In calculus , logarithmic differentiation or differentiation by taking logarithms is a method used to differentiate functions by employing the logarithmic derivative of a function f ,[1]
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{\displaystyle (\ln f)'={\frac {f'}{f}}\quad \implies \quad f'=f\cdot (\ln f)'.}
The technique is often performed in cases where it is easier to differentiate the logarithm of a function rather than the function itself. This usually occurs in cases where the function of interest is composed of a product of a number of parts, so that a logarithmic transformation will turn it into a sum of separate parts (which is much easier to differentiate). It can also be useful when applied to functions raised to the power of variables or functions. Logarithmic differentiation relies on the chain rule as well as properties of logarithms (in particular, the natural logarithm , or the logarithm to the base e [2] [3] differentiable functions , providing that these functions are non-zero.
The method is used because the properties of logarithms provide avenues to quickly simplify complicated functions to be differentiated.[4] [3]
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{\displaystyle \ln(ab)=\ln(a)+\ln(b),\qquad \ln \left({\frac {a}{b}}\right)=\ln(a)-\ln(b),\qquad \ln(a^{n})=n\ln(a).}
Higher order derivatives Edit Using Faà di Bruno's formula , the n-th order logarithmic derivative is,
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{\displaystyle {d^{n} \over dx^{n}}\ln f(x)=\sum _{m_{1}+2m_{2}+\cdots +nm_{n}=n}{\frac {n!}{m_{1}!\,m_{2}!\,\cdots \,m_{n}!}}\cdot {\frac {(-1)^{m_{1}+\cdots +m_{n}-1}(m_{1}+\cdots +m_{n}-1)!}{f(x)^{m_{1}+\cdots +m_{n}}}}\cdot \prod _{j=1}^{n}\left({\frac {f^{(j)}(x)}{j!}}\right)^{m_{j}}.}
Using this, the first four derivatives are,
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{\displaystyle {\frac {d^{2}}{dx^{2}}}\ln f(x)={\frac {f''(x)}{f(x)}}-\left({\frac {f'(x)}{f(x)}}\right)^{2}}
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{\displaystyle {\frac {d^{3}}{dx^{3}}}\ln f(x)={\frac {f'''(x)}{f(x)}}-3{\frac {f'(x)f''(x)}{f(x)^{2}}}+2\left({\frac {f'(x)}{f(x)}}\right)^{3}}
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{\displaystyle {\frac {d^{4}}{dx^{4}}}\ln f(x)={\frac {f''''(x)}{f(x)}}-4{\frac {f'(x)f'''(x)}{f(x)^{2}}}-3\left({\frac {f''(x)}{f(x)}}\right)^{2}+12{\frac {f'(x)^{2}f''(x)}{f(x)^{3}}}-6\left({\frac {f'(x)}{f(x)}}\right)^{4}}
A natural logarithm is applied to a product of two functions
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{\displaystyle f(x)=g(x)h(x)\,\!}
to transform the product into a sum
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{\displaystyle \ln(f(x))=\ln(g(x)h(x))=\ln(g(x))+\ln(h(x)).\,\!}
Differentiating by applying the chain and the sum rules yields
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{\displaystyle {\frac {f'(x)}{f(x)}}={\frac {g'(x)}{g(x)}}+{\frac {h'(x)}{h(x)}},}
and, after rearranging, yields[5]
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{\displaystyle f'(x)=f(x)\times {\Bigg \{}{\frac {g'(x)}{g(x)}}+{\frac {h'(x)}{h(x)}}{\Bigg \}}=g(x)h(x)\times {\Bigg \{}{\frac {g'(x)}{g(x)}}+{\frac {h'(x)}{h(x)}}{\Bigg \}}=g'(x)h(x)+g(x)h'(x)}
which is the product rule for derivatives.
Quotients Edit A natural logarithm is applied to a quotient of two functions
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{\displaystyle f(x)={\frac {g(x)}{h(x)}}\,\!}
to transform the division into a subtraction
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{\displaystyle \ln(f(x))=\ln {\Bigg (}{\frac {g(x)}{h(x)}}{\Bigg )}=\ln(g(x))-\ln(h(x))\,\!}
Differentiating by applying the chain and the sum rules yields
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{\displaystyle {\frac {f'(x)}{f(x)}}={\frac {g'(x)}{g(x)}}-{\frac {h'(x)}{h(x)}},}
and, after rearranging, yields
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{\displaystyle f'(x)=f(x)\times {\Bigg \{}{\frac {g'(x)}{g(x)}}-{\frac {h'(x)}{h(x)}}{\Bigg \}}={\frac {g(x)}{h(x)}}\times {\Bigg \{}{\frac {g'(x)}{g(x)}}-{\frac {h'(x)}{h(x)}}{\Bigg \}}={\frac {g'(x)h(x)-g(x)h'(x)}{h(x)^{2}}}}
which is the quotient rule for derivatives.
Functional exponents Edit For a function of the form
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{\displaystyle f(x)=g(x)^{h(x)}\,\!}
the natural logarithm transforms the exponentiation into a product
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{\displaystyle \ln(f(x))=\ln \left(g(x)^{h(x)}\right)=h(x)\ln(g(x))\,\!}
Differentiating by applying the chain and the product rules yields
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{\displaystyle {\frac {f'(x)}{f(x)}}=h'(x)\ln(g(x))+h(x){\frac {g'(x)}{g(x)}},}
and, after rearranging, yields
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{\displaystyle f'(x)=f(x)\times {\Bigg \{}h'(x)\ln(g(x))+h(x){\frac {g'(x)}{g(x)}}{\Bigg \}}=g(x)^{h(x)}\times {\Bigg \{}h'(x)\ln(g(x))+h(x){\frac {g'(x)}{g(x)}}{\Bigg \}}.}
The same result can be obtained by rewriting f in terms of exp and applying the chain rule.
General case Edit Using capital pi notation , let
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{\displaystyle f(x)=\prod _{i}(f_{i}(x))^{\alpha _{i}(x)}}
be a finite product of functions with functional exponents.
The application of natural logarithms results in (with capital sigma notation )
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{\displaystyle \ln(f(x))=\sum _{i}\alpha _{i}(x)\cdot \ln(f_{i}(x)),}
and after differentiation,
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{\displaystyle {\frac {f'(x)}{f(x)}}=\sum _{i}\left[\alpha _{i}'(x)\cdot \ln(f_{i}(x))+\alpha _{i}(x)\cdot {\frac {f_{i}'(x)}{f_{i}(x)}}\right].}
Rearrange to get the derivative of the original function,
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{\displaystyle f'(x)=\overbrace {\prod _{i}(f_{i}(x))^{\alpha _{i}(x)}} ^{f(x)}\times \overbrace {\sum _{i}\left\{\alpha _{i}'(x)\cdot \ln(f_{i}(x))+\alpha _{i}(x)\cdot {\frac {f_{i}'(x)}{f_{i}(x)}}\right\}} ^{[\ln(f(x))]'}.}
![\frac{f'(x)}{f(x)}=\sum_i\left[\alpha_i'(x)\cdot \ln(f_i(x))+\alpha_i(x)\cdot \frac{f_i'(x)}{f_i(x)}\right].](https://wikimedia.org/api/rest_v1/media/math/render/svg/e36c147dcca7d2378a3e0e964ca18568639d44fa)
![{\displaystyle f'(x)=\overbrace {\prod _{i}(f_{i}(x))^{\alpha _{i}(x)}} ^{f(x)}\times \overbrace {\sum _{i}\left\{\alpha _{i}'(x)\cdot \ln(f_{i}(x))+\alpha _{i}(x)\cdot {\frac {f_{i}'(x)}{f_{i}(x)}}\right\}} ^{[\ln(f(x))]'}.}](https://wikimedia.org/api/rest_v1/media/math/render/svg/eab3964125c3f7ef9c448fba8cc7b52acfe6cc53)