Optimizing Binomial Coefficients for Maximum Value

Click For Summary
SUMMARY

The discussion focuses on optimizing binomial coefficients, specifically determining the value of k that maximizes the term A_k in the expression derived from the binomial theorem. The analysis shows that for the expression $\displaystyle A_k={1000 \choose k}\left(\dfrac{1}{5}\right)^{k}$, the optimal k is found to be 166. This conclusion is reached by comparing the ratios of consecutive terms and simplifying the inequality $\frac{1000!}{k!(1000-k)!5^k}>\frac{1000!}{(k+1)!(999-k)!5^{k+1}}$. The discussion highlights the importance of understanding binomial coefficients in mathematical optimization.

PREREQUISITES
  • Understanding of binomial coefficients and the binomial theorem
  • Familiarity with factorial notation and its properties
  • Basic knowledge of inequalities and algebraic manipulation
  • Experience with mathematical optimization techniques
NEXT STEPS
  • Study the properties of binomial coefficients in depth
  • Learn about the applications of the binomial theorem in probability and statistics
  • Explore advanced optimization techniques in combinatorial mathematics
  • Investigate the use of Stirling's approximation for large factorials
USEFUL FOR

Mathematicians, statisticians, and students studying combinatorics or optimization techniques will benefit from this discussion, particularly those interested in maximizing binomial coefficients.

anemone
Gold Member
MHB
POTW Director
Messages
3,851
Reaction score
115
From the binomial theorem, we have

$\displaystyle \begin{align*}\left(1+\dfrac{1}{5}\right)^{1000}&={1000 \choose 0}\left(\dfrac{1}{5}\right)^{0}+{1000 \choose 1}\left(\dfrac{1}{5}\right)^{1}+{1000 \choose 2}\left(\dfrac{1}{5}\right)^{2}+\cdots+{1000 \choose 1000}\left(\dfrac{1}{5}\right)^{1000}\\&=A_0+A_1+A_2+\cdots+A_{1000} \end{align*}$

where $\displaystyle A_k={1000 \choose k}\left(\dfrac{1}{5}\right)^{k}$.

For which $k$ is $A_k$ the largest?
 
Physics news on Phys.org
anemone said:
From the binomial theorem, we have

$\displaystyle \begin{align*}\left(1+\dfrac{1}{5}\right)^{1000}&={1000 \choose 0}\left(\dfrac{1}{5}\right)^{0}+{1000 \choose 1}\left(\dfrac{1}{5}\right)^{1}+{1000 \choose 2}\left(\dfrac{1}{5}\right)^{2}+\cdots+{1000 \choose 1000}\left(\dfrac{1}{5}\right)^{1000}\\&=A_0+A_1+A_2+\cdots+A_{1000} \end{align*}$

where $\displaystyle A_k={1000 \choose k}\left(\dfrac{1}{5}\right)^{k}$.

For which $k$ is $A_k$ the largest?

I looked for k such that $\frac{1000!}{k!(1000-k)!5^k}>\frac{1000!}{(k+1)!(999-k)!5^{k+1}}$.

This simplifies to $\frac{1}{1000-k}>\frac{1}{5k+5}$.

Leading to k=166 if I didn't make any dopey errors.
 
Thanks M R for your participation and your correct solution!(Yes)

A solution proposed by other:

Note that $\displaystyle A_k={1000 \choose k}\left(\dfrac{1}{5}\right)^k=\dfrac{1000!}{5^k(k!)(1000-k)!}$, so to maximize $A_K$ means we must minimize its denominator, and if we let it as $P_k=5^k(k!)(1000-k)!$, for all $k$, we have $P_{k+1}=5^{k+1}((k+1)!)(1000-(k+1))!=5^{k+1}((k+1)!)(999-k)!=P_k\left(\dfrac{5(k+1)}{1000-k}\right)$.

For small values of $k$, $\dfrac{5(k+1)}{1000-k}<1$, so we must have $P-0>P_1>P_2>\cdots$. The minimum value will thus come at the smallest value of $k$ for which $\dfrac{5(k+1)}{1000-k}>1$, so we must have $5(k+1)>1000-k\,\,\rightarrow k=166$
 

Similar threads

  • · Replies 7 ·
Replies
7
Views
2K
Replies
1
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 6 ·
Replies
6
Views
4K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 9 ·
Replies
9
Views
3K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 36 ·
2
Replies
36
Views
6K