Concept

Adjacency matrix — where it appears

The square matrix of a graph with a one wherever two vertices are joined and a zero elsewhere. For an undirected graph it is symmetric with a zero diagonal, so over the integers mod two it is alternating, and its eigenvalues are the graph's first spectral invariant.

Named by 2 essays across 2 fields — each of them below, with the objects they name alongside it.

the matrix, measuredvertices40edges223‖L·1‖∞0zero eigenvalues1components, by search1λ₂1.5laid out at its own eigenvectorsand the row sums are exactly zero

A matrix with no numbers in it

A graph arrives as vertices and edges. Two different matrices can be built from it, they answer different questions, and one of them has a null vector that is exact — the only object in these essays whose kernel is known before anything runs.

graph · Graph laplacian
8910111213141516171819202100.10.20.30.40.50.6ordershare invertible modulo twograph adjacencywith random loopsgeneral 0/1dashed: symmetric law · dotted: uniform lawzero at every odd order

A graph is alternating modulo two

Random 0/1 matrices are invertible modulo two at the uniform law's rate, 0.289, and a random graph's adjacency matrix was predicted to follow the symmetric law instead, about 0.42. At twenty vertices it does: 0.409 of 3,000 graphs. At twenty-one it is zero, and at every odd order from nine to twenty-one, on every graph. An adjacency matrix has a zero diagonal, so modulo two it is alternating, its rank is even, and its determinant is the parity of the graph's perfect matchings — of which a graph with an odd number of vertices has none. The law it follows is the alternating one, which the symmetric law matches only at even order; put a coin on the diagonal and the symmetric law returns at every order. Modulo three and five, where a zero diagonal is only a constraint, graphs reach the symmetric law from below by sixteen vertices, as predicted.

exact · Exact rank

Named alongside it

The objects these essays reach for when they reach for this one.

Exact ground truthRank is a decisionAlgebraic connectivityConnected componentsDeterminantExact arithmeticGraph laplacianModular arithmeticNull spaceQuadratic formUnlucky prime

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