Symbol
| Name
| Explanation
| Examples
|
Read as
|
Category
|
=
| equality
| x = y means x and y represent the same thing or value.
| 1 + 1 = 2
|
is equal to; equals
|
everywhere
|
≠ < >! =
| inequation
| x ≠ y means that x and y do not represent the same thing or value. (The symbols! = and < > are primarily from computer science. They are avoided in mathematical texts.)
| 1 ≠ 2
|
is not equal to; does not equal
|
everywhere
|
< > ≪ ≫
| strict inequality
| x < y means x is less than y. x > y means x is greater than y. x ≪ y means x is much less than y. x ≫ y means x is much greater than y.
| 3 < 4 5 > 4.
0.003 ≪ 1000000
|
is less than, is greater than, is much less than, is much greater than
|
order theory
|
≤ ≥
| inequality
| x ≤ y means x is less than or equal to y. x ≥ y means x is greater than or equal to y.
| 3 ≤ 4 and 5 ≤ 5 5 ≥ 4 and 5 ≥ 5
|
is less than or equal to, is greater than or equal to
|
order theory
|
∝
| proportionality
| y ∝ x means that y = kx for some constant k.
| if y = 2 x, then y ∝ x
|
is proportional to
|
everywhere
|
+
| addition
| 4 + 6 means the sum of 4 and 6.
| 2 + 7 = 9
|
plus
|
arithmetic
|
disjoint union
| A 1 + A 2 means the disjoint union of sets A 1 and A 2.
| A 1 = {1, 2, 3, 4} ∧ A 2 = {2, 4, 5, 7} ⇒ A 1 + A 2 = {(1, 1), (2, 1), (3, 1), (4, 1), (2, 2), (4, 2), (5, 2), (7, 2)}
|
the disjoint union of... and...
|
set theory
|
−
| subtraction
| 9 − 4 means the subtraction of 4 from 9.
| 8 − 3 = 5
|
minus
|
arithmetic
|
negative sign
| − 3 means the negative of the number 3.
| − (− 5) = 5
|
negative; minus
|
arithmetic
|
set-theoretic complement
| A − B means the set that contains all the elements of A that are not in B.
| {1, 2, 4} − {1, 3, 4} = {2}
|
minus; without
|
set theory
|
×
| multiplication
| 3 × 4 means the multiplication of 3 by 4.
| 7 × 8 = 56
|
times
|
arithmetic
|
Cartesian product
| X × Y means the set of all ordered pairs with the first element of each pair selected from X and the second element selected from Y.
| {1, 2} × {3, 4} = {(1, 3), (1, 4), (2, 3), (2, 4)}
|
the Cartesian product of... and...; the direct product of... and...
|
set theory
|
cross product
| u × v means the cross product of vectors u and v
| (1, 2, 5) × (3, 4, − 1) = (− 22, 16, − 2)
|
cross
|
vector algebra
|
·
| multiplication
| 3 · 4 means the multiplication of 3 by 4.
| 7 · 8 = 56
|
times
|
arithmetic
|
dot product
| u · v means the dot product of vectors u and v
| (1, 2, 5) · (3, 4, − 1) = 6
|
dot
|
vector algebra
|
÷ ⁄
| division
| 6 ÷ 3 or 6 ⁄ 3 means the division of 6 by 3.
| 2 ÷ 4 =.5 12 ⁄ 4 = 3
|
divided by
|
arithmetic
|
±
| plus-minus
| 6 ± 3 means both 6 + 3 and 6 - 3.
| The equation x = 5 ± √ 4, has two solutions, x = 7 and x = 3.
|
plus or minus
|
arithmetic
|
plus-minus
| 10 ± 2 or eqivalently 10 ± 20% means the range from 10 − 2 to 10 + 2.
| If a = 100 ± 1 mm, then a is ≥ 99 mm and ≤ 101 mm.
|
plus or minus
|
measurment
|
∓
| minus-plus
| 6 ± (3 ∓ 5) means both 6 + (3 - 5) and 6 - (3 + 5).
| cos(x ± y) = cos(x) cos(y) ∓ sin(x) sin(y).
|
minus or plus
|
arithmetic
|
√
| square root
| √ x means the positive number whose square is x.
| √ 4 = 2
|
the principal square root of; square root
|
real numbers
|
complex square root
| if z = r exp(i φ) is represented in polar coordinates with - π < φ ≤ π, then √ z = √ r exp(i φ /2).
| √ (-1) = i
|
the complex square root of … square root
|
complex numbers
|
|…|
| absolute value
| | x | means the distance along the real line (or across the complex plane) between x and zero.
| |3| = 3 |–5| = |5| | i | = 1 | 3 + 4 i | = 5
|
absolute value of
|
numbers
|
Euclidean distance
| |x – y| means the Euclidean distance between x and y.
| For x = (1, 1), and y = (4, 5), |x – y| = √ ([1–4]2 + [1–5]2) = 5
|
Euclidean distance between; Euclidean norm of
|
Geometry
|
|
| divides
| A single vertical bar is used to denote divisibility. a | b means a divides b.
| Since 15 = 3× 5, it is true that 3|15 and 5|15.
|
divides
|
Number Theory
|
!
| factorial
| n! is the product 1 × 2×... × n.
| 4! = 1 × 2 × 3 × 4 = 24
|
factorial
|
combinatorics
|
T
| transpose
| Swap rows for columns
| Aij = (AT) ji
|
transpose
|
matrix operations
|
~
| probability distribution
| X ~ D, means the random variable X has the probability distribution D.
| X ~ N(0, 1), the standard normal distribution
|
has distribution
|
statistics
|
⇒ → ⊃
| material implication
| A ⇒ B means if A is true then B is also true; if A is false then nothing is said about B. → may mean the same as ⇒, or it may have the meaning for functions given below. ⊃ may mean the same as ⇒, or it may have the meaning for superset given below.
| x = 2 ⇒ x 2 = 4 is true, but x 2 = 4 ⇒ x = 2 is in general false (since x could be − 2).
|
implies; if … then
|
propositional logic
|
⇔ ↔
| material equivalence
| A ⇔ B means A is true if B is true and A is false if B is false.
| x + 5 = y +2 ⇔ x + 3 = y
|
if and only if; iff
|
propositional logic
|
˜
| logical negation
| The statement A is true if and only if A is false. A slash placed through another operator is the same as " " placed in front. (The symbol ~ has many other uses, so or the slash notation is preferred.)
| (A) ⇔ Ax ≠ y ⇔ (x = y)
|
not
|
propositional logic
|
∧
| logical conjunction or meet in a lattice
| The statement A ∧ B is true if A and B are both true; else it is false. For functions A (x) and B (x), A (x) ∧ B (x) is used to mean min(A(x), B(x)).
| n < 4 ∧ n > 2 ⇔ n = 3 when n is a natural number.
|
and; min
|
propositional logic, lattice theory
|
∨
| logical disjunction or join in a lattice
| The statement A ∨ B is true if A or B (or both) are true; if both are false, the statement is false. For functions A (x) and B (x), A (x) ∨ B (x) is used to mean max(A(x), B(x)).
| n ≥ 4 ∨ n ≤ 2 ⇔ n ≠ 3 when n is a natural number.
|
or; max
|
propositional logic, lattice theory
|
⊕
⊻
| exclusive or
| The statement A ⊕ B is true when either A or B, but not both, are true. A ⊻ B means the same.
| (A) ⊕ A is always true, A ⊕ A is always false.
|
xor
|
propositional logic, Boolean algebra
|
direct sum
| The direct sum is a special way of combining several one modules into one general module (the symbol ⊕ is used, ⊻ is only for logic).
| Most commonly, for vector spaces U, V, and W, the following consequence is used: U = V ⊕ W ⇔ (U = V + W) ∧ (V ∩ W = ∅)
|
direct sum of
|
Abstract algebra
|
∀
| universal quantification
| ∀ x: P (x) means P (x) is true for all x.
| ∀ n ∈ ℕ: n 2 ≥ n.
|
for all; for any; for each
|
predicate logic
|
∃
| existential quantification
| ∃ x: P (x) means there is at least one x such that P (x) is true.
| ∃ n ∈ ℕ: n is even.
|
there exists
|
predicate logic
|
∃!
| uniqueness quantification
| ∃! x: P (x) means there is exactly one x such that P (x) is true.
| ∃! n ∈ ℕ: n + 5 = 2 n.
|
there exists exactly one
|
predicate logic
|
: = ≡: ⇔
| definition
| x: = y or x ≡ y means x is defined to be another name for y (Some writers use ≡ to mean congruence). P: ⇔ Q means P is defined to be logically equivalent to Q.
| cosh x: = (1/2)(exp x + exp (− x)) A xor B: ⇔ (A ∨ B) ∧ (A ∧ B)
|
is defined as
|
everywhere
|
≅
| congruence
| △ ABC ≅ △ DEF means triangle ABC is congruent to (has the same measurements as) triangle DEF.
|
|
is congruent to
|
geometry
|
≡
| congruence relation
| a ≡ b (mod n) means a − b is divisible by n
| 5 ≡ 11 (mod 3)
|
... is congruent to... modulo...
|
modular arithmetic
|
{, }
| set brackets
| { a, b, c } means the set consisting of a, b, and c.
| ℕ = { 1, 2, 3, …}
|
the set of …
|
set theory
|
{: } { | }
| set builder notation
| { x: P (x)} means the set of all x for which P (x) is true. { x | P (x)} is the same as { x: P (x)}.
| { n ∈ ℕ: n 2 < 20} = { 1, 2, 3, 4}
|
the set of … such that
|
set theory
|
∅ { }
| empty set
| ∅ means the set with no elements. { } means the same.
| { n ∈ ℕ: 1 < n 2 < 4} = ∅
|
the empty set
|
set theory
|
∈ ∉
| set membership
| a ∈ S means a is an element of the set S; a ∉ S means a is not an element of S.
| (1/2)− 1 ∈ ℕ 2− 1 ∉ ℕ
|
is an element of; is not an element of
|
everywhere, set theory
|
⊆ ⊂
| subset
| (subset) A ⊆ B means every element of A is also element of B. (proper subset) A ⊂ B means A ⊆ B but A ≠ B. (Some writers use the symbol ⊂ as if it were the same as ⊆.)
| (A ∩ B) ⊆ A ℕ ⊂ ℚ ℚ ⊂ ℝ
|
is a subset of
|
set theory
|
⊇ ⊃
| superset
| A ⊇ B means every element of B is also element of A. A ⊃ B means A ⊇ B but A ≠ B. (Some writers use the symbol ⊃ as if it were the same as ⊇.)
| (A ∪ B) ⊇ B ℝ ⊃ ℚ
|
is a superset of
|
set theory
|
∪
| set-theoretic union
| (exclusive) A ∪ B means the set that contains all the elements from A, or all the elements from B, but not both. " A or B, but not both." (inclusive) A ∪ B means the set that contains all the elements from A, or all the elements from B, or all the elements from both A and B. " A or B or both".
| A ⊆ B ⇔ (A ∪ B) = B (inclusive)
|
the union of … and union
|
set theory
|
∩
| set-theoretic intersection
| A ∩ B means the set that contains all those elements that A and B have in common.
| { x ∈ ℝ: x 2 = 1} ∩ ℕ = {1}
|
intersected with; intersect
|
set theory
|
Δ
| symmetric difference
| A Δ B means the set of elements in exactly one of A or B.
| {1, 5, 6, 8} Δ {2, 5, 8} = {1, 2, 6}
|
symmetric difference
|
set theory
|
∖
| set-theoretic complement
| A ∖ B means the set that contains all those elements of A that are not in B.
| {1, 2, 3, 4} ∖ {3, 4, 5, 6} = {1, 2}
|
minus; without
|
set theory
|
()
| function application
| f (x) means the value of the function f at the element x.
| If f (x): = x 2, then f (3) = 32 = 9.
|
of
|
set theory
|
precedence grouping
| Perform the operations inside the parentheses first.
| (8/4)/2 = 2/2 = 1, but 8/(4/2) = 8/2 = 4.
|
parentheses
|
everywhere
|
f: X → Y
| function arrow
| f: X → Y means the function f maps the set X into the set Y.
| Let f: ℤ → ℕ be defined by f (x): = x 2.
|
from … to
|
set theory
|
o
| function composition
| f o g is the function, such that (f o g)(x) = f (g (x)).
| if f (x): = 2 x, and g (x): = x + 3, then (f o g)(x) = 2(x + 3).
|
composed with
|
set theory
|
ℕ N
| natural numbers
| N means { 1, 2, 3,...}, but see the article on natural numbers for a different convention.
| ℕ = {| a |: a ∈ ℤ, a ≠ 0}
|
N
|
numbers
|
ℤ Z
| integers
| ℤ means {..., − 3, − 2, − 1, 0, 1, 2, 3,...} and ℤ + means {1, 2, 3,...} = ℕ.
| ℤ = { p, - p: p ∈ ℕ } ∪ {0}
|
Z
|
numbers
|
ℚ Q
| rational numbers
| ℚ means { p / q: p ∈ ℤ, q ∈ ℕ }.
| 3.14000... ∈ ℚ π ∉ ℚ
|
Q
|
numbers
|
ℝ R
| real numbers
| ℝ means the set of real numbers.
| π ∈ ℝ √ (− 1) ∉ ℝ
|
R
|
numbers
|
ℂ C
| complex numbers
| ℂ means { a + bi: a, b ∈ ℝ }.
| i = √ (− 1) ∈ ℂ
|
C
|
numbers
|
arbitrary constant
| C can be any number, most likely unknown; usually occurs when calculating antiderivatives.
| if f(x) = 6 x ² + 4 x, then F(x) = 2 x ³ + 2 x ² + C, where F'(x) = f(x)
|
C
|
integral calculus
|
𝕂 K
| real or complex numbers
| K means the statement holds substituting K for R and also for C.
|
because
and
.
|
K
|
linear algebra
|
∞
| infinity
| ∞ is an element of the extended number line that is greater than all real numbers; it often occurs in limits.
| limx→ 0 1/| x | = ∞
|
infinity
|
numbers
|
||…||
| norm
| || x || is the norm of the element x of a normed vector space.
| || x + y || ≤ || x || + || y ||
|
norm of length of
|
linear algebra
|
∑
| summation
| means a 1 + a 2 + … + an.
| = 12 + 22 + 32 + 42
= 1 + 4 + 9 + 16 = 30
|
sum over … from … to … of
|
arithmetic
|
∏
| product
| means a 1 a 2··· an.
| = (1+2)(2+2)(3+2)(4+2)
= 3 × 4 × 5 × 6 = 360
|
product over … from … to … of
|
arithmetic
|
Cartesian product
| means the set of all (n+1)-tuples
(y 0, …, yn).
|
|
the Cartesian product of; the direct product of
|
set theory
|
∐
| coproduct
|
|
|
coproduct over … from … to … of
|
category theory
|
′ •
| derivative
| f ′ (x) is the derivative of the function f at the point x, i.e., the slope of the tangent to f at x.
The dot notation indicates a time derivative. That is .
| If f (x): = x 2, then f ′ (x) = 2 x
|
… prime derivative of
|
calculus
|
∫
| indefinite integral or antiderivative
| ∫ f (x) d x means a function whose derivative is f.
| ∫ x 2 d x = x 3/3 + C
|
indefinite integral of the antiderivative of
|
calculus
|
definite integral
| ∫ ab f (x) d x means the signed area between the x -axis and the graph of the function f between x = a and x = b.
| ∫ 0 b x2 d x = b 3/3;
|
integral from … to … of … with respect to
|
calculus
|
∇
| gradient
| ∇ f (x1, …, x n) is the vector of partial derivatives (∂ f / ∂ x 1, …, ∂ f / ∂ xn).
| If f (x, y, z): = 3 xy + z ², then ∇ f = (3 y, 3 x, 2 z)
|
del, nabla, gradient of
|
calculus
|
∂
| partial differential
| With f (x1, …, x n), ∂ f/∂ xi is the derivative of f with respect to xi, with all other variables kept constant.
| If f (x, y): = x2y, then ∂ f /∂ x = 2xy
|
partial, d
|
calculus
|
boundary
| ∂ M means the boundary of M
| ∂ {x: ||x|| ≤ 2} = {x: ||x|| = 2}
|
boundary of
|
topology
|
⊥
| perpendicular
| x ⊥ y means x is perpendicular to y; or more generally x is orthogonal to y.
| If l ⊥ m and m ⊥ n then l || n.
|
is perpendicular to
|
geometry
|
bottom element
| x = ⊥ means x is the smallest element.
| ∀ x: x ∧ ⊥ = ⊥
|
the bottom element
|
lattice theory
|
||
| parallel
| x || y means x is parallel to y.
| If l || m and m ⊥ n then l ⊥ n.
|
is parallel to
|
geometry
|
⊧
| entailment
| A ⊧ B means the sentence A entails the sentence B, that is every model in which A is true, B is also true.
| A ⊧ A ∨ A
|
entails
|
model theory
|
⊢
| inference
| x ⊢ y means y is derived from x.
| A → B ⊢ B → A
|
infers or is derived from
|
propositional logic, predicate logic
|
◅
| normal subgroup
| N ◅ G means that N is a normal subgroup of group G.
| Z (G) ◅ G
|
is a normal subgroup of
|
group theory
|
/
| quotient group
| G / H means the quotient of group G modulo its subgroup H.
| {0, a, 2 a, b, b + a, b +2 a } / {0, b } = {{0, b }, { a, b + a }, {2 a, b +2 a }}
|
mod
|
group theory
|
quotient set
| A /~ means the set of all ~ equivalence classes in A.
| If we define ~ by x~y ⇔ x-y∈ Z, then R/~ = {{ x + n: n ∈ Z}: x ∈ (0, 1]}
|
mod
|
set theory
|
≈
| isomorphism
| G ≈ H means that group G is isomorphic to group H
| Q / {1, − 1} ≈ V, where Q is the quaternion group and V is the Klein four-group.
|
is isomorphic to
|
group theory
|
approximately equal
| x ≈ y means x is approximately equal to y
| π ≈ 3.14159
|
is approximately equal to
|
everywhere
|
~
| same order of magnitude
| m ~ n, means the quantities m and n have the general size. (Note that ~ is used for an approximation that is poor, otherwise use ≈.)
| 2 ~ 5 8 × 9 ~ 100 but π 2 ≈ 10
|
roughly similar poorly approximates
|
Approximation theory
|
〈, 〉 (|) ·:
| inner product
| 〈 x, y 〉 means the inner product of x and y as defined in an inner product space.
For spatial vectors, the dot product notation, x · y is common. For matricies, the colon notation may be used.
| The standard inner product between two vectors x = (2, 3) and y = (− 1, 5) is: 〈 x, y〉 = 2× − 1 + 3× 5 = 13
|
inner product of
|
vector algebra
|
⊗
| tensor product
| V ⊗ U means the tensor product of V and U.
| {1, 2, 3, 4} ⊗ {1, 1, 2} = {{1, 2, 3, 4}, {1, 2, 3, 4}, {2, 4, 6, 8}}
|
tensor product of
|
linear algebra
|
*
| convolution
| f * g means the convolution of f and g.
|
|
convolution
|
|
| mean
| is the mean (average value of xi).
| .
|
overbar
|
statistics
|