Associative property 2026-10-14
The associative property says that regrouping three inputs does not change the result of a binary operation: for every in its domain of a function. It changes parentheses while keeping the order of the inputs. Commutativity instead exchanges two inputs; the two properties are different.
For addition modulo three, . For subtraction modulo three,so the second binary operation fails the associative property. One failed triple disproves associativity; checking a few successful triples does not establish it for all inputs.
The useful consequence is that a finite ordered sequence can be combined in chunks. For an associative operation, has the same value as . Intermediate results can therefore summarize parts of a computation without retaining their internal parentheses. The order must still be preserved when the binary operation is not commutative. Function composition and concatenation provide examples where grouping is harmless but exchanging entries changes the result.
Category of topological manifolds 2026-10-14
The category of topological manifolds has topological manifolds without boundary as its objects of a category and all continuous maps between them as its categorical morphisms. Allowing every dimension of a manifold lets maps connect spaces of different dimensions. Identity functions are continuous, and function composition preserves continuity, so the category laws are inherited from functions. Its isomorphisms are exactly homeomorphisms.
In coordinate charts on and on , a continuous map is represented locally by on . Changing coordinate charts changes this expression through topological transition maps, while itself stays fixed. This viewpoint separates the underlying continuous map from the coordinates used to describe it; restricting to smooth manifolds and smooth maps gives the corresponding smooth category.
Cayley's theorem 2026-10-14
Every group is isomorphic to a subgroup of the symmetric group on its underlying set. The construction uses the left regular action: each group element becomes a permutation of all the group elements, given byFor a finite group of group order , labeling these elements by gives a group embedding into . The same construction works for an infinite group, with the symmetric group of all bijections of its underlying set.[ref]
Group Theory (v4.01) by James S. Milne. Theorem 1.22 and Corollary 1.23, printed page 16: left multiplication embeds a group into its symmetric group
The beauty is that the multiplication rule itself supplies a concrete model. Whatever the group elements originally represent, each one rearranges the entire group by multiplication. A product becomes function composition, and no distinctions between group elements are lost. For a finite group, a row of its Cayley table lists the images under one : the multiplication table is already a catalogue of permutations.
Throughout this construction, products of permutations act rightmost first:Thus first multiplies by , then by . This is a left group action, not a license to reverse the multiplication order in a nonabelian group. Ordinary right multiplication instead satisfies with this convention; replacing it by restores the group homomorphism law.[ref]
Group Actions by Keith Conrad. Example 2.10, printed page 7: left multiplication and the reversed composition law for right multiplication
For an explicit cyclic group example, take under addition, using modular arithmetic. Its left regular action consists of . In permutation cycles on the labels ,The function composition sends to , to , to , and to : squaring the four-point permutation cycle produces two disjoint permutation cycles. Also . These four permutations form a cyclic subgroup of , reproducing addition in exactly.
For a nonabelian group example, let , with , , and its identity element. The six group elements are , where and . Now the labels being permuted are themselves permutations of three points. Computing the left regular action gives permutations of these six labels:For example, ; putting here would accidentally switch to right multiplication. Noncommutativity survives in the model:These different outputs prove that . The group generators become group generators of a six-element subgroup of .
Why does a group action here produce a group embedding? Any group action on a set gives a group homomorphism ; it is a group embedding precisely when it is a faithful group action. The group kernel consists of the group elements fixing every point of . In the left regular action, , so fixing the identity element already forces . In fact every stabilizer subgroup is trivial, since forces ; this stronger property makes the left regular action a regular group action.[ref]
Compare two group actions of the same cyclic group . Its left regular action on four labels distinguishes all four group elements. On , the rule defines a transitive group action, but and both fix both points, while and both exchange them. Its group kernel is , so it is not a faithful group action. Its image is a two-element subgroup of , isomorphic to the quotient group rather than to .
The guaranteed number of labels need not be the smallest possible for a faithful group action. The symmetric group naturally acts faithfully on : a permutation fixing all three labels is the identity element. Its left regular action uses six labels instead. Three is the smallest possible here, since and have fewer than six elements and cannot contain an isomorphic copy of . Moreover, in the natural three-point group action, the stabilizer subgroup of is : a faithful group action can have nontrivial point stabilizer subgroups. Cayley's construction supplies a universal model, while a smaller model can reveal particular symmetries.
The proof is short. Each is a bijection with inverse . Associativity givesso is a group homomorphism. If , evaluating both at the identity element gives . Hence is injective, and its image is the required isomorphic subgroup. No finiteness assumption entered the argument.
The historical connection is unusually close to the notation. The opening paragraph of Arthur Cayley's 1854 paper already treats permutations as one example of operations on a collection of quantities and explicitly performs the rightmost operation first in a product. It also allows noncommutativity while insisting on associativity. The modern left regular action shows how that viewpoint reaches every abstract group, by choosing the group itself as the set to be acted on.[ref]
Abstract awakenings in algebra: Early group theory in the works of Lagrange, Cauchy, and Cayley by Janet Heine Barnett. Abstract awakenings in algebra: Early group theory in the works of Lagrange, Cauchy, and Cayley by Janet Heine Barnett, Section 3.1, printed page 50: reproduced opening paragraph of Arthur Cayley's On the theory of groups, as depending on the symbolic equation theta^n = 1; reference 5, printed page 91: original publication in 1854
Cayley transform between the half-plane and disk Created 2026-10-03 Updated 2026-10-14
The Cayley transform gives a conformal bijection between an unbounded half-plane and the unit disc. Two conventions are useful. For the right half-plane, useFor the upper half-plane, useRotating the upper half-plane onto the right half-plane by explains the relationship . The factors of distinguish which half-plane is mapped onto the unit disc. [ref]
https://ocw.mit.edu/courses/18-04-complex-variables-with-applications-spring-2018/ef46ddd9941227b8700c945bb7475ae9_MIT18_04S18_topic10.pdf. Orloff, MIT Topic 10, Example 10.14 and section 10.11
The upper half-plane Cayley transform bends a rectangular grid into the unit disc while preserving angles at intersections
. Details. In particular, , and . The whole positive imaginary axis becomes the real diameter: for . Horizontal grid lines become circles tangent to the unit circle at when completed by their endpoint at infinity; they are not hyperbolic geodesics.
On the Riemann sphere, maps the extended real line onto the unit circle:Every finite real has ; the remaining point corresponds to infinity. The pole is outside the upper half-plane, and the pole of at is on the boundary of the unit disc. Neither pole obstructs the interior conformal bijection.
For a short verification, subtract the squared moduli:These identities put each interior image in the required domain; solving gives the stated inverse function. Both maps are holomorphic, with , so the conformal bijection preserves Euclidean angles between tangent directions.
Euclidean distance is not preserved: and are one unit apart, whereas and are only one third of a unit apart. The striking feature is that does preserve length for the hyperbolic metrics of the Poincaré half-plane model and Poincaré disk model:Consequently it is an isometry for these hyperbolic metrics, including their induced hyperbolic distances. For the same example, the corresponding hyperbolic geodesic segments have equal length:Thus the Cayley transform lets us choose the most convenient picture: a straight boundary for calculations, or a bounded unit disc for visualization. It also transports automorphisms of the unit disk into upper half-plane automorphisms by function composition .
Chain rule Created 2026-09-24 Updated 2026-10-14
The chain rule calculates the derivative of a function composition by combining local rates. If the inner function is differentiable at and the outer function is differentiable at , thenThe evaluation point matters: the outer derivative is evaluated at the inner output , not at . A small input change first scales by ; the resulting intermediate change then scales by . In terms of linear approximations, composing those two local descriptions multiplies their scale factors. [ref]
https://openstax.org/books/calculus-volume-1/pages/3-6-the-chain-rule. OpenStax, Calculus Volume 1: statement and proof of the chain rule
.For example, applies a quadratic function and then the sine. With and , the chain rule givesHere all angles are in radians. Near , increasing the input by changes by about , and the sine changes by about times that intermediate change. For , the linear approximation predicts an output increase of ; the exact increase is .
The same rule handles several nested stages. For , the derivative is under the corresponding differentiability assumptions. Writing each intermediate output prevents evaluating a derivative at the wrong stage. It also makes the chain rule useful for propagating sensitivities through a mathematical model, where one measured quantity influences another through several transformations.
For a quick proof idea, replace near by its linear approximation, then replace near by its linear approximation. The composite leading term is their product; differentiability ensures the remaining error is smaller than the original input change. This argument still applies when , so the informal cancellation should not be interpreted as division by a possibly zero finite change. The hypotheses are sufficient, but are not necessary for every composite to be differentiable, as the nondifferentiable inner function with a differentiable nondegenerate composite example shows.
Composition coefficients of power series 2026-10-20
For power series and , their function composition is well defined as a formal power series: the coefficient of receives contributions only from , since has zero constant term. For , expand the coefficient asThe term is one for and zero otherwise. The first four coefficients of the function composition are therefore , , , and . For convergent power series, the same calculation holds wherever lies inside the radius of convergence of .
Composition of affine transformations 2026-10-31
If and , their function composition is , again an affine map. With column-vector homogeneous coordinates, its matrix is the product of the matrix for with that for , so the rightmost factor acts first.
Composition of quantum channels 2026-10-25
The function composition of two quantum channels is another quantum channel. If their Kraus representations use and , the composed map uses . Its completeness relation follows from . Tensoring either map with the identity on an arbitrary ancilla also shows directly that complete positivity is preserved by function composition.
Composition of rotation matrices 2026-10-14
Apply to a column coordinate vector, then apply in the same fixed basis. The function composition isThus the rightmost matrix acts first. The product is again a rotation matrix, since and . For planar rotations about the same origin, the sine addition formula and cosine addition formula giveFor a concrete composition of rotation matrices, first rotate by radians, reaching , then by radians:The total angle is . Reversing these two planar rotations gives the same answer, but noncommuting rotations about fixed axes show why one cannot assume that property for rotations in three dimensions.[ref]
Conformal automorphism of the upper half-plane Created 2026-10-06 Updated 2026-10-14
Every conformal automorphism of the upper half-plane is a Möbius transformation with real coefficients and positive determinant, and conversely every such map is a conformal bijection of the upper half-plane to itself:The real-coefficient and sign conditions matter. The complex Möbius transformation sends to on the boundary, while the real Möbius transformation has negative determinant and sends to in the lower half-plane. [ref]
https://math.ucdavis.edu/~romik/data/uploads/teaching/math205a-2018/mat205a-2018-hw4.pdf. Romik, Complex Analysis, Homework 4, page 3, automorphism statement 5
For two concrete upper half-plane automorphisms, takeBoth matrices have determinant one. Here , , and . On the extended real line, fixes infinity and exchanges zero and infinity. On the unit disc, the same maps become and ; the second is simply .
Multiplying all four coefficients by a nonzero real scalar leaves unchanged. Dividing them by normalizes the determinant to one; the two remaining representatives and give the same map. Thus the group under function composition is the projective special linear groupwhere is the real special linear group of degree two. Composition of the Möbius transformations corresponds to multiplication of their matrices. [ref]
On the boundary,So preserves the cyclic boundary orientation of the extended real line; when , its pole at prevents treating it as a single increasing function across that point on the ordinary real line. Three distinct boundary images determine a Möbius transformation uniquely, but an upper half-plane automorphism can realize only triples with matching cyclic boundary orientation.
A brief proof outline starts with the identitiesThey show that and its inverse function preserve the upper half-plane. For completeness of the classification, conjugate an arbitrary conformal bijection by the Cayley transform. Normalize its image of zero with an automorphism of the unit disk, then apply the Schwarz lemma to the resulting map and its inverse function; both inequalities force a rotation. Conjugating back gives the real Möbius transformation above.
Finally, and the displayed imaginary part identity show that . Every upper half-plane automorphism is therefore also an isometry of the Poincaré half-plane model. The same formulas describe both holomorphic coordinate symmetries and motions of the hyperbolic plane.
Conjugacy class Created 2026-09-24 Updated 2026-10-14
For an element of a group , its conjugacy class is its orbit of a group action under the conjugation action:Thus conjugate group elements describe the same operation after a change of labels. In a symmetric group, conjugation renames the entries of every permutation cycle:For example, with and the transposition , this gives . Products use function composition of permutations, with the rightmost factor applied first. The complete six-element example is conjugacy classes of the symmetric group on three letters.
The conjugacy classes form a partition of a set of , since conjugacy is an equivalence relation. In a symmetric group, two permutations lie in the same conjugacy class precisely when they have the same cycle type: renaming preserves the lengths of permutation cycles, and matching equal-length permutation cycles constructs a renaming in the other direction. This compresses many labelled permutations into a few structural types. See McKernan, Conjugation in Sn, lemma 6.2 and proposition 6.6.
The stabilizer subgroup of under the conjugation action is its centralizer . Consequently the orbit-stabilizer theorem givesThe counting mechanism is the bijection from left cosets onto the conjugacy class: two choices of give the same result exactly when they differ on the right by an element of the centralizer. A large centralizer means many choices of labels leave the operation unchanged, hence a small conjugacy class. A conjugacy class has size one precisely when its element belongs to the center of a group. The class equation counts these orbits of a group action together.
Conjugacy classes of the symmetric group on three letters Created 2026-10-14 Updated 2026-10-25
The symmetric group has exactly six permutations, written using permutation cycles:Here is the identity element; , and are transpositions; and and are permutation cycles of length three. With and , rightmost-first function composition gives and . The conjugacy classes and representative centralizers are
All six permutations of the symmetric group , their conjugacy classes, and representative centralizers
. Details. An explicit check of the conjugation with sends , , and , where each chain applies , then , then . Thus is fixed and are exchanged: . Relabelling also produces , so the three transpositions share one conjugacy class. A transposition reverses the length-three permutation cycle, since , putting both length-three permutation cycles in one conjugacy class.
Checking each of the six possible permutations against gives the displayed centralizers. Only has a one-element conjugacy class, so the center of a group here is . The class equation is . The second diagram in centralizer and normalizer uses the same and to show how preserving a cyclic subgroup differs from fixing its group generator.
Continuity into a product space 2026-10-14
For a topological space and topological spaces , a function is continuous into the product topology exactly when every coordinate function is continuous.[ref]
18.901, Fall 2024 lecture notes. Lecture 5, Proposition 5.3.2, printed page 21: continuity into a product is equivalent to continuity of all component functions
Proof outline: one direction uses function composition with the continuous projection maps. For the other, the preimage of a basic cylinder set isa finite set intersection of open sets in . This gives continuity on every basic test. It explains, for example, why from the real line to is continuous in the product topology: each coordinate is a polynomial function. The general coordinate criterion fails for the box topology, where infinitely many preimages can be required at once. For example, has continuous coordinate functions, but the preimage of the box is , which is not an open set in the real line.
Continuous function Created 2026-09-24 Updated 2026-10-14
A continuous function sends sufficiently nearby function inputs to nearby function outputs. For a real-valued function and a point that is an accumulation point of , this meansThe approached value and the assigned value must agree. Continuity on means continuity at every point of the domain of a function. At an endpoint of an interval, only approaches inside that domain of a function count. The epsilon-delta definition of continuity below also applies at an isolated point, where continuity holds automatically.[ref]
Calculus Volume 1, §2.4 Continuity. §2.4, Continuity at a Point: definition; Continuity over an Interval: one-sided endpoint conditions
For the polynomial function , approaching makes the function output approach . The continuity bounds for the square function turn this observation into an explicit guarantee: implies . This is useful whenever a small error in an function input must produce a controlled error in an function output. The required input tolerance can depend on the point and on the chosen output tolerance.
The absolute value function is also a continuous function, including at zero: . But its left and right derivatives there are and , so it is not a differentiable function at zero. Continuity controls values without requiring a tangent line. Conversely, a differentiable function is continuous wherever it is differentiable: if , the difference tends to zero with .
Several useful consequences reuse this one local idea. Addition, multiplication and function composition preserve continuity; a quotient of functions is continuous where its denominator is nonzero. On an interval, the intermediate value theorem turns continuity into a guarantee that no intermediate function output is skipped. On a compact set, the extreme value theorem guarantees attained maximum and minimum values. Those extra hypotheses matter: continuity alone on an unbounded domain of a function does not provide a global bound or an attained global maximum.
A rational function such as is continuous on its domain of a function . Zero is excluded from that domain of a function; the missing point prevents a continuous extension there, but it does not make the existing map discontinuous at one of its actual inputs. Always state the domain of a function before judging continuity.
Coset Created 2026-09-24 Updated 2026-10-14
For a subgroup of a group , a left coset is ; a right coset is . The name refers to the side on which the representative multiplies . Think of a coset as a translated copy of a subgroup: it remembers the relative differences allowed by , while moving the whole collection to another location in the group.
Two left cosets of the same subgroup are either equal or disjoint. Thus distinct left cosets form a partition of a set covering ; the same statement holds separately for right cosets. The useful membership test isThis also defines an equivalence relation: changing a representative by right multiplication with a member of leaves its left coset unchanged. These facts hold even for infinite groups. See MIT's coset notes, definitions 3.6 and 3.9.
For an explicit additive example, take the cyclic group , with modular arithmetic, and the subgroup . Adding each representative to both members gives exactlyRepresentatives repeat these three cosets, respectively. For example, , since . Every residue appears once in the displayed partition of a set. Each coset has two members, so the group order of is and its index of a subgroup is . Left and right cosets coincide here because is an abelian group.
A coset need not be a subgroup. In this example, lacks the identity element , and leaves it. In fact, the only left or right coset of that is a subgroup is itself: a subgroup must contain the identity element, and the coset containing that element is . Equal sizes come instead from the bijection , whose inverse is ; for right cosets, use and .
The nonabelian group , the symmetric group on three letters, separates the two sides. Use function composition with the rightmost permutation applied first, and let . Then but , giving the differing pairThe complete partition of a set into left cosets consists of , and ; the complete partition of a set into right cosets consists of , and . Each lists all six permutations exactly once. Both have three parts of size two, although their parts differ.
Left cosets support a group action by for every subgroup, as in the coset action. Multiplication of representatives defines a quotient group operation precisely when is a normal subgroup. Otherwise the answer can depend on the representatives: in this example, and represent the same coset , yet and differ. In the additive example, is a normal subgroup, making valid. See MIT's quotient-group notes, theorem 9.1.
Cyclic permutation Created 2026-10-14 Updated 2026-10-20
A cyclic permutation, also called a permutation cycle, sends distinct elements and fixes every element outside this list. Its notation is . For example, is the permutation with image list : all four labels lie on one directed loop. In contrast,has two separate loops, exchanging with and with . It is a permutation composed of two transpositions, rather than a single cyclic permutation.
Two permutations on four labels: one cyclic permutation and two disjoint permutation cycles , with arrows showing every image
. Details. Starting at a different point of the same loop changes the written list but preserves the cyclic permutation: . Reversing the direction generally changes the permutation; it gives the inverse function, here . A transposition is a cyclic permutation of length two; a one-element permutation cycle records a fixed point. In a cycle decomposition of a permutation, one-element permutation cycles are usually omitted, with the underlying set understood.
The beauty of this representation is that repeated rearrangements become motion around independent loops. Applying four times returns every label to its start, while applying twice already does so. Disjoint permutation cycles commute under function composition, since each moves only labels the others fix. On labels, there are cyclic permutations whose single loop contains every label: fix as the first written entry and order the other labels freely, giving a factorial. This is also the count of cyclic orderings; choosing a starting position would otherwise count each loop times. Rotations are identified here, while reversing direction is allowed to give a different cyclic ordering.
Proof outline for decomposition. Starting at any label in a finite set, repeatedly apply the permutation. The pigeonhole principle forces a repeated label. If the first repetition were at a label other than the starting one, its two predecessors would be different labels with the same image, contradicting the injective function property. This produces a permutation cycle returning to the start. Start again at a label not yet visited; the new permutation cycle cannot meet an earlier one, since the bijection gives every label a unique predecessor. Continue until every label belongs to a loop. The resulting cycle decomposition of a permutation is unique up to the order of the disjoint permutation cycles and the starting point written in each one. [ref]
https://math.mit.edu/~fgotti/docs/Courses/C.%20Combinatorial%20Analysis/11.%20Permutations%20I/Permutations%20I.pdf. Felix Gotti, MIT 18.211, lecture 11, definitions 1–2 and the preceding argument
Entropy of Lipschitz compositions 2026-10-14
Suppose outer functions in a family obey , and compose them with inner functions drawn from . Approximate the outer function within and each inner function within . The triangle inequality bounds the composed error by . Multiplying the numbers of possible net choices and taking logarithms gives the stated inequality. A uniform bound on first partial derivatives supplies for the unit ball, so the exponent of a common entropy bound for the outer and inner classes is retained under function composition.
Faithful group action Created 2026-09-24 Updated 2026-10-18
For a group action of on a set , form the group homomorphismA faithful group action means that is injective: different group elements induce different permutations of . Equivalently, its group kernel is trivial:Here is the stabilizer subgroup of , and is the identity element.[ref]
Group Actions by Keith Conrad. Theorem 1.7, printed page 3, and Definition 2.17, printed page 9: actions as homomorphisms and faithfulness
The test is global. A faithful group action requires each nonidentity group element to move at least one point; a free group action requires it to move every point. In the faithful coset action of the symmetric group on three letters, fixes one coset and exchanges the other two. Thus a nontrivial stabilizer subgroup does not rule out faithfulness. The distinction follows directly from the order of the quantifiers:On a nonempty set, a free group action is therefore a faithful group action. A transitive group action instead asks whether every point can reach every other; it allows several group elements to perform exactly the same rearrangement. The nonfaithful coset action of the symmetric group on three letters is a counterexample to the claim that every transitive group action is a faithful group action.
For a short proof of the group kernel criterion, exactly when is the identity permutation, or . If , this forces ; if contains a nonidentity element, that element and act identically. Thus a faithful group action turns into an actual subgroup of a symmetric group, retaining its group operation as function composition. Choosing a suitable coset action can give a much smaller set of labels than the regular group action used in Cayley's theorem.
Full transformation monoid 2026-10-14
The full transformation monoid consists of every self-map of , with function composition as its binary operation. For , there are four functions: the identity function , the swap , and the constant functions . Their composition order matters: , whereas . Thus associativity does not imply commutativity.
Only and are bijections, and their inverse elements are themselves. They form a two-element group within this monoid. The constant functions instead satisfy and , so they are idempotent elements of a semigroup. Such irreversible transformations explain why the monoid setting is useful even when a group would be too restrictive.
Function Created 2026-09-24 Updated 2026-10-31
A function assigns exactly one output in the specified codomain to each input in its domain of a function . Its rule may be a formula, a finite table, or another unambiguous assignment. The outputs actually reached form its image of a function . A codomain states where outputs are allowed; the image of a function records where they actually land. Oscar Levin's introduction makes this distinction explicit. [ref]
https://discrete.openmathbooks.org/preview/sec_intro-functions.html. Levin, Discrete Mathematics: An Open Introduction, Functions
.For example, , , has the entire real line as its domain of a function and codomain, but its image of a function is . Both and give the output : several inputs sharing an output is permitted. Assigning two distinct outputs to one input is not permitted. A partial function can be undefined at some elements of a larger specified source set; an ordinary function on must be defined at every element of .
Three properties describe how a function uses its target. An injective function never sends distinct inputs to the same output. A surjective function reaches every member of its specified codomain. A bijection does both, pairing each source element with exactly one target element. These are different requirements, as finite arrow diagrams show.
The chosen codomain matters even when the formula does not change. The function from to is not surjective, whereas the same rule from to is surjective. Both fail injectivity. Further restricting the domain of a function to makes it a bijection onto , with square root as its inverse function.
Functions make transformations composable: if and , their function composition is . Identifying each intermediate codomain prevents attempting to feed an output into a rule that is not defined there. When a transformation is a bijection, an inverse function recovers the original input without ambiguity. This is useful whenever information must be transported or a calculation reversed.









