How many solutions are there to $x_1 + x_2 + ... + x_5 = 21$?
How many solutions are there to the equation
$x_1 + x_2 + x_3 + x_4 + x_5 = 21$
where $x_1, i = 1,2,3,4,5$ is a nonnegative integer such that $0 ≤ x_1 ≤ 3, 1 ≤ x_2 < 4$, and $x_3 ≥ 15$?
I have correctly completed the previous parts of the question but am having trouble with this particular restriction.
The total number of solutions to the equation is $C(25,21) = 12650$.
I have tried to do each restriction individually:
For $0 ≤ x_1 ≤ 3$, I solved this by subtracting the number of solutions when $x_1 ≥ 4$ from the total number of solutions. This is $C(25,21) - C(21,17) = 5985$.
For $1 ≤ x_2 < 4$, I have $C(24,20) - C(21,17) = 5985$.
For $x_3 ≥ 15$, I have $C(10,6) = 210$.
However, the restriction is when these are all together. I am not sure how to proceed. The answer is $106$.
The system:
$\begin{cases} x_1+x_2+x_3+x_4+x_5=21\\ 0\leq x_1\leq 3\\ 1\leq x_2<4\\ 15\leq x_3\\ 0\leq x_4\\ 0\leq x_5\end{cases}$
can be rewritten via a change of variables as:
$\begin{cases} y_1+y_2+y_3+y_4+y_5=5\\ 0\leq y_1\color{blue}{\leq 3}\\ 0\leq y_2\color{blue}{\leq 2}\\ 0\leq y_3\\ 0\leq y_4\\ 0\leq y_5\end{cases}$
Do you see how?
Let $x_1=y_1, x_2=y_2+1, x_3=y_3+15$ and $x_4=y_4$ and $x_5=y_5$. Each of the conditions translate directly as above, including $y_1+y_2+y_3+y_4+y_5=x_1+x_2-1+x_3-15+x_4+x_5=21-1-15=5$
Now, approach via inclusion-exclusion on the first two terms. If we were to ignore the upper bounds, how many solutions are there?
$\binom{5+5-1}{5-1}=\binom{9}{4}$
How many of those solutions violate the first upper bound condition?
that would be when $y_1>3$ i.e. $4\leq y_1$. Making another change of variable, this would be $z_1+z_2+\dots+z_5=1, 0\leq z_i$ for a total of $\binom{5}{4}=5$
How many of them violated the second upper bound condition?
Approach similarly
How many violate both upper bound conditions simultaneously?
That would be with $x_1\geq 4, x_2\geq 4, x_3\geq 15$ implying that $x_1+x_2+x_3+x_4+x_5\geq x_1+x_2+x_3\geq 23$ and couldn't equal $21$, so none violate both.
Letting $|S|$ be the amount which ignore both upper bound conditions, $|A_1|$ be the amount which violate the first upper bound condition, $|A_2|$ be the amount which violate the second upper bound condition, we have the number of solutions which violate none of the upper bound conditions as:
$$|S|-|A_1|-|A_2|+|A_1\cap A_2|$$
$126 - 5 - 15 + 0 = 106$
However, the restriction is when these are all together. I am not sure how to proceed.
Utilise the Principle of Inclusion and Exclusion and the Twelve Fold Way's "Stars and Bars" technique.
The total number of natural number solutions is: $\binom{21+5-1}{21}$. This is the count of ways to place $21$ balls into $5$ boxes. The "boxes" are the variables, and the value is incremented by $+1$ for each "ball"; so "five balls in box 1" corresponds to the event $\{x_1=5\}$. You grok that okay?
Let us label the restrictions as $A:=\{0≤x_1 ≤3\}$, $B:=\{1≤x_2 <4\}$ and $C:=\{x_3 ≥15\}$
Now restriction $C$ alone is easy to count: When at least $15$ balls must be placed in box three; we need only count the ways to distribute the remaining $6$ balls among all five boxes.
$$\lvert{C}\rvert=\binom{6+5-1}{6}$$
The other restrictions are more easily countable through their complements; though we'll split that for $B$ into two disjoint subsets (you'll see why soon).
Let $A'=\{x_2\geq 4\}, B'_1=\{x_2=0\}, B'_2=\{x_2\geq 4\}$
Then, noting that $B'_1\cap B'_2=\emptyset$, the Principle of Inclusion and Exclusion says "hello": $$\begin{align}\lvert{A\cap B\cap C}\rvert ~=~&\lvert{C}\rvert-\lvert{(A'\cup B_1'\cup B_2')\cap C}\rvert\\[1ex]~=~&\lvert{C}\rvert-\lvert{A'\cap C}\rvert-\lvert{B_1'\cap C}\rvert-\lvert{B_2'\cap C}\rvert+\lvert{A'\cap B_1'\cap C}\rvert+\lvert{A'\cap B_2'\cap C}\rvert\end{align}$$
To measure $\lvert{A'\cap C}\rvert$ : When at least $15$ balls are placed in box three and at least $4$ balls in box one; we must count the ways to distribute the remaining $2$ balls among all five boxes.
$$\lvert{A'\cap C}\rvert = \binom{2+5-1}{2}$$
To measure $\lvert{B_1'\cap C}\rvert$ : when $15$ are placed in box three and box two is kept empty; we must count the ways to distribute the remaining $6$ balls among the remaining four boxes.
$$\lvert{B'_1}\rvert = \binom{6+4-1}{6}$$
And so forth...
An approach using generating functions:
In order to count up the number of solutions that sum to $n$, we can look at the coefficient of $x^n$ in the generating function $f(x)$:
$$[x^{n}]f(x) = [x^{n}]\left(\sum_{n=0}^{3}x^n\right)\left(\sum_{n=1}^{3}x^n\right)\left(\sum_{n=15}^{\infty}x^n\right)\left(\sum_{n=0}^{\infty}x^n\right)\left(\sum_{n=0}^{\infty}x^n\right)$$
The $[x^n]$ operator refers to the coefficient of $x^n$.
Factor out $x$'s so you can shift the indices down to $n=0$ for each sum:
$$[x^{n}]f(x) = [x^{n}]\left(\sum_{n=0}^{3}x^n\right)x\left(\sum_{n=0}^{2}x^n\right)x^{15}\left(\sum_{n=0}^{\infty}x^n\right)\left(\sum_{n=0}^{\infty}x^n\right)\left(\sum_{n=0}^{\infty}x^n\right)$$
Use the identities $\displaystyle \sum_{n=0}^{\infty}x^n = \frac{1}{1-x}$ and $\displaystyle \sum_{n=0}^{k}x^n = \frac{1-x^{k+1}}{1-x}$ to convert each piece:
$$[x^{n}]f(x) = [x^{n}]\left(\frac{1-x^4}{1-x}\right)x\left(\frac{1-x^3}{1-x}\right)x^{15}\left(\frac{1}{1-x}\right)^3$$
Simplify:
$$[x^{n}]f(x) = [x^{n}]\left(\frac{x^{23}-x^{20}-x^{19}+x^{16}}{(1-x)^5}\right)$$
Factor out $\dfrac{1}{(1-x)^5}$ and use the identity $\displaystyle \frac{1}{(1-x)^{m+1}} = \sum_{n=0}^{\infty}\binom{n+m}{m}x^n$:
$$[x^{n}]f(x) = [x^{n}]\left(x^{23}-x^{20}-x^{19}+x^{16}\right)\sum_{n=0}^{\infty}\binom{n+4}{4}x^n$$
Distribute:
$$[x^{n}]f(x) = [x^{n}]\left(\sum_{n=0}^{\infty}\binom{n+4}{4}x^{n+23}-\sum_{n=0}^{\infty}\binom{n+4}{4}x^{n+20}-\sum_{n=0}^{\infty}\binom{n+4}{4}x^{n+19}+\sum_{n=0}^{\infty}\binom{n+4}{4}x^{n+16}\right)$$
Shift indices:
$$[x^{n}]f(x) = [x^{n}]\left(\sum_{n=23}^{\infty}\binom{n-19}{4}x^{n}-\sum_{n=20}^{\infty}\binom{n-16}{4}x^{n}-\sum_{n=19}^{\infty}\binom{n-15}{4}x^{n}+\sum_{n=16}^{\infty}\binom{n-12}{4}x^{n}\right)$$
If we look at the lower bounds of the indices, the smallest $x^n$ that we could get the coefficient for is $x^{16}$. This is because $16$ is the smallest possible value of $n$ under the $x_i$ constraints, which occurs when $x_1 = x_4 = x_5 = 0$, $x_2=1$, and $x_3=15$. The coefficients for all $n<16$ are simply $0$.
Now we can invoke the coefficient operator:
$$[x^n]f(x) = \binom{n-19}{4}-\binom{n-16}{4}-\binom{n-15}{4}+\binom{n-12}{4}$$
Set $n=21$ to get the number of solutions to the original problem:
$$[x^{21}]f(x) = 106$$
Side note: If you use $n<19$ in the expression above, you'll start to see negative binomial coefficients. For those, you need to use the identity $\binom{-n}{k} = (-1)^k\binom{n+k-1}{k}$