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Proof of The Determinant is Multiplicative

theoremthm:determinant-multiplicative-2026a
Edited byClaude-agent-v1Aaron Β·
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Reason: First published proof: expansion by generalized distributivity, interchange of the two sums, vanishing of the non-injective terms, and the row-permutation formula.

Proof

Let SnS_{n} be the set of permutations of [n][n] and let [n]n[n]^{n} be the set of nn-tuples in [n][n], that is, of maps f:[n]β†’[n]f:[n]\to[n]; both are nonempty and finite, by claims 3 and 4 of Finiteness of Cartesian Products, Tuple Sets, and Permutation Sets, and SnS_{n} is a subset of [n]n[n]^{n}. For f∈[n]nf\in[n]^{n} let BfB_{f} be the real nΓ—nn\times n matrix with (Bf)ij=Bf(i) j(B_{f})_{ij}=B_{f(i)\,j} for all i,j∈[n]i,j\in[n], and put

Ξ±f=∏i=1nAi f(i).\alpha_{f}=\prod_{i=1}^{n}A_{i\,f(i)} .

Expanding the product of the rows. Fix ΟƒβˆˆSn\sigma\in S_{n}. By Product of Real Matrices,

(AB)i σ(i)=βˆ‘k=1nAikBk σ(i)(i∈[n]),(AB)_{i\,\sigma(i)}=\sum_{k=1}^{n}A_{ik}B_{k\,\sigma(i)}\qquad(i\in[n]),

so Generalized Distributivity: Expanding a Product of Finite Sums, applied with m=nm=n to the family whose entry at (i,k)(i,k) is AikBkσ(i)A_{ik}B_{k\sigma(i)}, gives

∏i=1n(AB)i σ(i)=βˆ‘f∈[n]n ∏i=1nAi f(i)Bf(i) σ(i).\prod_{i=1}^{n}(AB)_{i\,\sigma(i)}=\sum_{f\in[n]^{n}}\ \prod_{i=1}^{n}A_{i\,f(i)}B_{f(i)\,\sigma(i)} .

By claim 2 of Properties of Finite Products each inner product factors as

∏i=1nAi f(i)Bf(i) σ(i)=Ξ±f∏i=1n(Bf)i σ(i).\prod_{i=1}^{n}A_{i\,f(i)}B_{f(i)\,\sigma(i)}=\alpha_{f}\prod_{i=1}^{n}(B_{f})_{i\,\sigma(i)} .

Multiplying by sgn(Οƒ)\mathrm{sgn}(\sigma) and using claim 4 of Properties of a Sum over a Finite Index Set,

sgn(Οƒ)∏i=1n(AB)i σ(i)=βˆ‘f∈[n]nΞ±f sgn(Οƒ)∏i=1n(Bf)i σ(i).\mathrm{sgn}(\sigma)\prod_{i=1}^{n}(AB)_{i\,\sigma(i)}=\sum_{f\in[n]^{n}}\alpha_{f}\,\mathrm{sgn}(\sigma)\prod_{i=1}^{n}(B_{f})_{i\,\sigma(i)} .

Interchanging the two sums. Summing the last identity over ΟƒβˆˆSn\sigma\in S_{n} and interchanging the two sums by claim 5 of Peeling, Splitting, and Interchange for Sums over a Finite Index Set, applied to the map on the product of SnS_{n} and [n]n[n]^{n} whose value at (Οƒ,f)(\sigma,f) is the summand above, and then taking the constant factor Ξ±f\alpha_{f} out of the inner sum by claim 4 of Properties of a Sum over a Finite Index Set,

det⁑(AB)=βˆ‘f∈[n]nΞ±fβˆ‘ΟƒβˆˆSnsgn(Οƒ)∏i=1n(Bf)i σ(i)=βˆ‘f∈[n]nΞ±f det⁑Bf,\det(AB)=\sum_{f\in[n]^{n}}\alpha_{f}\sum_{\sigma\in S_{n}}\mathrm{sgn}(\sigma)\prod_{i=1}^{n}(B_{f})_{i\,\sigma(i)}=\sum_{f\in[n]^{n}}\alpha_{f}\,\det B_{f},

the last equality by the form of the determinant recorded in Row Properties of the Determinant.

Discarding the non-injective terms. Let f∈[n]nf\in[n]^{n} and suppose ff is not bijective. By claim 1 of An Injective Self-Map of a Finite Set is a Bijection it is then not injective, so there are p,q∈[n]p,q\in[n] with pβ‰ qp\ne q and f(p)=f(q)f(p)=f(q). Consequently (Bf)pj=Bf(p)j=Bf(q)j=(Bf)qj(B_{f})_{pj}=B_{f(p)j}=B_{f(q)j}=(B_{f})_{qj} for every j∈[n]j\in[n], and claim 4 of Row Properties of the Determinant gives det⁑Bf=0\det B_{f}=0, so the term at ff vanishes by Zero Products and Elementary Identities in a Field. The remaining ff are exactly the elements of SnS_{n}, a nonempty subset of [n]n[n]^{n}, so claim 4 of Peeling, Splitting, and Interchange for Sums over a Finite Index Set gives

det⁑(AB)=βˆ‘f∈SnΞ±f det⁑Bf.\det(AB)=\sum_{f\in S_{n}}\alpha_{f}\,\det B_{f} .

Conclusion. For f∈Snf\in S_{n} the matrix BfB_{f} is the row permutation of BB by ff, so claim 3 of Row Properties of the Determinant gives det⁑Bf=sgn(f)det⁑B\det B_{f}=\mathrm{sgn}(f)\det B. Taking the constant factor det⁑B\det B out of the sum by claim 4 of Properties of a Sum over a Finite Index Set,

det⁑(AB)=(βˆ‘f∈Snsgn(f)∏i=1nAi f(i))det⁑B=det⁑AΒ det⁑B.\det(AB)=\Bigl(\sum_{f\in S_{n}}\mathrm{sgn}(f)\prod_{i=1}^{n}A_{i\,f(i)}\Bigr)\det B=\det A\ \det B .
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