Is There a Unique Solution to This Random Matrix Problem?

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In summary, a random matrix problem is a mathematical problem that involves studying the properties of matrices with randomly generated entries. Finding a unique solution to this problem is important for understanding complex systems and making predictions, and can have practical applications in various fields. The uniqueness of the solution can be affected by factors such as matrix size, structure, entry distribution, and operations performed. While it is possible for a random matrix problem to have multiple solutions, various methods such as Gaussian elimination and least squares can be used to find a unique solution. These methods rely on linear algebra and statistics.
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Ackbach
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Here is this week's POTW:

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Suppose that each of $n$ people writes down the numbers $1,2,3$ in random order in one column of a $3\times n$ matrix, with all orders equally likely and with the orders for different columns independent of each other. Let the row sums $a,b,c$ of the resulting matrix be rearranged (if necessary) so that $a\le b\le c$. Show that for some $n\ge 1995$, it is at least four times as likely that both $b=a+1$ and $c=a+2$ as that $a=b=c$.

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Remember to read the http://www.mathhelpboards.com/showthread.php?772-Problem-of-the-Week-%28POTW%29-Procedure-and-Guidelines to find out how to http://www.mathhelpboards.com/forms.php?do=form&fid=2!
 
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Re: Problem Of The Week # 217 - May 24, 2016

This was Problem A-6 in the 1995 William Lowell Putnam Mathematical Competition.

No one answered this week's POTW. The solution, attributed to Kiran Kedlaya and his associates, follows:

View this as a random walk/Markov process with states $(i,j,k)$ the triples of integers with sum 0, corresponding to the difference between the first, second and third rows with their average (twice the number of columns). Adding a new column adds on a random permutation of the vector $(1,0,-1)$. I prefer to identify the triple $(i,j,k)$ with the point $(i-j) + (j-k)\omega + (k-i)\omega^{2}$ in the plane, where $\omega$ is a cube root of unity. Then adding a new column corresponds to moving to one of the six neighbors of the current position in a triangular lattice.

What we'd like to argue is that for large enough $n$, the ratio of the probabilities of being in any two particular states goes to 1. Then in fact, we'll see that eventually, about six times as many matrices have $a=b-1,b=c-1$ than $a=b=c$. This is a pain to prove, though, and in fact is way more than we actually need.

Let $C_{n}$ and $A_{n}$ be the probability that we are at the origin, or at a particular point adjacent to the origin, respectively. Then $C_{n+1} = A_{n}$. (In fact, $C_{n+1}$ is $1/6$ times the sum of the probabilities of being at each neighbor of the origin at time $n$, but these are all $A_{n}$.) So the desired result, which is that $C_{n}/A_{n} \geq 2/3$ for some large $n$, is equivalent to $A_{n+1}/A_{n} \geq 2/3$.

Suppose on the contrary that this is not the case; then $A_{n} < c (2/3)^{n}$ for some constant $n$. However, if $n=6m$, the probability that we chose each of the six types of moves $m$ times is already $(6m)!/[m!^{6} 6^{6m}]$, which by Stirling's approximation is asymptotic to a constant times $m^{-5/2}$. This term alone is bigger than $c (2/3)^{n}$, so we must have $A_{n+1}/A_{n} \geq 2/3$ for some $n$. (In fact, we must have $A_{n+1}/A_{n} \geq 1-\epsilon$ for any $\epsilon>0$.)
 

FAQ: Is There a Unique Solution to This Random Matrix Problem?

What is a random matrix problem?

A random matrix problem is a mathematical problem that involves studying the properties of matrices whose entries are randomly generated. These matrices are often used to model complex systems in physics, statistics, and computer science.

Why is finding a unique solution to a random matrix problem important?

Finding a unique solution to a random matrix problem allows us to understand the behavior of complex systems and make predictions about their behavior. It also has practical applications in fields such as signal processing, data analysis, and cryptography.

What factors affect the uniqueness of the solution to a random matrix problem?

The size and structure of the matrix, as well as the distribution of its entries, can affect the uniqueness of the solution to a random matrix problem. Additionally, the types of operations performed on the matrix can also impact the uniqueness of the solution.

Can a random matrix problem have multiple solutions?

Yes, it is possible for a random matrix problem to have multiple solutions. This can occur when the matrix is underdetermined or when the entries are not independent.

What methods are used to find a unique solution to a random matrix problem?

There are various methods used to find a unique solution to a random matrix problem, including Gaussian elimination, least squares, and eigenvalue decomposition. These methods rely on linear algebra and statistical techniques to solve the problem.

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