Example1.1
Let ${\mathbb R}$ be the universal set and suppose that
Then
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A is a well-defined collection of objects; that is, it is defined in such a manner that we can determine for any given object $x$ whether or not $x$ belongs to the set. The objects that belong to a set are called its or . We will denote sets by capital letters, such as $A$ or $X\text{;}$ if $a$ is an element of the set $A\text{,}$ we write $a \in A\text{.}$
A set is usually specified either by listing all of its elements inside a pair of braces or by stating the property that determines whether or not an object $x$ belongs to the set. We might write
for a set containing elements $x_1, x_2, \ldots, x_n$ or
if each $x$ in $X$ satisfies a certain property ${\mathcal P}\text{.}$ For example, if $E$ is the set of even positive integers, we can describe $E$ by writing either
We write $2 \in E$ when we want to say that 2 is in the set $E\text{,}$ and $-3 \notin E$ to say that $-3$ is not in the set $E\text{.}$
Some of the more important sets that we will consider are the following:
We can find various relations between sets as well as perform operations on sets. A set $A$ is a of $B\text{,}$ written $A \subset B$ or $B \supset A\text{,}$ if every element of $A$ is also an element of $B\text{.}$ For example,
and
Trivially, every set is a subset of itself. A set $B$ is a of a set $A$ if $B \subset A$ but $B \neq A\text{.}$ If $A$ is not a subset of $B\text{,}$ we write $A \notsubset B\text{;}$ for example, $\{4, 7, 9\} \notsubset \{2, 4, 5, 8, 9 \}\text{.}$ Two sets are , written $A = B\text{,}$ if we can show that $A \subset B$ and $B \subset A\text{.}$
It is convenient to have a set with no elements in it. This set is called the and is denoted by $\emptyset\text{.}$ Note that the empty set is a subset of every set.
To construct new sets out of old sets, we can perform certain operations: the $A \cup B$ of two sets $A$ and $B$ is defined as
the of $A$ and $B$ is defined by
If $A = \{1, 3, 5\}$ and $B = \{ 1, 2, 3, 9 \}\text{,}$ then
We can consider the union and the intersection of more than two sets. In this case we write
and
for the union and intersection, respectively, of the sets $A_1, \ldots, A_n\text{.}$
When two sets have no elements in common, they are said to be ; for example, if $E$ is the set of even integers and $O$ is the set of odd integers, then $E$ and $O$ are disjoint. Two sets $A$ and $B$ are disjoint exactly when $A \cap B = \emptyset\text{.}$
Sometimes we will work within one fixed set $U\text{,}$ called the . For any set $A \subset U\text{,}$ we define the of $A\text{,}$ denoted by $A'\text{,}$ to be the set
We define the of two sets $A$ and $B$ to be
Let ${\mathbb R}$ be the universal set and suppose that
Then
Let $A\text{,}$ $B\text{,}$ and $C$ be sets. Then
$A \cup A = A\text{,}$ $A \cap A = A\text{,}$ and $A \setminus A = \emptyset\text{;}$
$A \cup \emptyset = A$ and $A \cap \emptyset = \emptyset\text{;}$
$A \cup (B \cup C) = (A \cup B) \cup C$ and $A \cap (B \cap C) = (A \cap B) \cap C\text{;}$
$A \cup B = B \cup A$ and $A \cap B = B \cap A\text{;}$
$A \cup (B \cap C) = (A \cup B) \cap (A \cup C)\text{;}$
$A \cap (B \cup C) = (A \cap B) \cup (A \cap C)\text{.}$
We will prove (1) and (3) and leave the remaining results to be proven in the exercises.
(1) Observe that
and
Also, $A \setminus A = A \cap A' = \emptyset\text{.}$
(3) For sets $A\text{,}$ $B\text{,}$ and $C\text{,}$
A similar argument proves that $A \cap (B \cap C) = (A \cap B) \cap C\text{.}$
Let $A$ and $B$ be sets. Then
$(A \cup B)' = A' \cap B'\text{;}$
$(A \cap B)' = A' \cup B'\text{.}$
(1) If $A \cup B = \emptyset\text{,}$ then the theorem follows immediately since both $A$ and $B$ are the empty set. Otherwise, we must show that $(A \cup B)' \subset A' \cap B'$ and $(A \cup B)' \supset A' \cap B'\text{.}$ Let $x \in (A \cup B)'\text{.}$ Then $x \notin A \cup B\text{.}$ So $x$ is neither in $A$ nor in $B\text{,}$ by the definition of the union of sets. By the definition of the complement, $x \in A'$ and $x \in B'\text{.}$ Therefore, $x \in A' \cap B'$ and we have $(A \cup B)' \subset A' \cap B'\text{.}$
To show the reverse inclusion, suppose that $x \in A' \cap B'\text{.}$ Then $x \in A'$ and $x \in B'\text{,}$ and so $x \notin A$ and $x \notin B\text{.}$ Thus $x \notin A \cup B$ and so $x \in (A \cup B)'\text{.}$ Hence, $(A \cup B)' \supset A' \cap B'$ and so $(A \cup B)' = A' \cap B'\text{.}$
The proof of (2) is left as an exercise.
Other relations between sets often hold true. For example,
To see that this is true, observe that
Given sets $A$ and $B\text{,}$ we can define a new set $A \times B\text{,}$ called the of $A$ and $B\text{,}$ as a set of ordered pairs. That is,
If $A = \{ x, y \}\text{,}$ $B = \{ 1, 2, 3 \}\text{,}$ and $C = \emptyset\text{,}$ then $A \times B$ is the set
and
We define the to be
If $A = A_1 = A_2 = \cdots = A_n\text{,}$ we often write $A^n$ for $A \times \cdots \times A$ (where $A$ would be written $n$ times). For example, the set ${\mathbb R}^3$ consists of all of 3-tuples of real numbers.
Subsets of $A \times B$ are called . We will define a or $f \subset A \times B$ from a set $A$ to a set $B$ to be the special type of relation where $(a, b) \in f$ if for every element $a \in A$ there exists a unique element $b \in B\text{.}$ Another way of saying this is that for every element in $A\text{,}$ $f$ assigns a unique element in $B\text{.}$ We usually write $f:A \rightarrow B$ or $A \stackrel{f}{\rightarrow} B\text{.}$ Instead of writing down ordered pairs $(a,b) \in A \times B\text{,}$ we write $f(a) = b$ or $f : a \mapsto b\text{.}$ The set $A$ is called the of $f$ and
is called the or of $f\text{.}$ We can think of the elements in the function's domain as input values and the elements in the function's range as output values.
Suppose $A = \{1, 2, 3 \}$ and $B = \{a, b, c \}\text{.}$ In Figure 1.6 we define relations $f$ and $g$ from $A$ to $B\text{.}$ The relation $f$ is a mapping, but $g$ is not because $1 \in A$ is not assigned to a unique element in $B\text{;}$ that is, $g(1) = a$ and $g(1) = b\text{.}$
Given a function $f : A \rightarrow B\text{,}$ it is often possible to write a list describing what the function does to each specific element in the domain. However, not all functions can be described in this manner. For example, the function $f: {\mathbb R} \rightarrow {\mathbb R}$ that sends each real number to its cube is a mapping that must be described by writing $f(x) = x^3$ or $f:x \mapsto x^3\text{.}$
Consider the relation $f : {\mathbb Q} \rightarrow {\mathbb Z}$ given by $f(p/q) = p\text{.}$ We know that $1/2 = 2/4\text{,}$ but is $f(1/2) = 1$ or 2? This relation cannot be a mapping because it is not well-defined. A relation is if each element in the domain is assigned to a unique element in the range.
If $f:A \rightarrow B$ is a map and the image of $f$ is $B\text{,}$ i.e., $f(A) = B\text{,}$ then $f$ is said to be or . In other words, if there exists an $a \in A$ for each $b \in B$ such that $f(a) = b\text{,}$ then $f$ is onto. A map is or if $a_1 \neq a_2$ implies $f(a_1) \neq f(a_2)\text{.}$ Equivalently, a function is one-to-one if $f(a_1) = f(a_2)$ implies $a_1 = a_2\text{.}$ A map that is both one-to-one and onto is called .
Let $f:{\mathbb Z} \rightarrow {\mathbb Q}$ be defined by $f(n) = n/1\text{.}$ Then $f$ is one-to-one but not onto. Define $g : {\mathbb Q} \rightarrow {\mathbb Z}$ by $g(p/q) = p$ where $p/q$ is a rational number expressed in its lowest terms with a positive denominator. The function $g$ is onto but not one-to-one.
Given two functions, we can construct a new function by using the range of the first function as the domain of the second function. Let $f : A \rightarrow B$ and $g : B \rightarrow C$ be mappings. Define a new map, the of $f$ and $g$ from $A$ to $C\text{,}$ by $(g \circ f)(x) = g(f(x))\text{.}$
Let $f(x) = x^2$ and $g(x) = 2x + 5\text{.}$ Then
and
In general, order makes a difference; that is, in most cases $f \circ g \neq g \circ f\text{.}$
Sometimes it is the case that $f \circ g= g \circ f\text{.}$ Let $f(x) = x^3$ and $g(x) = \sqrt[3]{x}\text{.}$ Then
and
Given a $2 \times 2$ matrix
we can define a map $T_A : {\mathbb R}^2 \rightarrow {\mathbb R}^2$ by
for $(x,y)$ in ${\mathbb R}^2\text{.}$ This is actually matrix multiplication; that is,
Maps from ${\mathbb R}^n$ to ${\mathbb R}^m$ given by matrices are called or .
Suppose that $S = \{ 1,2,3 \}\text{.}$ Define a map $\pi :S\rightarrow S$ by
This is a bijective map. An alternative way to write $\pi$ is
For any set $S\text{,}$ a one-to-one and onto mapping $\pi : S \rightarrow S$ is called a of $S\text{.}$
Let $f : A \rightarrow B\text{,}$ $g : B \rightarrow C\text{,}$ and $h : C \rightarrow D\text{.}$ Then
The composition of mappings is associative; that is, $(h \circ g) \circ f = h \circ (g \circ f)\text{;}$
If $f$ and $g$ are both one-to-one, then the mapping $g \circ f$ is one-to-one;
If $f$ and $g$ are both onto, then the mapping $g \circ f$ is onto;
If $f$ and $g$ are bijective, then so is $g \circ f\text{.}$
We will prove (1) and (3). Part (2) is left as an exercise. Part (4) follows directly from (2) and (3).
(1) We must show that
For $a \in A$ we have
(3) Assume that $f$ and $g$ are both onto functions. Given $c \in C\text{,}$ we must show that there exists an $a \in A$ such that $(g \circ f)(a) = g(f(a)) = c\text{.}$ However, since $g$ is onto, there is an element $b \in B$ such that $g(b) = c\text{.}$ Similarly, there is an $a \in A$ such that $f(a) = b\text{.}$ Accordingly,
If $S$ is any set, we will use $id_S$ or $id$ to denote the from $S$ to itself. Define this map by $id(s) = s$ for all $s \in S\text{.}$ A map $g: B \rightarrow A$ is an of $f: A \rightarrow B$ if $g \circ f = id_A$ and $f \circ g = id_B\text{;}$ in other words, the inverse function of a function simply “undoes” the function. A map is said to be if it has an inverse. We usually write $f^{-1}$ for the inverse of $f\text{.}$
The function $f(x) = x^3$ has inverse $f^{-1}(x) = \sqrt[3]{x}$ by Example 1.12.
The natural logarithm and the exponential functions, $f(x) = \ln x$ and $f^{-1}(x) = e^x\text{,}$ are inverses of each other provided that we are careful about choosing domains. Observe that
and
whenever composition makes sense.
Suppose that
Then $A$ defines a map from ${\mathbb R}^2$ to ${\mathbb R}^2$ by
We can find an inverse map of $T_A$ by simply inverting the matrix $A\text{;}$ that is, $T_A^{-1} = T_{A^{-1}}\text{.}$ In this example,
hence, the inverse map is given by
It is easy to check that
Not every map has an inverse. If we consider the map
given by the matrix
then an inverse map would have to be of the form
and
for all $x$ and $y\text{.}$ Clearly this is impossible because $y$ might not be 0.
Given the permutation
on $S = \{ 1,2,3 \}\text{,}$ it is easy to see that the permutation defined by
is the inverse of $\pi\text{.}$ In fact, any bijective mapping possesses an inverse, as we will see in the next theorem.
A mapping is invertible if and only if it is both one-to-one and onto.
Suppose first that $f:A \rightarrow B$ is invertible with inverse $g: B \rightarrow A\text{.}$ Then $g \circ f = id_A$ is the identity map; that is, $g(f(a)) = a\text{.}$ If $a_1, a_2 \in A$ with $f(a_1) = f(a_2)\text{,}$ then $a_1 = g(f(a_1)) = g(f(a_2)) = a_2\text{.}$ Consequently, $f$ is one-to-one. Now suppose that $b \in B\text{.}$ To show that $f$ is onto, it is necessary to find an $a \in A$ such that $f(a) = b\text{,}$ but $f(g(b)) = b$ with $g(b) \in A\text{.}$ Let $a = g(b)\text{.}$
Conversely, let $f$ be bijective and let $b \in B\text{.}$ Since $f$ is onto, there exists an $a \in A$ such that $f(a) = b\text{.}$ Because $f$ is one-to-one, $a$ must be unique. Define $g$ by letting $g(b) = a\text{.}$ We have now constructed the inverse of $f\text{.}$
A fundamental notion in mathematics is that of equality. We can generalize equality with equivalence relations and equivalence classes. An on a set $X$ is a relation $R \subset X \times X$ such that
$(x, x) \in R$ for all $x \in X$ ();
$(x, y) \in R$ implies $(y, x) \in R$ ();
$(x, y)$ and $(y, z) \in R$ imply $(x, z) \in R$ ().
Given an equivalence relation $R$ on a set $X\text{,}$ we usually write $x \sim y$ instead of $(x, y) \in R\text{.}$ If the equivalence relation already has an associated notation such as $=\text{,}$ $\equiv\text{,}$ or $\cong\text{,}$ we will use that notation.
Let $p\text{,}$ $q\text{,}$ $r\text{,}$ and $s$ be integers, where $q$ and $s$ are nonzero. Define $p/q \sim r/s$ if $ps = qr\text{.}$ Clearly $\sim$ is reflexive and symmetric. To show that it is also transitive, suppose that $p/q \sim r/s$ and $r/s \sim t/u\text{,}$ with $q\text{,}$ $s\text{,}$ and $u$ all nonzero. Then $ps = qr$ and $ru = st\text{.}$ Therefore,
Since $s \neq 0\text{,}$ $pu = qt\text{.}$ Consequently, $p/q \sim t/u\text{.}$
Suppose that $f$ and $g$ are differentiable functions on ${\mathbb R}\text{.}$ We can define an equivalence relation on such functions by letting $f(x) \sim g(x)$ if $f'(x) = g'(x)\text{.}$ It is clear that $\sim$ is both reflexive and symmetric. To demonstrate transitivity, suppose that $f(x) \sim g(x)$ and $g(x) \sim h(x)\text{.}$ From calculus we know that $f(x) - g(x) = c_1$ and $g(x)- h(x) = c_2\text{,}$ where $c_1$ and $c_2$ are both constants. Hence,
and $f'(x) - h'(x) = 0\text{.}$ Therefore, $f(x) \sim h(x)\text{.}$
For $(x_1, y_1 )$ and $(x_2, y_2)$ in ${\mathbb R}^2\text{,}$ define $(x_1, y_1 ) \sim (x_2, y_2)$ if $x_1^2 + y_1^2 = x_2^2 + y_2^2\text{.}$ Then $\sim$ is an equivalence relation on ${\mathbb R}^2\text{.}$
Let $A$ and $B$ be $2 \times 2$ matrices with entries in the real numbers. We can define an equivalence relation on the set of $2 \times 2$ matrices, by saying $A \sim B$ if there exists an invertible matrix $P$ such that $PAP^{-1} = B\text{.}$ For example, if
then $A \sim B$ since $PAP^{-1} = B$ for
Let $I$ be the $2 \times 2$ identity matrix; that is,
Then $IAI^{-1} = IAI = A\text{;}$ therefore, the relation is reflexive. To show symmetry, suppose that $A \sim B\text{.}$ Then there exists an invertible matrix $P$ such that $PAP^{-1} = B\text{.}$ So
Finally, suppose that $A \sim B$ and $B \sim C\text{.}$ Then there exist invertible matrices $P$ and $Q$ such that $PAP^{-1} = B$ and $QBQ^{-1} = C\text{.}$ Since
the relation is transitive. Two matrices that are equivalent in this manner are said to be .
A ${\mathcal P}$ of a set $X$ is a collection of nonempty sets $X_1, X_2, \ldots$ such that $X_i \cap X_j = \emptyset$ for $i \neq j$ and $\bigcup_k X_k = X\text{.}$ Let $\sim$ be an equivalence relation on a set $X$ and let $x \in X\text{.}$ Then $[x] = \{ y \in X : y \sim x \}$ is called the of $x\text{.}$ We will see that an equivalence relation gives rise to a partition via equivalence classes. Also, whenever a partition of a set exists, there is some natural underlying equivalence relation, as the following theorem demonstrates.
Given an equivalence relation $\sim$ on a set $X\text{,}$ the equivalence classes of $X$ form a partition of $X\text{.}$ Conversely, if ${\mathcal P} = \{ X_i\}$ is a partition of a set $X\text{,}$ then there is an equivalence relation on $X$ with equivalence classes $X_i\text{.}$
Suppose there exists an equivalence relation $\sim$ on the set $X\text{.}$ For any $x \in X\text{,}$ the reflexive property shows that $x \in [x]$ and so $[x]$ is nonempty. Clearly $X = \bigcup_{x \in X} [x]\text{.}$ Now let $x, y \in X\text{.}$ We need to show that either $[x] = [y]$ or $[x] \cap [y] = \emptyset\text{.}$ Suppose that the intersection of $[x]$ and $[y]$ is not empty and that $z \in [x] \cap [y]\text{.}$ Then $z \sim x$ and $z \sim y\text{.}$ By symmetry and transitivity $x \sim y\text{;}$ hence, $[x] \subset [y]\text{.}$ Similarly, $[y] \subset [x]$ and so $[x] = [y]\text{.}$ Therefore, any two equivalence classes are either disjoint or exactly the same.
Conversely, suppose that ${\mathcal P} = \{X_i\}$ is a partition of a set $X\text{.}$ Let two elements be equivalent if they are in the same partition. Clearly, the relation is reflexive. If $x$ is in the same partition as $y\text{,}$ then $y$ is in the same partition as $x\text{,}$ so $x \sim y$ implies $y \sim x\text{.}$ Finally, if $x$ is in the same partition as $y$ and $y$ is in the same partition as $z\text{,}$ then $x$ must be in the same partition as $z\text{,}$ and transitivity holds.
Two equivalence classes of an equivalence relation are either disjoint or equal.
Let us examine some of the partitions given by the equivalence classes in the last set of examples.
In the equivalence relation in Example 1.21, two pairs of integers, $(p,q)$ and $(r,s)\text{,}$ are in the same equivalence class when they reduce to the same fraction in its lowest terms.
In the equivalence relation in Example 1.22, two functions $f(x)$ and $g(x)$ are in the same partition when they differ by a constant.
We defined an equivalence class on ${\mathbb R}^2$ by $(x_1, y_1 ) \sim (x_2, y_2)$ if $x_1^2 + y_1^2 = x_2^2 + y_2^2\text{.}$ Two pairs of real numbers are in the same partition when they lie on the same circle about the origin.
Let $r$ and $s$ be two integers and suppose that $n \in {\mathbb N}\text{.}$ We say that $r$ is to $s$ $n\text{,}$ or $r$ is congruent to $s$ mod $n\text{,}$ if $r - s$ is evenly divisible by $n\text{;}$ that is, $r - s = nk$ for some $k \in {\mathbb Z}\text{.}$ In this case we write $r \equiv s \pmod{n}\text{.}$ For example, $41 \equiv 17 \pmod{ 8}$ since $41 - 17=24$ is divisible by 8. We claim that congruence modulo $n$ forms an equivalence relation of ${\mathbb Z}\text{.}$ Certainly any integer $r$ is equivalent to itself since $r - r = 0$ is divisible by $n\text{.}$ We will now show that the relation is symmetric. If $r \equiv s \pmod{ n}\text{,}$ then $r - s = -(s -r)$ is divisible by $n\text{.}$ So $s - r$ is divisible by $n$ and $s \equiv r \pmod{ n}\text{.}$ Now suppose that $r \equiv s \pmod{ n}$ and $s \equiv t \pmod{ n}\text{.}$ Then there exist integers $k$ and $l$ such that $r -s = kn$ and $s - t = ln\text{.}$ To show transitivity, it is necessary to prove that $r - t$ is divisible by $n\text{.}$ However,
and so $r - t$ is divisible by $n\text{.}$
If we consider the equivalence relation established by the integers modulo 3, then
Notice that $[0] \cup [1] \cup [2] = {\mathbb Z}$ and also that the sets are disjoint. The sets $[0]\text{,}$ $[1]\text{,}$ and $[2]$ form a partition of the integers.
The integers modulo $n$ are a very important example in the study of abstract algebra and will become quite useful in our investigation of various algebraic structures such as groups and rings. In our discussion of the integers modulo $n$ we have actually assumed a result known as the division algorithm, which will be stated and proved in Chapter 2.