Copositive cone Created 2026-10-05 Updated 2026-10-06
The real symmetric matrices that are copositive matrices form a closed convex cone:Each fixed gives a closed linear inequality in . Their intersection is therefore closed and convex, and it is preserved by nonnegative scaling.
Let for a real symmetric matrix . Compactness gives attainment. Homogeneity shows is a copositive matrix exactly when , provingIts conic program dual is the trace-normalized completely positive optimization problem. A minimizing vector gives , which certifies equality and dual attainment directly. In general differs from the unrestricted smallest eigenvalue.
Under the nonnegative-pairing convention for the dual cone, follows from . Conversely, if , separation from a closed convex cone gives a separating nonnegative on all generators and negative on . That is a copositive matrix, so . This proves the displayed equality using closedness of the completely positive cone.
Horn copositive matrix Created 2026-10-05 Updated 2026-10-06
The five-dimensional Horn copositive matrix has diagonal entries , entries on the edges of the five-cycle, and entries on the remaining pairs:For , a cyclic relabelling puts a smallest coordinate at . The identitythen proves that is a copositive matrix.
However, is outside the positive-semidefinite-plus-nonnegative cone. Set . Its quadratic form is zero. If with a positive semidefinite matrix and a symmetric nonnegative matrix, both and must vanish. Positivity of the first three coordinates of forces every entry of the leading block of to vanish. Applying the argument to all cyclic shifts of forces every entry of to vanish, since each pair of indices lies in a cyclic interval of length three. This would make a positive semidefinite matrix, but zero quadratic form of a positive semidefinite matrix would then give , whereas .
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 339 1 a Solution Created 2026-10-03 Updated 2026-10-06
For a vector in the nonnegative orthant, the PDF's matrix gives the quadratic formThus it is a copositive matrix. On the other hand, with ,so it is not a positive semidefinite matrix. Equivalently, the eigenvalues are and , with eigenvectors and .
The local TeX has corrupted the matrix entries. The PDF has diagonal entries one and off-diagonal entries two. The all-twos matrix in the TeX would instead have quadratic form and would be a positive semidefinite matrix; it cannot demonstrate the requested distinction.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 339 1 b Solution Created 2026-10-03 Updated 2026-10-06
For in the nonnegative orthant, the positive semidefinite matrix satisfies . The nonnegative matrix satisfiessince every summand is nonnegative. Adding these inequalities provesConsequently is a copositive matrix. The symmetry of follows from that of and ; entrywise nonnegativity alone need not imply positive semidefiniteness.
This gives the inclusion of the positive-semidefinite-plus-nonnegative cone in the copositive cone. It is only a sufficient construction; the argument does not claim that every copositive matrix has this decomposition in arbitrary dimension.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 339 1 g Solution Created 2026-10-03 Updated 2026-10-06
Let . This set is nonempty and compact for , and the quadratic form is continuous. Its minimum is therefore attained.
For every nonzero in the nonnegative orthant, normalizing givesThe zero vector imposes no further condition. It follows that is a copositive matrix exactly when . Thus the feasible scalar set is , andBoth optima are attained. This copositive reformulation of an orthant Rayleigh minimum follows directly from homogeneity; it does not require invoking a duality theorem for the original nonconvex constraint.
The restriction to matters. For the matrix in part (a), this minimum is whereas the unrestricted smallest eigenvalue is .
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 339 3 a Solution Created 2026-10-03 Updated 2026-10-05
For , define . Then lies in the nonnegative orthant andIf is a copositive matrix, this is nonnegative for every , so is a globally nonnegative polynomial. Conversely, every has the form by taking . If is globally nonnegative, then for every such , proving that is a copositive matrix. The map covers the entire nonnegative orthant, which is the key to both directions.
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 339 3 c Solution Created 2026-10-03 Updated 2026-10-05
The Horn copositive matrix is invariant under cyclic permutation of its five coordinates: its negative entries correspond precisely to neighboring indices on the five-cycle. For any , cyclically relabel the coordinates so that is a smallest coordinate. In particular, .
Using the stated identity in this coordinate order,The square is nonnegative, and both remaining terms are nonnegative since and . Cyclic invariance means the relabeling has not changed the quadratic form. Thus is a copositive matrix for every original ordering of .
Past exam of the quantum field theory course of the University of Oxford 2018 1 c Solution 2026-10-25
Take the free squared mass , as for the ordinary massive free theory. The quartic part of the scalar potential can be writtenIt is nonnegative for every real field value exactly whenNecessity follows from the axis and the diagonal : a negative coefficient on either ray makes tend to minus infinity under rescaling. The displayed sum proves sufficiency, since is also nonnegative. This is a copositive matrix condition on the quadratic form in the nonnegative variables , rather than positive definiteness on all independent signed variables.
The strict inequalities , make the quartic part grow in every nonzero direction. They are not necessary for a stable vacuum when . For example, gives two stable free massive fields; , has a flat quartic diagonal but a confining quadratic term. If , boundary cases have flat vacuum directions and need not have a unique isolated minimum. If one instead allows negative squared mass, a flat quartic ray makes the full potential unbounded below; the stability conditions must then be strengthened. This distinguishes boundedness from strict quartic coercivity.
Under the generator of a, the variation isIt vanishes identically if and only if . In that case preserves the entire global U(1) symmetry. More explicitly, the interacting Euler-Lagrange equations giveHenceA special solution lying on an axis does not establish an operator conservation law. Among the stable couplings, the symmetry-preserving line is .