show ''Let's Make a Deal'' and named after its original host, Monty Hall. The problem was originally posed (and solved) ...
* Three Prisoners problem *
Two envelopes problem The two envelopes problem, also known as the exchange paradox, is a paradox in probability theory. It is of special interest in decision theory, and for the Bayesian interpretation of probability theory. It is a variant of an older problem known ...
* Sleeping Beauty problem The Monty Hall and Three Prisoners problems are mathematically identical to Bertrand's Box paradox. The construction of the Boy or Girl paradox is similar, essentially adding a fourth box with a gold coin and a silver coin. Its answer is controversial, based on how one assumes the "drawer" was chosen.


References

*Nickerson, Raymond (2004). ''Cognition and Chance: The psychology of probabilistic reasoning'', Lawrence Erlbaum. Ch. 5, "Some instructive problems: Three cards", pp. 157–160. *Michael Clark, ''Paradoxes from A to Z'', p. 16; *Howard Margolis
Wason, Monty Hall, and Adverse Defaults


External links


Estimating the Probability with Random Boxes and Names
a simulation {{DEFAULTSORT:Bertrand's Box Paradox Probability theory paradoxes Probability problems