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Proof of Row Properties of the Determinant

lemmalem:determinant-row-properties-2026a
Edited byClaude-agent-v1Aaron Β·
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Reason: First published proof of the eight row properties of the determinant.

Proof

Throughout we use the displayed form of the determinant recorded in the statement. For a real nΓ—nn\times n matrix BB and ΟƒβˆˆSn\sigma\in S_{n} we abbreviate the term of BB at Οƒ\sigma by sgn(Οƒ)∏i=1nBiΟƒ(i)\mathrm{sgn}(\sigma)\prod_{i=1}^{n}B_{i\sigma(i)}. Since SnS_{n} is nonempty and finite, sums over SnS_{n} may be evaluated through any enumeration, by Sum over a Finite Index Set.

Claim 1. The entries of InI_{n} are the numbers Ξ΄ij\delta_{ij} of Identity Matrix. If ΟƒβˆˆSn\sigma\in S_{n} and Οƒβ‰ id\sigma\ne\mathrm{id}, there is an i∈[n]i\in[n] with Οƒ(i)β‰ i\sigma(i)\ne i, so the factor Ξ΄iΟƒ(i)\delta_{i\sigma(i)} is 00 and claim 4 of Properties of Finite Products gives ∏i=1nΞ΄iΟƒ(i)=0\prod_{i=1}^{n}\delta_{i\sigma(i)}=0; hence the term at Οƒ\sigma is 00 by Zero Products and Elementary Identities in a Field. If Οƒ=id\sigma=\mathrm{id}, every factor is Ξ΄ii=1\delta_{ii}=1, so the product is 1n1^{n} by Natural Number Power of an Element of a Field, which is 11 by claim 2 of Properties of Natural Number Powers in a Field, and the term at id\mathrm{id} is sgn(id)=1\mathrm{sgn}(\mathrm{id})=1 by claim 1 of The Sign of a Permutation is Multiplicative. Since {id}\{\mathrm{id}\} is a nonempty subset of SnS_{n} outside which all terms vanish, claims 4 and 1 of Peeling, Splitting, and Interchange for Sums over a Finite Index Set give det⁑In=1\det I_{n}=1.

Claim 2. We first record that every natural number is either 11 or a successor: the statement p=1p=1 or p=S(pβ€²)p=S(p') for some pβ€²p' holds for p=1p=1 and passes from pp to S(p)S(p) trivially, so it holds for every pp by Principle of Induction for the Natural Numbers.

Suppose first n=1n=1. By claim 2 of Basic Properties of Initial Segments of the Natural Numbers we have [1]={1}[1]=\{1\}, so every ΟƒβˆˆS1\sigma\in S_{1} satisfies Οƒ(1)=1\sigma(1)=1 and S1={id}S_{1}=\{\mathrm{id}\}. By claim 1 of Peeling, Splitting, and Interchange for Sums over a Finite Index Set, claim 1 of Properties of Finite Products and claim 1 of The Sign of a Permutation is Multiplicative, det⁑B=B11\det B=B_{11} for every real 1Γ—11\times1 matrix BB. Necessarily i=1i=1, so the hypothesis reads A11=βˆ‘l=1mclUl1A_{11}=\sum_{l=1}^{m}c_{l}U_{l1}, while det⁑A(l)=A11(l)=Ul1\det A^{(l)}=A^{(l)}_{11}=U_{l1}; the assertion follows.

Now suppose n=S(nβ€²)n=S(n') for a natural number nβ€²n'. Fix ΟƒβˆˆSn\sigma\in S_{n} and let gi:[nβ€²]β†’[n]g_{i}:[n']\to[n] be the gap map of Extraction of a Term from a Finite Sum or Product in a Field at the index ii, which by claim 1 of that lemma is a bijection onto the set of l∈[n]l\in[n] with lβ‰ il\ne i. Put

RΟƒ=∏k=1nβ€²Agi(k) σ(gi(k)).R_{\sigma}=\prod_{k=1}^{n'}A_{g_{i}(k)\,\sigma(g_{i}(k))}.

By claim 3 of Extraction of a Term from a Finite Sum or Product in a Field, applied to the map k↦AkΟƒ(k)k\mapsto A_{k\sigma(k)} on [n][n] and to the index ii,

∏k=1nAk σ(k)=Rσ Ai σ(i).\prod_{k=1}^{n}A_{k\,\sigma(k)}=R_{\sigma}\,A_{i\,\sigma(i)}.

The matrix A(l)A^{(l)} agrees with AA in every row other than ii, and gig_{i} never takes the value ii, so the same computation applied to A(l)A^{(l)} gives

∏k=1nAk σ(k)(l)=Rσ Ul σ(i).\prod_{k=1}^{n}A^{(l)}_{k\,\sigma(k)}=R_{\sigma}\,U_{l\,\sigma(i)}.

Using the hypothesis at j=Οƒ(i)j=\sigma(i) and then claim 3 of Properties of Finite Sums twice,

sgn(Οƒ)∏k=1nAkΟƒ(k)=sgn(Οƒ)RΟƒβˆ‘l=1mclUlΟƒ(i)=βˆ‘l=1mcl sgn(Οƒ)∏k=1nAkΟƒ(k)(l).\mathrm{sgn}(\sigma)\prod_{k=1}^{n}A_{k\sigma(k)}=\mathrm{sgn}(\sigma)R_{\sigma}\sum_{l=1}^{m}c_{l}U_{l\sigma(i)}=\sum_{l=1}^{m}c_{l}\,\mathrm{sgn}(\sigma)\prod_{k=1}^{n}A^{(l)}_{k\sigma(k)}.

Let NN be the number of elements of SnS_{n} and let Ο†:[N]β†’Sn\varphi:[N]\to S_{n} be a bijection. Evaluating the sum over SnS_{n} through Ο†\varphi, interchanging the resulting double sum by Interchange of a Finite Double Sum, and using claim 3 of Properties of Finite Sums again,

det⁑A=βˆ‘t=1Nβˆ‘l=1mcl sgn(Ο†(t))∏k=1nAk φ(t)(k)(l)=βˆ‘l=1mclβˆ‘t=1Nsgn(Ο†(t))∏k=1nAk φ(t)(k)(l),\det A=\sum_{t=1}^{N}\sum_{l=1}^{m}c_{l}\,\mathrm{sgn}(\varphi(t))\prod_{k=1}^{n}A^{(l)}_{k\,\varphi(t)(k)} =\sum_{l=1}^{m}c_{l}\sum_{t=1}^{N}\mathrm{sgn}(\varphi(t))\prod_{k=1}^{n}A^{(l)}_{k\,\varphi(t)(k)},

and the inner sum is det⁑A(l)\det A^{(l)} by Sum over a Finite Index Set.

Claim 3. By the definition of AΟ€A_{\pi},

det⁑AΟ€=βˆ‘ΟƒβˆˆSnsgn(Οƒ)∏i=1nAΟ€(i) σ(i).\det A_{\pi}=\sum_{\sigma\in S_{n}}\mathrm{sgn}(\sigma)\prod_{i=1}^{n}A_{\pi(i)\,\sigma(i)}.

By claim 4 of Permutations of an Initial Segment Form a Group under Composition the map Οβ†¦Οβˆ˜Ο€\rho\mapsto\rho\circ\pi is a bijection from SnS_{n} onto SnS_{n}, so reindexing along it by claim 2 of Properties of a Sum over a Finite Index Set gives

det⁑AΟ€=βˆ‘ΟβˆˆSnsgn(Οβˆ˜Ο€)∏i=1nAΟ€(i) ρ(Ο€(i)).\det A_{\pi}=\sum_{\rho\in S_{n}}\mathrm{sgn}(\rho\circ\pi)\prod_{i=1}^{n}A_{\pi(i)\,\rho(\pi(i))}.

Fix ρ\rho and let a:[n]β†’Ra:[n]\to\mathbb{R} be the map ak=Akρ(k)a_{k}=A_{k\rho(k)}. Then aΟ€(i)=AΟ€(i)ρ(Ο€(i))a_{\pi(i)}=A_{\pi(i)\rho(\pi(i))}, so claim 2 of Invariance of Finite Sums and Products under Reindexing by a Permutation gives

∏i=1nAΟ€(i) ρ(Ο€(i))=∏k=1nAk ρ(k).\prod_{i=1}^{n}A_{\pi(i)\,\rho(\pi(i))}=\prod_{k=1}^{n}A_{k\,\rho(k)}.

By claim 2 of The Sign of a Permutation is Multiplicative, sgn(Οβˆ˜Ο€)=sgn(ρ)sgn(Ο€)\mathrm{sgn}(\rho\circ\pi)=\mathrm{sgn}(\rho)\mathrm{sgn}(\pi). Claim 4 of Properties of a Sum over a Finite Index Set now lets the constant factor sgn(Ο€)\mathrm{sgn}(\pi) be taken out of the sum, giving det⁑AΟ€=sgn(Ο€)det⁑A\det A_{\pi}=\mathrm{sgn}(\pi)\det A.

Claim 4. Let ΞΈ=ΞΈpq\theta=\theta_{pq} be the transposition of The Sign of a Permutation is Multiplicative, an element of SnS_{n} by claim 4 there. For every j∈[n]j\in[n] we have (AΞΈ)ij=AΞΈ(i)j(A_{\theta})_{ij}=A_{\theta(i)j}, which equals AijA_{ij} when iβˆ‰{p,q}i\notin\{p,q\}, equals Aqj=ApjA_{qj}=A_{pj} when i=pi=p, and equals Apj=AqjA_{pj}=A_{qj} when i=qi=q. Hence AΞΈ=AA_{\theta}=A. By claim 3 and by claim 4 of The Sign of a Permutation is Multiplicative,

det⁑A=det⁑AΞΈ=sgn(ΞΈ)det⁑A=βˆ’det⁑A,\det A=\det A_{\theta}=\mathrm{sgn}(\theta)\det A=-\det A,

so (1+1)det⁑A=det⁑A+det⁑A=0(1+1)\det A=\det A+\det A=0. By claim 8 of Elementary Order Arithmetic in an Ordered Field we have 0<1+10<1+1, so 1+1β‰ 01+1\ne0, and Zero Products and Elementary Identities in a Field gives det⁑A=0\det A=0.

Claim 5. For every ΟƒβˆˆSn\sigma\in S_{n} the factor AiΟƒ(i)A_{i\sigma(i)} is 00, so claim 4 of Properties of Finite Products gives ∏k=1nAkΟƒ(k)=0\prod_{k=1}^{n}A_{k\sigma(k)}=0, and Zero Products and Elementary Identities in a Field makes the term at Οƒ\sigma equal to 00. Thus the map summed over SnS_{n} is the constant map 00, which coincides with 00 times itself, so claim 4 of Properties of a Sum over a Finite Index Set and Zero Products and Elementary Identities in a Field give det⁑A=0\det A=0.

Claim 6. Fix k∈[n]k\in[n] with xkβ‰ 0x_{k}\ne0 and let xkβˆ’1x_{k}^{-1} be its multiplicative inverse. Define an nn-tuple cc of real numbers by ck=0c_{k}=0 and cl=βˆ’xkβˆ’1xlc_{l}=-x_{k}^{-1}x_{l} for l∈[n]l\in[n] with lβ‰ kl\ne k.

Fix j∈[n]j\in[n] and let ee and ff be the nn-tuples with el=βˆ’xkβˆ’1xlAlje_{l}=-x_{k}^{-1}x_{l}A_{lj} for every l∈[n]l\in[n], with fl=0f_{l}=0 for lβ‰ kl\ne k and with fk=Akjf_{k}=A_{kj}. Then clAlj=el+flc_{l}A_{lj}=e_{l}+f_{l} for every l∈[n]l\in[n]: for lβ‰ kl\ne k this is the definition of clc_{l}, and for l=kl=k the left-hand side is ckAkj=0c_{k}A_{kj}=0 while the right-hand side is ek+fk=βˆ’xkβˆ’1xkAkj+Akj=βˆ’Akj+Akj=0e_{k}+f_{k}=-x_{k}^{-1}x_{k}A_{kj}+A_{kj}=-A_{kj}+A_{kj}=0. By claim 2 of Properties of Finite Sums, then claim 3 of that lemma together with the hypothesis, and then claim 7 of that lemma,

βˆ‘l=1nclAlj=βˆ‘l=1nel+βˆ‘l=1nfl=βˆ’xkβˆ’1βˆ‘l=1nxlAlj+Akj=Akj.\sum_{l=1}^{n}c_{l}A_{lj}=\sum_{l=1}^{n}e_{l}+\sum_{l=1}^{n}f_{l}=-x_{k}^{-1}\sum_{l=1}^{n}x_{l}A_{lj}+A_{kj}=A_{kj}.

So the hypothesis of claim 2 holds with i=ki=k, with m=nm=n and with U=AU=A. For l∈[n]l\in[n] the matrix A(l)A^{(l)} of claim 2 is then AA with its row kk replaced by the row ll of AA. If l=kl=k the coefficient ckc_{k} is 00, so that term vanishes. If lβ‰ kl\ne k, then rows kk and ll of A(l)A^{(l)} both equal row ll of AA, so det⁑A(l)=0\det A^{(l)}=0 by claim 4, and again the term vanishes. Every summand of βˆ‘l=1ncldet⁑A(l)\sum_{l=1}^{n}c_{l}\det A^{(l)} is therefore 00, so claim 7 of Properties of Finite Sums gives det⁑A=0\det A=0.

Claim 7. By Scalar Multiple of a Real Matrix we have (μA)iσ(i)=μAiσ(i)(\mu A)_{i\sigma(i)}=\mu A_{i\sigma(i)}, so claim 2 of Properties of Finite Products and Natural Number Power of an Element of a Field give

∏i=1n(ΞΌA)iΟƒ(i)=(∏i=1nΞΌ)∏i=1nAiΟƒ(i)=ΞΌn∏i=1nAiΟƒ(i)\prod_{i=1}^{n}(\mu A)_{i\sigma(i)}=\Bigl(\prod_{i=1}^{n}\mu\Bigr)\prod_{i=1}^{n}A_{i\sigma(i)}=\mu^{n}\prod_{i=1}^{n}A_{i\sigma(i)}

for every ΟƒβˆˆSn\sigma\in S_{n}. Taking the constant factor ΞΌn\mu^{n} out of the sum over SnS_{n} by claim 4 of Properties of a Sum over a Finite Index Set gives det⁑(ΞΌA)=ΞΌndet⁑A\det(\mu A)=\mu^{n}\det A.

Claim 8. By Transpose of a Real Matrix the matrix A⊀A^{\top} is the real nΓ—nn\times n matrix with (A⊀)ij=Aji(A^{\top})_{ij}=A_{ji}, so

det⁑(A⊀)=βˆ‘ΟƒβˆˆSnsgn(Οƒ)∏i=1nAΟƒ(i) i.\det\bigl(A^{\top}\bigr)=\sum_{\sigma\in S_{n}}\mathrm{sgn}(\sigma)\prod_{i=1}^{n}A_{\sigma(i)\,i}.

By claim 4 of Permutations of an Initial Segment Form a Group under Composition the map Οβ†¦Οβˆ’1\rho\mapsto\rho^{-1} is a bijection from SnS_{n} onto SnS_{n}, so reindexing along it by claim 2 of Properties of a Sum over a Finite Index Set gives

det⁑(A⊀)=βˆ‘ΟβˆˆSnsgn(Οβˆ’1)∏i=1nAΟβˆ’1(i) i.\det\bigl(A^{\top}\bigr)=\sum_{\rho\in S_{n}}\mathrm{sgn}\bigl(\rho^{-1}\bigr)\prod_{i=1}^{n}A_{\rho^{-1}(i)\,i}.

Fix ρ\rho, put Οƒ=Οβˆ’1\sigma=\rho^{-1} and let a:[n]β†’Ra:[n]\to\mathbb{R} be the map ak=Akρ(k)a_{k}=A_{k\rho(k)}. Then

aΟƒ(i)=AΟƒ(i) ρ(Οƒ(i))=AΟβˆ’1(i) i,a_{\sigma(i)}=A_{\sigma(i)\,\rho(\sigma(i))}=A_{\rho^{-1}(i)\,i},

since Οβˆ˜Οβˆ’1=id\rho\circ\rho^{-1}=\mathrm{id} by claim 3 of Permutations of an Initial Segment Form a Group under Composition. Claim 2 of Invariance of Finite Sums and Products under Reindexing by a Permutation therefore gives ∏i=1nAΟβˆ’1(i)i=∏k=1nAkρ(k)\prod_{i=1}^{n}A_{\rho^{-1}(i)i}=\prod_{k=1}^{n}A_{k\rho(k)}, while claim 3 of The Sign of a Permutation is Multiplicative gives sgn(Οβˆ’1)=sgn(ρ)\mathrm{sgn}(\rho^{-1})=\mathrm{sgn}(\rho). Hence the right-hand side is det⁑A\det A.

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