Bipartite graph Created 2026-09-24 Updated 2026-10-14
A bipartite graph separates its vertices into two independent sets: every edge goes from one part to the other. Here is a finite simple graph and an undirected graph, with no self-loops and no repeated edges. The two parts satisfy
Thus neither part contains an edge. The parts need not have equal sizes, and some pairs across them may have no edge; requiring every cross pair gives a complete bipartite graph. The independent set and cross-edge definitions are equivalent.[ref]
For example, the six-vertex cycle graph with edges has parts and . Drawing the same graph as a hexagon or in two columns changes neither its edges nor its bipartite property. An extra isolated vertex can go in either part.
Figure 1.
The same six-cycle and isolated vertex drawn as a cycle and as two independent parts
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We allow either part to be empty. Consequently a graph with no edges is bipartite, even when ; choose , . Here "two colours" means two colours are available, with no requirement to use both. This convention explicitly includes the empty case, whereas definitions requiring two nonempty classes need an exception. For several connected components of a graph, choose the two parts separately in each graph component and take their unions. In a nonempty connected graph that is bipartite, fixing one vertex's colour forces all others along graph paths, so its two-colour assignment is unique up to swapping the colours. Each graph component, including an isolated vertex, can be swapped independently.
The two-colourability criterion for bipartite graphs identifies these parts with the colour classes of a proper vertex colouring: assign colour to and colour to , so adjacent vertices have different colours. More surprisingly, the odd-cycle characterization of bipartite graphs turns a global requirement into one precise obstruction:
This statement is for the finite undirected graph and simple graph model above; a graph cycle has distinct vertices except for the repeated starting vertex. Along a graph cycle in a bipartite graph, colours alternate, so returning to the starting colour takes an even number of edges. Therefore any odd cycle, whether or not other edges join its vertices, prevents a bipartite split.[ref]
Breadth-first search supplies the converse constructively. Start an uncoloured vertex with colour , and use a FIFO queue to explore its graph component. When an edge first discovers , give the opposite colour to , record as its parent in a rooted tree, and enqueue . If both endpoints of any scanned edge already have the same colour, stop with a conflict. Restart from an uncoloured vertex until every graph component has been examined. If no conflict occurs, all edges cross the two colour classes, which are the required independent sets.[ref]
A conflict also explains the failure. In the rooted tree produced by breadth-first search, let be the graph distance from . The colour of is its distance's integer parity. An edge in an undirected graph satisfies , so equal colours force . Follow the two parent chains upward to their lowest common ancestor , discard the shared graph path from to , and join the remaining two graph paths with the conflict edge . The result is a genuine graph cycle with
edges, an odd integer. The two branches have no shared vertices except , so this is more than a closed walk. This odd cycle is a certificate that anyone can check directly, using only its listed vertices and edges.
Figure 2.
A BFS colour conflict closes a five-cycle; the shared root path is excluded from the certificate
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In the example, breadth-first search from gives , , and . The conflict edge closes the odd cycle , with five edges. The common edge is excluded. Thus the same procedure returns either two independent sets covering , or an explicit odd cycle. With adjacency lists and constant-time FIFO queue operations, its time complexity is in Big O notation, with additional storage.[ref]
The two parts often have a practical meaning: workers and jobs, with an edge exactly when a worker can perform a job. A matching in a graph chooses compatible worker–job pairs with no reused endpoint; merely being bipartite does not guarantee enough compatible pairs. Hall's marriage theorem characterizes when every worker can be matched, and the assignment problem adds costs to seek an optimal assignment. These connections make the bipartite structure useful after recognition, as the starting point for selecting edges under constraints.
Every orthogonal transformation of a finite-dimensional nondegenerate quadratic space over a field of characteristic different from two is a product of at most its dimension many hyperplane reflections. In the real positive-definite case, a reflection normal to sends to whenever . Composing with that reflection fixes and leaves an orthogonal transformation of , so induction proves the bound. Each reflection has determinant minus one, hence orientation-preserving transformations use an even number of reflections.
Collatz sequence 2026-10-20
For a positive integer , define when is an even number, and when is an odd number. Starting at gives . Computing many trajectories benefits from memoization, since trajectories that reach the same value have identical continuations.
Contrapositive Created 2026-10-03 Updated 2026-10-25
The contrapositive of a logical implication reverses the direction and applies logical negation to both sides: . In classical propositional logic they are equivalent, so either can be proved in place of the other. The contrapositive of “divisibility by four implies being an even number” says that a number that is not an even number cannot be divisible by four.
In Intuitionistic propositional logic, still implies its contrapositive: assumptions and would yield and hence a contradiction. The reverse direction is not generally valid. From and , one obtains only ; obtaining additionally requires double-negation elimination.
Converse implication 2026-10-14
The converse implication of is . It exchanges hypothesis and conclusion without logical negation. It need not follow from the original logical implication: is an even number but is not divisible by four. Thus “being an even number implies divisibility by four” is false, although the original implication holds for all natural numbers. Proving both directions establishes an “if and only if” statement; proving a contrapositive establishes the original implication classically, without establishing its converse implication.
Invariant form on an irreducible sl2 module Created 2026-10-05 Updated 2026-10-06
In the irreducible sl2 Lie algebra module , use , with . The Lie-invariant bilinear form is nondegenerate: its anti-diagonal is nonzero. Invariance follows from , and . Its transpose equals , so it is a symmetric bilinear form when is an even number, and an alternating bilinear form when is an odd integer. The Weyl complete reducibility theorem gives a nondegenerate invariant form on any finite-dimensional module by taking the orthogonal direct sum of these forms.
Logical implication Created 2026-09-28 Updated 2026-10-25
Logical implication forms the proposition , read “if , then ”. In classical propositional logic, it is false exactly when is true and is false. Equivalently, it has the same truth table as , using logical negation and logical disjunction. A false hypothesis makes the logical implication true regardless of its conclusion; thus it asserts neither the hypothesis nor a causal connection.
For example, for every natural number , divisibility by four implies that is an even number: . At , both statements are true. At , the hypothesis is false and the conclusion true; at , both are false. The only forbidden case is a multiple of four that is not an even number.
In Intuitionistic propositional logic, a proof of consists of a construction transforming any proof of into a proof of . The implication introduction rule proves under a temporary assumption ; the modus ponens rule applies the result when is available. The classical identification with is not generally intuitionistically valid.
Odd prime 2026-10-05
An odd prime is a prime number that is an odd integer. The only even number that is a prime number is , since every other positive even number has as a proper divisor. Thus every prime number greater than is an odd prime. There are infinitely many odd primes, by Euclid's theorem.
Opposite parity 2026-10-20
Two integers have opposite parity when one is an even number and the other is an odd number. Their sum is then an odd number.
Put . Between successive measurement bases, the squared overlap is for retaining the same label and for changing label. The first step obeys the same rule if we regard the initial state as label 0 at angle zero. Thus the recorded labels form a Markov chain with transition matrix .
Let be the probability of label 0 after step . Then and
Since , iteration yields
This is the total final-outcome probability, including histories that change label an even number of times. The smaller quantity counts only the history with label 0 at every step and is not the requested total. For example, at the total is , whereas the uninterrupted history has probability . At , the final basis is up to signs, so the total probability of label 0 is zero, as the formula also gives. This distinguishes nonselective measurement-guided Zeno transfer from postselection on one record.
For an even integer , merge the two least weights once, then repeatedly merge three least weights until only the tree root remains. The initial binary merge leaves an odd number of weighted objects, so the preceding algorithm applies. The initial merged tree parent has two tree children; subsequent tree parents have three. Equivalently, add one zero-weight dummy symbol, run the odd-leaf ternary Huffman coding algorithm, and remove its codeword afterwards. The dummy contributes nothing to expected codeword length.
Here the first merge joins the two weights , producing . The three remaining weights are , and merge directly into the tree root. Assigning the first two tree root branches to the original symbols of weights and gives
The merge-weight check gives as well. For , the first merge is already the tree root; for , outside this case with an even number of symbols, the usual temporary reduced-problem convention would permit an empty word.
Identify with the coordinate vector through . A root reflection is . Since , for the two possibilities are
Every other coordinate is unchanged, and , so these formulas cover every root. The complete diagonal matrix is reconstructed with its last entries the reversed negatives of the first entries.
The Weyl group of Dn consists of all permutations of the coordinates together with an even number of coordinate sign changes. Equivalently,
Its order is . The difference-root reflections give ordinary transpositions; composing a sum-root reflection with the corresponding difference-root reflection negates precisely the two selected coordinates. These describe the generators of all even signed permutations. For the group has four elements; for the toral case it is trivial.
Work over the finite field , and write for row of the PDF's matrix. The first row has Hamming weight eleven; all other rows have Hamming weight seven. To check their intersections economically, index the last eleven columns modulo eleven. The last eleven rows, after deleting the first column, are the successive cyclic shifts of the set . Direct calculation gives
The intersection sizes for equal those for . Thus two different rows among meet in four positions, including their shared first coordinate, whereas meets each of these rows in six positions. All these intersection sizes are even numbers, while each row weight is an odd number. Consequently . The first row and column agree, and the entry of the last eleven-by-eleven block depends only on the sum of its row and column indices modulo eleven, because successive rows are left shifts. Thus is a symmetric matrix, so .
The generator matrix has rank twelve, and
Hence its linear code lies in its dual code . Both have dimension twelve, so : it is a self-dual code. Moreover , and is an invertible matrix, so this is another generator matrix for the same code. In the column parity-check matrix convention of the question,
The matrix has rank twelve, so its nullspace condition characterizes exactly.
To prove the minimum Hamming distance, first observe that the rows of have Hamming weights twelve and eight. For binary vectors,
Every partial sum of generator rows is orthogonal to every further generator row, by . Its intersection with that row therefore contains an even number of positions. Induction using this identity proves that every codeword has weight divisible by four: is a doubly even code.
The systematic-matrix proof of extended Golay distance now excludes weight four. Write a codeword as and put . If its total weight were four, . For , the right half is a row of and has weight seven or eleven. For , the right half is the sum of two distinct rows; the intersection counts above give weight or . For , the right half would be a unit vector, but then would be a row of , of weight seven or eleven. For , the right half would vanish, contradicting invertibility of . Thus no nonzero word has weight four. Every nonzero weight is consequently at least eight, and any generator row other than the first attains eight. Since the minimum Hamming distance of a linear code is its least nonzero weight,
Define the length- binary Golay code as the punctured code obtained by deleting the first coordinate of this extended binary Golay code. This puncturing is injective on , because a nonzero word in its kernel would have weight one. Thus , and deleting one coordinate gives . The sum of the first two generator rows has weight eight and first coordinate one, so its puncture has weight seven. Therefore . In fact any coordinate can be punctured: every left coordinate except the first occurs in a weight-eight generator row, the first occurs in the sum just used, and every right coordinate occurs in at least one of the weight-eight generator rows.
The radius-three Hamming balls around the words of are disjoint, since two centers in intersecting balls would have Hamming distance at most six. Each ball contains
words. Their combined size is , the size of the entire binary Hamming space. Hence
For decoding in , write the received word as , where is the unknown error in its two halves. Its syndrome is
Let denote the length-twelve unit vector. For bounded-distance decoding, the three-error syndrome decoding of extended Golay code is the following finite search, returning the first successful candidate error:
  • If , return .
  • Otherwise, if some satisfies , return .
  • Otherwise, compute ; if , return .
  • Otherwise, if some satisfies , return .
  • If no test succeeds, declare that no error of weight at most three has this syndrome.
Every returned candidate has total Hamming weight at most three and the required syndrome. Conversely, an error of total weight at most three has a half of weight zero or one. The tests exhaust respectively , , , and , so they find every such error. Two distinct successful candidates would differ by a nonzero codeword of weight at most six, contradicting . Thus the result is unique, and the decoded word is . The condition still allows the first test when the weight is exactly three; for larger syndrome weight begin with the second test. A large syndrome weight alone does not imply more than three errors.
The decoder corrects every error of weight at most three; failure means that the received word is outside all radius-three decoding balls. Unlike its puncture, is not a perfect code: its radius-three balls cover only words. Without the three-error assumption, a successful test identifies a nearby codeword but need not identify the transmitted word.
For an arbitrary received word, a complete minimum-distance decoding fallback is to enumerate and minimize . Every error with the observed syndrome has exactly the form , so a minimizer gives a nearest codeword . Report all minimizers if there is a tie. This also decodes outside the guaranteed radius in the nearest-word sense, while making no unsupported claim that the transmitted word is determined. Thus a syndrome of weight at least three alone is insufficient for guaranteed recovery; either the three-error hypothesis or a choice among nearest words is needed.
There are two necessary qualifications to the literal formulation. The whole group is itself a closed normal subgroup, so the claim about containment in the centre must concern proper closed normal subgroups. Also, the homomorphism conclusion needs a nontrivial target : for example, has surjective differential onto the zero Lie algebra, but its group kernel is all of and no quotient by a finite subgroup is a one-point group. We prove the precise assertions, including these exceptional cases.
Write . The centre is invariant under the Adjoint representation, so irreducibility makes it either zero or all of . In the latter case is Abelian. For connected , the adjoint action is then trivial: the group is generated by exponentials, and . A nonzero trivial representation is irreducible only in dimension one. A connected compact one-dimensional Lie group is a circle, so .
For every other , the Lie algebra of its centre is zero. The centre is a closed compact Lie subgroup; a zero-dimensional compact Lie group is finite. Let be a closed normal subgroup. The closed-subgroup theorem identifies as an adjoint-invariant subspace of , hence or . If the latter holds, contains an identity neighbourhood and is open, so connectedness forces . If is proper, it therefore has zero Lie algebra and is finite. For any , the continuous map takes connected into the finite set , so it is constant and equal to . Thus
Proper closed subgroups of the circle are finite as well, and of course central.
Now let be surjective. The submersion theorem makes contain an identity neighbourhood in , so it is an open subgroup. Since is connected, . Its group kernel is closed and normal. If is nontrivial, is proper and the preceding argument gives a finite central group kernel; this also holds for , whose proper closed subgroups are finite. The Lie-group first isomorphism theorem gives
If is trivial, the correct statement is instead .
For the Spin groups, use the real Clifford algebra with . The group consists of products of an even number of unit vectors inside its invertible even part. Conjugation on the embedded defines the standard double covering with group kernel . The Clifford relations show that a unit-vector reflection, with the usual twisted conjugation, is a hyperplane reflection; the even products give orientation-preserving transformations. The Cartan–Dieudonné theorem states that every orthogonal transformation is a product of reflections, proving surjectivity. For this connected covering group is simply connected; is a circle.
Here is an explicit exterior-square construction of the requested six-dimensional map. Put with its standard Hermitian form and volume . On , write and define an antilinear map by
It satisfies . Intrinsically, if and the Hermitian inner product is linear in its first variable, then . Because preserves both and , it commutes with . This is the real structure of the SU4 exterior square.
The fixed space has the following real orthonormal basis, with all vectors divided by :
Thus is six-dimensional over , its complexification is , and the exterior-square action restricts to an orthogonal representation on . Its determinant is one because is connected. We obtain .
To compute the group kernel, diagonalize with eigenvalues . If , its complexified exterior-square action is the identity, hence for every . Comparing pairs shows that all are equal, and their common value has square one. A unitary matrix with that single eigenvalue is scalar, so . Conversely, those two scalar matrices plainly act trivially on the exterior square.
The differential of is injective because its group kernel is finite. Both Lie algebras have dimension , so the differential is an isomorphism. Its image is consequently open in connected , hence all of . Therefore
This also realizes as , since is simply connected, by uniqueness of the connected simply connected covering group.
Use the usual assumption that the two die scores are independent random variables. A fair score has expected value and variance . Linearity of expectation and the variance of a sum therefore give
Count the ordered pairs of scores to obtain the probability mass functions
On these attainable probability supports, the maxima occur at and , each with probability ; the minima occur at and , each with probability . Outside the respective probability support, the mass is zero.
They are not independent: implies equal die scores and hence is an even number, so , whereas . In fact : this is an example of uncorrelated random variables that are dependent.
Use coordinates , with the starting corner . The bishop stays on the 32 squares where is an even number. Its moves form a random walk on a graph, with an edge between distinct squares whenever . If is the number of reachable squares, the transition probability to each neighbor is .
The graph is connected: from move along its antidiagonal to , then along the main diagonal to the corner. The midpoint coordinates are integers because is an even number, and this square always lies on the board. Thus this is the full communicating state space of the bishop random walk.
The invariant distribution is proportional to degree. Its normalizing constant can be counted by summing the ordered pairs along each diagonal. The diagonals of one orientation have lengths , contributing ; the other have lengths , contributing . Therefore
For any neighboring states , , proving the detailed balance equations and hence that the chain is a reversible Markov chain.
The corner has seven neighbors. Kac's lemma gives its expected first positive return time:
At zero field, and for every . The Ising-chain quasiparticle dispersion is flat: the bulk quadratic excitation costs no momentum-dependent energy. In spin language these are domain-wall excitations. A periodic finite spin configuration has an even number of domain walls, so the single bulk quasiparticle energy does not imply an allowed isolated one-wall spin state; the first such closed-chain spin excitation costs .
Take to be an even number for a perfectly bipartite periodic chain and make the bipartite spin rotation by about the axis on alternating sites. In the local frame the Néel state has all spins up, while a bond becomes
The linear spin-wave approximation keeps and . Therefore
Every site has two neighbours. Fourier transform gives and pairing coefficient , so
The bosonic Nambu normal-ordering shift follows from . It adds inside the matrix expression, which must be subtracted in its constant. Hence
A periodic chain with an odd number of sites is frustrated at the boundary and lacks this exact two-sublattice reference; the bulk thermodynamic calculation uses the even-chain sequence.
For a trajectory connecting the degenerate minima in infinite Euclidean time, the first integral gives . The quartic double-well instanton and its reverse are
Their action is
The instanton fluctuation prefactor has dimensions of inverse time. It incorporates nonzero Gaussian fluctuation eigenvalues and the translation zero-mode Jacobian; a conventional determinant expression is
with common endpoint regularization and the prime removing the translation mode. Only its positive quantum tunnelling rate is needed here.
In the dilute instanton gas, well-separated crossings alternate in direction. Integrating ordered centers gives . A path returning to the same well has an even number, and one connecting opposite wells has an odd number. The common leading harmonic endpoint factor follows from the supplied harmonic oscillator transition kernel:
Expanding these functions gives the sums over even numbers and odd numbers, with the position-kernel normalization that its abbreviated formula suppresses. Validity requires , and , so typical crossing separation greatly exceeds an instanton width. Local anharmonic corrections replace the harmonic well energy by its perturbatively corrected value; the leading formula does not claim uniformly negligible relative error at arbitrarily large .
The two exponents identify the double-well tunneling splitting:
The superposition with an even spatial wavefunction is the lower state. Coherent quantum tunnelling removes the classical degeneracy, and the exponentially small splitting sets the long quantum tunnelling timescale.
For a Pythagorean triple, each square number is or modulo . If neither nor were divisible by , modular congruence would give , impossible for a square number. Thus at least one of is divisible by ; both can be divisible, as in .
An odd number has square number congruent to modulo , whereas an even number has square number congruent to . If both and were odd numbers, their sum of square numbers would again be modulo , which no square number can be. Hence and cannot both be odd. They can both be even; the conclusion does not require the Pythagorean triple to be primitive.