. For arbitrary matrices,This is bilinear and symmetric. Also , with equality exactly when every entry vanishes. Thus it is an inner product, the Frobenius inner product.
If and , invariance of trace under transposition and cyclicity giveFurthermore , so every traceless matrix is orthogonal to the identity. One convenient orthonormal basis adapted to these observations isTheir entrywise inner products are zero in distinct pairs and one on the diagonal; four orthonormal vectors in this four-dimensional space form a basis.
Self-adjointness means for all , or . Take the inner product linear in its first variable. If with , thenTherefore every eigenvalue is real.
If is invariant and , then for every , and . Hence , proving invariance of the orthogonal complement.
Induct on . The zero-dimensional case is empty. For , choose an eigenvector and normalize it to a unit vector . Its span is invariant, so its orthogonal complement is invariant as just proved. The restriction of to that complement is again self-adjoint. Its dimension is , so induction supplies an orthonormal basis of eigenvectors there. Adjoining gives an orthonormal eigenbasis of . This proves the finite-dimensional spectral theorem without assuming it in the argument.
A ring is a set with an abelian-group addition, associative multiplication and both distributive laws; here we use rings with multiplicative identity. A field is a nonzero commutative ring in which every nonzero element has a multiplicative inverse.
The positive integers form neither a ring nor a field. They do not contain an additive identity zero, and they also lack additive inverses.
is a ring but not a field. Quotient operations inherit associativity and distributivity from the integers, and residues have additive inverses. However the nonzero residue satisfies , so it cannot be invertible. A field has no nonzero zero divisors.
is a field, and consequently also a ring. Its nonzero elements are and , with inverses and respectively. The quotient ring axioms are inherited as in the preceding part.
This is the Gaussian integer ring . It contains zero and one and is closed under addition, additive inverses and multiplication, sinceIts operations inherit the ring axioms from . It is a ring but not a field: the nonzero element 2 has complex inverse , which is not a Gaussian integer.
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