Notes on permutations and combinations.

c-declarations
Joshua Potter 2024-02-19 12:13:11 -07:00
parent 2a2d8f8195
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@ -124,7 +124,7 @@
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"Basic": [

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- [ ] Korean (Read 1 Story)
- [ ] Interview Prep (1 Practice Problem)
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* Start encoding notes on permutations and combinations, as well as their relationship to one another.

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@ -6,6 +6,46 @@ tags:
- binary
---
## Overview
A binary digit or **bit** is a `0` or `1` character. A bit string is then a contiguous sequence of bits. It's **weight** is a reference to the number of `1`s in the bit string. Compare the below operation to the method for converting from one numerical base to another (e.g. [[hexadecimal]]).
```c
unsigned int bit_weight(int64_t n) {
unsigned int count = 0;
while (n) {
count += (n % 2 == 0) ? 0 : 1;
n /= 2;
}
return count;
}
```
%%ANKI
Basic
Why is a "bit" named the way it is?
Back: It is short for **b**inary dig**it**.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1707432641557-->
END%%
%%ANKI
Basic
What does the weight of a bit string refer to?
Back: The number of `1`s in the string.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788645-->
END%%
%%ANKI
Basic
How might you use C to find the weight of a bit string?
Back: Repeatedly divide by `2`, counting all remainders of `1`.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
Tags: c
<!--ID: 1708366788648-->
END%%
%%ANKI
Cloze
A byte consists of {8} bits.

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@ -4,12 +4,15 @@ TARGET DECK: Obsidian::STEM
FILE TAGS: combinatorics set
tags:
- combinatorics
- set
---
## Overview
The **additive principle** states that two finite and disjoint sets $A$ and $B$ satisfy $$|A \cup B| = |A| + |B|$$
This can be generalized to any number of finite and disjoint sets in the obvious way.
%%ANKI
Basic
What does the additive principle state?

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@ -0,0 +1,189 @@
---
title: Combinations
TARGET DECK: Obsidian::STEM
FILE TAGS: combinatorics set
tags:
- combinatorics
- set
---
## Overview
A $k$-**combination** of $n$ objects is an unordered "choice" of $k$ objects from the collection of $n$ objects. Alternatively viewed, it is a set of $k$ objects - ordering within a set does not matter. Combinations are derived by considering the number of $k$-[[permutations]] of $n$ objects and discarding order, i.e. dividing by $k!$. $$\binom{n}{k} = \frac{(n)_k}{k!} = \frac{n!}{k!(n - k)!}$$
```c
void combinations_aux(
const int i, const int n,
const int j, const int k,
int A[static n],
int res[static k]
) {
if (j == k) {
for (int m = 0; m < k; ++m) {
printf("%d ", A[res[m]]);
}
printf("\n");
return
} else if (n - i < k - j) {
return;
}
res[j] = A[i];
combinations_aux(i + 1, n, j + 1, k, A, res);
combinations_aux(i + 1, n, j, k, A, res);
}
void combinations(const int n, const int k, int A[static n]) {
int *res = malloc(sizeof(int) * k);
combinations_aux(0, n, 0, k, A, res);
free(res);
}
```
The above approach prints out all $k$-combinations of a given array.
%%ANKI
Basic
What *is* a combination?
Back: An unordered collection of objects.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078673-->
END%%
%%ANKI
Cloze
{1:Permutations} are to {2:tuples} as {2:combinations} are to {1:sets}.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078679-->
END%%
%%ANKI
Basic
How is a $k$-combination expressed recursively?
Back: Include or exclude a candidate, then find $(k - 1)$- or $k$-combinations on the remainder.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708369553051-->
END%%
%%ANKI
Basic
How is a $k$-combination of $n$ objects denoted?
Back: $\binom{n}{k}$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078685-->
END%%
%%ANKI
Basic
How is $\binom{n}{k}$ pronounced?
Back: "$n$ choose $k$"
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078690-->
END%%
%%ANKI
Basic
How is $\binom{n}{k}$ combinations of $n$ objects derived?
Back: As $(n)_k$ $k$-permutations of $n$ divided by $k!$, the numer of possible $k$-orderings.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078695-->
END%%
%%ANKI
Basic
How is the closed formula of $\binom{n}{k}$ written in terms of factorials (*not* falling factorials)?
Back: $$\binom{n}{k} = \frac{n!}{k!(n - k)!}$$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078700-->
END%%
%%ANKI
Basic
How do $k$-permutations of $n$ objects relate to $k$-combinations?
Back: The number of $k$-combinations is the number of $k$-permutations divided by $k!$.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078705-->
END%%
%%ANKI
Basic
How is the closed formula of $\binom{n}{k}$ written in terms of falling factorials?
Back: $$\binom{n}{k} = \frac{(n)_k}{k!}$$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078711-->
END%%
%%ANKI
Basic
What combinatorial concept explains the number of subsets of a finite set?
Back: Combinations.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078717-->
END%%
%%ANKI
Basic
How many subsets of $\{a, b, c, d, e\}$ have exactly $3$ members?
Back: $\binom{5}{3}$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078723-->
END%%
%%ANKI
Basic
*Why* are binomial coefficients "symmetric"
Back: The number of ways to choose $k$ objects is the same as the number of ways to *not* choose those $k$ objects.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078729-->
END%%
%%ANKI
Basic
What value of $k \neq 1$ makes $\binom{n}{1} = \binom{n}{k}$?
Back: $n - 1$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078735-->
END%%
%%ANKI
Basic
What does $\binom{n}{0}$ evaluate to?
Back: $1$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078740-->
END%%
%%ANKI
Basic
What does $\binom{n}{n}$ evaluate to?
Back: $1$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078746-->
END%%
%%ANKI
Basic
What term describes e.g. $\binom{n}{1}$, $\binom{n}{2}$, etc.?
Back: The binomial coefficients.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078753-->
END%%
%%ANKI
Basic
What is a binomial?
Back: A polynomial containing two terms.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078759-->
END%%
%%ANKI
Basic
What are binomial coefficients?
The coefficients of terms in the expansion of a binomial, e.g. $(x + y)^n$.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708368078764-->
END%%
## References
* Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).

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@ -11,6 +11,8 @@ tags:
The **multiplicative principle** states that two finite sets $A$ and $B$ satisfy $$|A \times B| = |A| \cdot |B|$$
This can be generalized to any number of finite sets in the obvious way.
%%ANKI
Basic
What does the multiplicative principle state?

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---
title: Permutations
TARGET DECK: Obsidian::STEM
FILE TAGS: combinatorics set
tags:
- combinatorics
- set
---
## Overview
A **permutation** of some $n$ objects is a (possible) rearrangement of those $n$ objects. The number of permutations is $n!$ since there are $n$ possible ways to pick the first object, $(n - 1)$ possible ways to pick the second, and so on.
```c
void permutations_aux(
const size_t n,
int A[static n],
int res[static n],
uint64_t choices
) {
if (!choices) {
for (size_t i = 0; i < n; ++i) {
printf("%d ", A[res[i]]);
}
printf("\n");
return;
}
unsigned int weight = n - bit_weight(choices);
for (unsigned int i = 0; i < 64; ++i) {
uint64_t next = 1L << i;
if (choices & next) {
res[weight] = i;
permutations_aux(n, A, res, choices & ~next);
}
}
}
void permutations(const size_t n, int A[static n]) {
int *res = malloc(sizeof(int) * n);
permutations_aux(n, A, res, (1L << n) - 1);
free(res);
}
```
The above approach prints out all permutations of a given array, provided the array contains at most `64` digits. It relies on `bit_weight` as defined in [[binary/index|binary]].
%%ANKI
Basic
What *is* a permutation?
Back: An ordered arrangement of some collection of objects.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788567-->
END%%
%%ANKI
Basic
How many permutations are there of $n$ objects?
Back: $n!$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788573-->
END%%
%%ANKI
Basic
How is permutation expressed recursively?
Back: Put each candidate in the current position, finding all permutations of the remainder each time.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708369553046-->
END%%
%%ANKI
Basic
How is $n!$ permutations of $n$ objects derived?
Back: There are $n$ choices for the first position, $n - 1$ choices for the second, etc.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788576-->
END%%
%%ANKI
Basic
What combinatorial concept explains $n!$ permutations of $n$ objects?
Back: The multiplicative principle.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788580-->
END%%
%%ANKI
Basic
What combinatorial concept is often associated with the factorial?
Back: Permutations.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788583-->
END%%
%%ANKI
Basic
How does sorting relate to the concept of permutations?
Back: Sorting aims to efficiently find a specific permutation.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
Tags: algorithm
<!--ID: 1708366788587-->
END%%
%%ANKI
Basic
What symbol denotes "$n$ factorial"?
Back: $n!$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788590-->
END%%
%%ANKI
Basic
What is $n!$ shorthand for?
Back: $\Pi_{k=1}^n k$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788594-->
END%%
%%ANKI
Basic
What is the identity element of $\cdot$ (multiplication)?
Back: $1$
Reference: Gries, David. *The Science of Programming*. Texts and Monographs in Computer Science. New York: Springer-Verlag, 1981.
<!--ID: 1708366788597-->
END%%
%%ANKI
Basic
What does $0!$ (factorial) evaluate to?
Back: $1$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788600-->
END%%
%%ANKI
Basic
*Why* might $0! = 1$ (barring convention)?
Back: Because the empty product is $1$, the multiplication identity.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788603-->
END%%
%%ANKI
Basic
What combinatorial concept explains the number of bijective functions between two finite sets?
Back: Permutations (factorials).
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788606-->
END%%
%%ANKI
Basic
How many bijective functions exist between $\{1, 2, 3\}$ and $\{a, b, c\}$?
Back: $3!$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788610-->
END%%
%%ANKI
Basic
How many bijective functions exist between finite sets $A$ and $B$ where $|A| = |B| = n$?
Back: $n!$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788613-->
END%%
If we generalize to choosing $k \leq n$ elements of $k$ objects, we can calculate the $k$-permutation of $n$. This is denoted as $(n)_k$, sometimes called the **falling factorial**. $$(n)_k = \frac{n!}{(n - k)!}$$
The derivation works by noting that we have $n - 0$ possible ways to pick the first object, $n - 1$ ways to pick the second, up until $n - (k - 1)$ ways to pick the last object.
%%ANKI
Basic
What *is* a $k$-permutation?
Back: An ordered arrangement, containing $k$ elements, of some collection of objects.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788616-->
END%%
%%ANKI
Basic
What is the closed formula for $(n)_k$ (falling factorial)?
Back: $$(n)_k = \frac{n!}{(n - k)!}$$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788619-->
END%%
%%ANKI
Basic
How many $k$-permutations are there of $n$ objects?
Back: $(n)_k$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788622-->
END%%
%%ANKI
Basic
How is $(n)_k$ $k$-permutations of $n$ objects derived?
Back: There are $n$ choices for the first position, $n - 1$ choices for the second, etc. up until $n - (k - 1)$ choices for the last position.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788625-->
END%%
%%ANKI
Basic
What does $(n)_n$ evaluate to?
Back: $n!$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788628-->
END%%
%%ANKI
Basic
What does $(n)_0$ evaluate to?
Back: $1$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788631-->
END%%
%%ANKI
Cloze
In a $k$-permutation of $n$ objects, there are $n - 0$ choices for first object and {$n - (k - 1)$} choices for the last object.
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788634-->
END%%
%%ANKI
Basic
What combinatorial concept explains the number of injective functions between two finite sets?
Back: $k$-permutations (falling factorials).
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
<!--ID: 1708366788638-->
END%%
%%ANKI
Basic
How many injective functions exist between $\{1, 2, 3\}$ and $\{a, b, c, d, e\}$?
Back: $(5)_3$
Reference: Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).
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## References
* Gries, David. *The Science of Programming*. Texts and Monographs in Computer Science. New York: Springer-Verlag, 1981.
* Oscar Levin, *Discrete Mathematics: An Open Introduction*, 3rd ed., n.d., [https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf](https://discrete.openmathbooks.org/pdfs/dmoi3-tablet.pdf).