Category Archives: Discrete Mathematics

Proof by Mathematical Induction

The Principle of Mathematical Induction

To prove that a predicate $P(n)$ is true for all $n\geq n_0$:

Base Case. Prove that the predicate $P(n)$ holds for a particular value $n_0$.

Induction Hypothesis. Suppose that $P(n)$ holds for some fixed value $n\geq n_0$.

Induction Step. Prove that if the induction hypothesis is true then $P(n+1)$ holds as well.

Example. Prove that for any $n\geq 1$, \begin{align*}\sum_{i=0}^{n-1}2^i&=1+2+2^2+2^3+\cdots+2^{n-1}\\&=2^n-1\end{align*}

Proof. $P(n)$: $\sum_{i=1}^{n-1}2^i=2^n-1$.

Base Case. $P(1)$: $n_0=$. $\sum_{i=0}^02^i=2^1-1$. $P(1)$ is true since the LHS=the RHS=1.

Induction Hypothesis. Suppose that $P(n)$ is true for a fixed $n\geq 1$ that is, $$\sum_{i=1}^{n-1}2^i=2^n-1$$

Induction Step. Show that $P(n+1)$ is true. \begin{align*}\sum_{i=1}^n2^i&=\sum_{i=1}^{n-1}2^i+2^n\\&=2^n-1+2^n\\&=2\cdot 2^n-1\\&=2^{n+1}-1\end{align*} Therefore $P(n+1)$ is true.

Example. Prove that for any $n\geq 1$, $$\sum_{i=1}^ni=\frac{n(n+1)}{2}$$

Proof. $P(n):=\sum_{i=1}^ni=\frac{n(n+1)}{2}$$

Base Case. $n_0=1$. $P(1)=\sum_{i=1}^1i=\frac{1(1+1)}{2}$ is true.

Induction Hypothesis. Suppose that $P(n)$ is true for some fixed $n\geq 1$.

Induction Step. Show that $P(n+1)$ is true. \begin{align*}\sum_{i=1}^{n+1}i&=\sum_{i=1}^ni+n+1\\&=\frac{n(n+1)}{2}+n+1\\&=\frac{(n+1)(n+2)}{2}\end{align*} Therefore $P(n+1)$ is true.

Example. Prove that for any $n\geq 1$, $$\prod_{i=1}^n\left(1+\frac{1}{i}\right)=\left(1+\frac{1}{1}\right)\cdot\left(1+\frac{1}{2}\right)\cdots\left(1+\frac{1}{n}\right)=n+1$$

Proof. $P(n)$: $\prod_{i=1}^n\left(1+\frac{1}{i}\right)=n+1$.

Base Case. $n_0=1$. $P(1)$: $\prod_{i=1}^1\left(1+\frac{1}{i}\right)=1+1$ is true.

Induction Hypothesis. Suppose that $P(n)$ is true for some fixed $n\geq 1$.

Induction Step. Show that $P(n+1)$ is true. \begin{align*}\prod_{i=1}^{n+1}\left(1+\frac{1}{i}\right)&=\prod_{i=1}^n\left(1+\frac{1}{i}\right)\cdot\left(1+\frac{1}{n+1}\right)\\&=(n+1)\cdot\left(1+\frac{1}{n+1}\right)\\&=n+1+1=n+2\end{align*} Therefore $P(n+1)$ is true as well.

In computer science, 0 and 1 are called the two bits. A sequence of bits, such as 100001001, is called a binary string, bit string or string of bits. For example, 10001001 is a bit string of length 8. The compliment of a bit string is the result of replacing all the 0s by 1s and vice versa. For example, the compliment of 10001001 is 01110110. The concatenation of two bit strings is the result of writing one after another. For example, the concatenation of 10001001 and 111 is 10001001111.

Let us define a sequence of bit strings as follows: \begin{align*}T_0&=0\ \mbox{and for any}\ n\geq 0\\T_{n+1}&=\mbox{the concatenation of}\ T_n\ \mbox{and the compliment of}\ T_n\end{align*}

This is an example if an inductive definition or a recursive definition. The resulting sequence is called Thue sequence named after a Norwegian mathematician Axel Thue. The first few terms of the Thue sequence are: \begin{align*}T_0&=0\\T_1&=01\\T_2&=0110\\T_3&=01101001\\T_4&=0110100110010110\end{align*}

Example. Prove that for any $n\geq 0$, the length of $T_n$ is $2^n$.

Proof. We prove this by induction.

Base Case. $T_0$ has length $1=2^0$.

Induction Hypothesis. Assume that $T_n$ has length $2^n$ for some fixed $n\geq 0$.

Induction Step. $T_{n+1}$ is the result of concatenating $T_n$ with its compliment, so its length is $$2^n+2^n=2\cdot2^n=2^{n+1}$$

Example. Prove that for every $n\geq 1$, $T_n$ begins with 01, and ends with 01 if $n$ is odd or with 10 if $n$ is even.

Proof. Base Case. $T_1=01$ so the statement is true.

Induction Hypothesis. Suppose that for some fixed $n\geq 1$, $T_n$ ends with 01 if $n$ is odd or 10 if $n$ is even.

Induction Step. $T_{n+1}$ ends with the compliment of the last two bits of $T_n$. $n+1$ is even if $n$ is odd and it is odd if $n$ is even. So $T_{n+1}$ ends with 01 if $n+1$ is odd or 10 if $n+1$ is even.

Example. Prove that for every $n\geq 0$, $T_n$ never has more than two 0s or two 1s in a row.

Proof. $T_0$ has only one bit, so the statement is true for $T_0$. We prove the statement by induction starting from $n_0=1$.

Base Case. $T_1=01$ has no more than two identical bits in a row.

Induction Hypothesis. Assume that $T_n$ has no more than two 0s or two 1s in a row.

Induction Step. $T_{n+1}$ includes $T_n$ in the first half and its compliment in the second half. By induction hypothesis, neither has more than two 0s nor two 1s in a row. Due to the statement in the previous example, the four bits at the junction can be either 0110 (if $n$ is odd) or 1010 (if $n$ is even). Neither of them contains more than two 0s or two 1s in a row. This completes the proof.

Mathematical induction also can be used to prove the Pigeonhole Principle.

Example. Prove that if $f:X\longrightarrow Y$ and $|X|>|Y|$, then there exists $x_1, x_2\in X$ with $x_1\ne x_2$ such that $f(x_1)=f(x_2)$.

Proof. We prove the statement by induction on the size of the set $X$. Let $f: X\longrightarrow Y$ be a function and $|X|>|Y|$.

Base Case. $n_0=2$. If $|X|=2$ and $|X|>|Y|$, then $|Y|=1$ and the two elements in $X$ map to the unique element of $Y$.

Induction Hypothesis. Let $|X|=n$ for some fixed $n\geq 2$ and assume that the statement is true i.e., there exist $x_,x_2\in X$ with $x_1\ne x_2$ such that $f(x_1)=f(x_2)$.

Induction Step. Let $|X|=n+1$. Pick an element $x\in X$. If there exists $x’\in X$ with $x’\ne x$ such that $f(x)=f(x’)$, then we are done. Suppose not. Then $f: X\setminus\{x\}\longrightarrow Y\setminus\{f(x)\}$, $|X\setminus\{x\}|=n$ and $|X\setminus\{x\}|>|Y\setminus\{f(x)\}|$. By induction hypothesis, there exist $x_1,x_2\in X\setminus\{x\}$ with $x_1\ne x_2$ such that $f(x_1)=f(x_2)$. This completes the proof.

References.

[1] Essential Discrete Mathematics for Computer Science, Harry Lewis and Rachel Zax, Princeton University Press, 2019

Basic Proof Techniques

Theorem. Every odd integer is equal to the difference between the square of two integers.

For example, \begin{align*}1&=1^2-0^2\\3&=4-1=2^2-1^1\\5&=9-4=3^2-2^2\\7&=16-9=4^2-3^2\end{align*}

Note that an arbitrary odd integer can be written as $2k+1$ for some integer $k$. The above examples can be written as \begin{align*}1&=2\cdot 0+1=(0+1)^2-0^2\\3&=2\cdot 1+1=(1+1)^2-1^2\\5&=2\cdot 2+1=(2+1)^2-2^2\\7&=2\cdot 3+1=(3+1)^2-3^2\end{align*} Based on this observation we may conjecture that $$2k+1=(k+1)^2-k^2$$ for all nonnegative integer $k$. Proving this conjecture is equivalent to proving the above theorem. This can be shown straightforwardly. $$(k+1)^2-k^2=k^2+2k+1-k^2=2k+1$$

Theorem. For any integer $n$, $n^2$ is odd if and only if $n$ is odd.

In the statement you see the conjunction if and only if. The statement is actually the following two statements in one:

  1. $n^2$ is odd if $n$ is odd.
  2. $n^2$ is odd only if $n$ is odd.

The statement 1 means that if $n$ is odd then $n^2$ is odd. The statement 2 means that if $n^2$ is odd then $n$ is odd.

Proof. (Only if) We prove this by contradiction. (This is an indirect proof.) Suppose that there exists an integer $n$ such that $n^2$ is odd but $n$ is not. Then $n$ is even so $n=2k$ for some integer $k$. However $n^2=(2k)^2=4k^2$ is even so this is a contradiction. Therefore, there is no integer $n$ such that $n^2$ is odd but $n$ is even.

(If) Suppose that $n$ is odd. Then $n=2k+1$ for some integer $k$. \begin{align*}n^2=(2k+1)^2&=4k^2+4k+1\\&=2(2k^2+2k)+1\end{align*} is odd. (This is a direct proof.)

Corollary. If $n$ is odd, then $n^4$ is odd.

Proof. Since $n$ is odd, by the theorem $n^2$ is odd, and again by the theorem $n^4$ is odd.

“If $p$ then $q$” is logically equivalent to “If not $q$ then not $p$.” “If $p$ then $q$” and “If not $q$ then not $p$” are contrapositives of each other.

Example. The statements “If $n^2$ is odd then $n$ is odd and “If $n$ is not odd (i.e. $n$ is even) then $n^2$ is not odd (i.e. $n^2$ is even)” are contrapositives of each other, and they are logically equivalent statements.

Here is another example of proof by contradiction.

Theorem. $\sqrt{2}$ is irrational.

Proof. Suppose that $\sqrt{2}$ is rational Then $\sqrt{2}=\frac{a}{b}$ for some integer $a$ and $b\ne 0$. Without loss of generality we may also assume that at most one of $a$ and $b$ is even. Multiplying $\sqrt{2}=\frac{a}{b}$ by $b$, we get $\sqrt{2}b=a$. Squaring this we get $2b^2=a^2$ $\Longrightarrow$ $a^2$ is even and this means $a$ is even by the previous theorem. So, $a$ can be written as $a=2k$. Now, $2b^2=(2k)^2=4k^2$ $\Longrightarrow$ $b^2=2k^2$ $\Longrightarrow$ $b^2$ is even and by the previous theorem $b$ is even. A contradiction! Therefore, $\sqrt{2}$ is irrational.

References.

[1] Essential Discrete Mathematics for Computer Science, Harry Lewis and Rachel Zax, Princeton University Press, 2019

The Pigeonhole Principle

If there are more pigeons than pigeonholes and every pigeon goes into a pigeonhole, then some pigeon hole must have more than one pigeon in it. This is called the Pigeonhole Principle. We now wan to describe it mathematically. To do so, we need to define some notions such as sets and functions. A set is an unordered collection of objects without duplicates. Given a set $A$ we write that an object $a$ is an element of $A$ (or $a$ belongs to $A$) as $a\in A$, and that $a$ is not an element of $A$ as $a\notin A$. A function from one set to another is a rule that associates each member of the first set with exactly one member of the second set. If $f$ is a function from a set $X$ to another set $Y$ (denoted by $f:X\longrightarrow Y$) and $x\in X$, then $f(x)$ is the member of $Y$ that $f$ associates with $x$. We refer to $x$ as the argument of $f$ and $f(x)$ as the value of $f$ on that argument.

Example. Let $P=\{\mbox{Annie, Ben, Charlie, David, Evely, Franz, Greg, Marie}\}$ and $D=\{\mbox{Sunday, Monday, Tuesday, Wednesday, Thursday, Friday, Saturday}\}$. $b:P\longrightarrow D$ is the function that associates each of the eight people with the day of the week on which he or she was born. If Marie was born on Wednesday, then $b(\mbox{Marie})=\mbox{Wednesday}$.

A function $f: X\longrightarrow Y$ is also called a mapping or a map from $X$ to $Y$, and $f$ is said to map an element $x\in X$ to the element $f(x)\in Y$.

Now we are ready to describe the Pigeonhole Principle mathematically. Let $f: X\longrightarrow Y$ be a function from (a finite set) $X$ to (a finite set) $Y$. If $|X|>|Y|$ ($|X|$ is the number of elements of $X$), then there are elements $x_1,x_2\in X$ such that $x_1\ne x_2$ and $f(x_2)=f(x_2)$.

More generally we have the following Extended Pigeonhole Principle.

Theorem. For any finite sets $X$ and $Y$ and any positive integer $k$ such that $|X|>k|Y|$, if $f: X\longrightarrow Y$, then there are at least $k+1$ distinct members $x_1,\cdots,x_{k+1}\in X$ such that $f(x_1)=f(x_2)=\cdots=f(x_{k+1})$.

An integer $p$ divides another integer $q$, we write it as $p|q$, if $q=pk$ for some integer $k$. ($3|6$ because $6=2\cdot 3$.) We write $p\not|q$ if $p$ does note divide $q$. For example, $3\not|7$. If $x$ is a real number, we write $\lfloor x\rfloor$ for the greatest integer less than or equal to $x$. $\lfloor x\rfloor$ is called the floor of $x$. For example, $\left\lfloor\frac{17}{3}\right\rfloor=5$. $\lceil x\rceil$ is the smallest integer greater than or equal to $x$. $\lceil x\rceil$ is called the ceiling of $x$. $\lceil 3.7\rceil=4$.

Theorem. (Extended Pigeonhole Principle, Alternate version) Let $X$ and $Y$ be finite sets and let $f: X\longrightarrow Y$. Then there exists $y\in Y$ such that $f(x)=y$ for at least $\left\lceil\frac{|X|}{|Y|}\right\rceil$ values of $x$.

Proof. Let $m=|X|$ and $n=|Y|$. If $n|m$ then this is the Extended Pigeonhole Principle with $k=\frac{m}{n}-1=\left\lceil\frac{m}{n}\right\rceil-1$. If $n\not|m$, then again this is the Extended Pigeonhole Principle with $k=\left\lceil\frac{m}{n}\right\rceil-1$ since that is the largest integer less than $\frac{|X|}{|Y|}$.

If $p|q$ then $p$ is said to be a factor or a divisor of $q$. A prime number is an integer greater than 1 that is divisible only by itself and 1. For example, 7 is prime but 6 is not because $6=2\cdot 3$.

Theorem. (The Fundamental Theorem of Arithmetic) There is one and only one way to express a positive integer as a product of distinct prime numbers in increasing order and with positive integer exponents.

The prime decomposition (or prime factorization) of $n$ is $$n=p_1^{e_1}p_2^{e_2}\cdots p_k^{e_k}$$ where $p_1<p_2<\cdots<p_k$, all the $p_i$ are prime and the $e_i$ are positive integer exponents.

Example. $180=2^2\cdot 3^2\cdot 5^1$.

Theorem. If $m,n$ are integers greater than 1 that are relatively prime (we write $(m,n)=1$), $p$ is prime and $p|m\cdot n$, then either $p|m$ or $p|n$.

Proof. By Fundamental Theorem of Arithmetic there is one and only one way to write $m\cdot n$ as $$m\cdot n=p_1^{e_1}p_2^{e_2}\cdots p_k^{e_k}$$ where the $p_i$ are prime. Since $p|m\cdot n$, $p$ must be one of the $p_i$, and each $p_i$ must appear in the unique prime decomposition of either $m$ or $n$. This completes the proof.

Remark. The condition $(m,n)=1$ is crucial for the above theorem to hold. Without it the statement is not necessarily true. For example, let $m=6$ and $n=9$. Then $(m,n)=3\ne 1$. 3 is prime and $3|m\cdot n=2^1\cdot 3^3$ but $3|m$ and $3|n$.

Theorem. There are arbitrary large prime numbers.

Proof. Pick some value of $k$ for which we know there are at least $k$ primes. (Since $p_1=2$, $p_2=3$, $p_3=5$, we could for example take $k=3$.) Let $P_1,\cdots,p_k$ be the first $k$ primes in increasing order. We now show how to find a prime number greater than $p_k$. This proces can be repeated indefinitely so there must be infinitely many primes. Let $N=p_1p_2\cdots p_k+1$. Then $N$ has no prime divisor less than or equal to $p_k$. Then either $N$ is not prime but has a prime factor greater than $p_k$ or $N$ is prime itself. This completes the proof.

Example. In $k=3$ case, $N=2\cdot 3\cdot 5+1=31$ itself is prime.

Example. Choose $m$ distinct numbers between $2$ and $40$ inclusive where $m\geq 13$. Then at least two of the numbers have some common divisor greater than 1.

Solution. There are 12 prime numbers between 2 and 40 inclusive. They are 2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37. Let $P$ be the set of these 12 prime numbers. Consider a set $X$ of 13 distinct numbers between 2 and 40 inclusive. Define $f: X\longrightarrow P$ by $f(x)=\mbox{the smallest prime that divides}\ x$. For example, $f(16)=2$, $f(17)=17$, $f(21)=3$. By the Pigeonhole Principle, since $31>12$, for at least two distinct members of $X$, the values of $f$ must be equal. Therefore, at least two members of $x$ have a common (prime) divisor (so obviously is greater than 1).

References.

[1] Essential Discrete Mathematics for Computer Science, Harry Lewis and Rachel Zax, Princeton University Press, 2019