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Integration by substitution
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== Substitution for multiple variables == One may also use substitution when integrating [[Multivariate function|functions of several variables]]. Here, the substitution function {{math|1=(''v''<sub>1</sub>,...,''v''<sub>''n''</sub>) = ''Ο''(''u''<sub>1</sub>, ..., ''u''<sub>''n''</sub>)}} needs to be [[injective]] and continuously differentiable, and the differentials transform as: <math display="block">dv_1 \cdots dv_n = \left|\det(D\varphi)(u_1, \ldots, u_n)\right| \, du_1 \cdots du_n,</math> where {{math|det(''DΟ'')(''u''<sub>1</sub>, ..., ''u''<sub>''n''</sub>)}} denotes the [[determinant]] of the [[Jacobian matrix]] of [[partial derivative]]s of {{math|''Ο''}} at the point {{math|(''u''<sub>1</sub>, ..., ''u''<sub>''n''</sub>)}}. This formula expresses the fact that the [[absolute value]] of the determinant of a matrix equals the volume of the [[Parallelepiped#Parallelotope|parallelotope]] spanned by its columns or rows. More precisely, the ''[[change of variables]]'' formula is stated in the next theorem: {{math theorem | math_statement = Let {{math|''U''}} be an open set in {{math|'''R'''<sup>''n''</sup>}} and {{math|''Ο'' : ''U'' β '''R'''<sup>''n''</sup>}} an [[Injective function|injective]] differentiable function with continuous partial derivatives, the Jacobian of which is nonzero for every {{mvar|x}} in {{mvar|U}}. Then for any real-valued, compactly supported, continuous function {{mvar|f}}, with support contained in {{math|''Ο''(''U'')}}: <math display="block">\int_{\varphi(U)} f(\mathbf{v})\, d\mathbf{v} = \int_U f(\varphi(\mathbf{u})) \,\,\left|\!\det(D\varphi)(\mathbf{u})\right| \,d\mathbf{u}.</math> }} The conditions on the theorem can be weakened in various ways. First, the requirement that {{mvar|Ο}} be continuously differentiable can be replaced by the weaker assumption that {{mvar|Ο}} be merely differentiable and have a continuous inverse.<ref>{{harvnb|Rudin|1987|loc=Theorem 7.26}}</ref> This is guaranteed to hold if {{mvar|Ο}} is continuously differentiable by the [[inverse function theorem]]. Alternatively, the requirement that {{math|det(''DΟ'') β 0}} can be eliminated by applying [[Sard's theorem]].<ref>{{harvnb|Spivak|1965|p=72}}</ref> For Lebesgue measurable functions, the theorem can be stated in the following form:<ref>{{harvnb|Fremlin|2010|loc=Theorem 263D}}</ref> {{math theorem | math_statement = Let {{mvar|U}} be a measurable subset of {{math|'''R'''<sup>''n''</sup>}} and {{math|''Ο'' : ''U'' β '''R'''<sup>''n''</sup>}} an [[injective function]], and suppose for every {{mvar|x}} in {{mvar|U}} there exists {{math|''Ο''′(''x'')}} in {{math|'''R'''<sup>''n'',''n''</sup>}} such that {{math|1=''Ο''(''y'') = ''Ο''(''x'') + ''Ο′''(''x'')(''y'' β ''x'') + ''o''({{norm|''y'' β ''x''}})}} as {{math|''y'' β ''x''}} (here {{mvar|o}} is [[Landau symbol#Related asymptotic notations|little-''o'' notation]]). Then {{math|''Ο''(''U'')}} is measurable, and for any real-valued function {{mvar|f}} defined on {{math|''Ο''(''U'')}}: <math display="block">\int_{\varphi(U)} f(v)\, dv = \int_U f(\varphi(u)) \,\,\left|\!\det \varphi'(u)\right| \,du</math> in the sense that if either integral exists (including the possibility of being properly infinite), then so does the other one, and they have the same value.}} Another very general version in [[measure theory]] is the following:<ref>{{harvnb|Hewitt|Stromberg|1965|loc=Theorem 20.3}}</ref> {{math theorem | math_statement = Let {{mvar|X}} be a [[locally compact]] [[Hausdorff space]] equipped with a finite [[Radon measure]] {{mvar|ΞΌ}}, and let {{mvar|Y}} be a [[Ξ£-compact space|Ο-compact]] Hausdorff space with a [[sigma finite measure|σ-finite]] Radon measure {{mvar|Ο}}. Let {{math|''Ο'' : ''X'' β ''Y''}} be an [[absolutely continuous]] function (where the latter means that {{math|1=''Ο''(''Ο''(''E'')) = 0}} whenever {{math|1=''ΞΌ''(''E'') = 0}}). Then there exists a real-valued [[Borel algebra|Borel measurable function]] {{mvar|w}} on {{mvar|X}} such that for every [[Lebesgue integral|Lebesgue integrable]] function {{math|''f'' : ''Y'' β '''R'''}}, the function {{math|(''f'' β ''Ο'') β ''w''}} is Lebesgue integrable on {{mvar|X}}, and <math display="block">\int_Y f(y)\,d\rho(y) = \int_X (f\circ \varphi)(x)\,w(x)\,d\mu(x).</math> Furthermore, it is possible to write <math display="block">w(x) = (g\circ \varphi)(x)</math> for some Borel measurable function {{mvar|g}} on {{mvar|Y}}.}} In [[geometric measure theory]], integration by substitution is used with [[Lipschitz function]]s. A bi-Lipschitz function is a Lipschitz function {{math|''Ο'' : ''U'' β '''R'''<sup>n</sup>}} which is injective and whose inverse function {{math|''Ο''<sup>−1</sup> : ''Ο''(''U'') β ''U''}} is also Lipschitz. By [[Rademacher's theorem]], a bi-Lipschitz mapping is differentiable [[almost everywhere]]. In particular, the Jacobian determinant of a bi-Lipschitz mapping {{math|det ''DΟ''}} is well-defined almost everywhere. The following result then holds: {{math theorem | math_statement = Let {{mvar|U}} be an open subset of {{math|'''R'''<sup>n</sup>}} and {{math|''Ο'' : ''U'' β '''R'''<sup>n</sup>}} be a bi-Lipschitz mapping. Let {{math|''f'' : ''Ο''(''U'') β '''R'''}} be measurable. Then <math display="block">\int_{\varphi(U)} f(x)\,dx = \int_U (f\circ \varphi)(x) \,\,\left|\!\det D\varphi(x)\right|\,dx</math> in the sense that if either integral exists (or is properly infinite), then so does the other one, and they have the same value.}} The above theorem was first proposed by [[Euler]] when he developed the notion of [[double integrals]] in 1769. Although generalized to triple integrals by [[Lagrange]] in 1773, and used by [[Adrien-Marie Legendre|Legendre]], [[Laplace]], and [[Gauss]], and first generalized to {{mvar|n}} variables by [[Mikhail Ostrogradsky]] in 1836, it resisted a fully rigorous formal proof for a surprisingly long time, and was first satisfactorily resolved 125 years later, by [[Γlie Cartan]] in a series of papers beginning in the mid-1890s.<ref>{{harvnb|Katz|1982}}</ref><ref>{{harvnb|Ferzola|1994}}</ref>
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