how the following formula $$B_n=1-\sum_{k=0}^{n-1}{n\choose k}\frac{B_k}{n-k+1}$$ can be derived? I know how to use the formula but still have not seen any proof for the given formula.
how the following formula or any other explicit formula for computing Bernoulli numbers can be derived?
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It is immediate from the definition $$\frac{x}{e^x-1} = \sum_{k=0}^\infty \frac{B_k}{k!} x^k$$ which means $$1=\frac{e^x-1}{x} \sum_{k=0}^\infty \frac{B_k}{k!} x^k = ( \sum_{m=0}^\infty \frac{1}{(m+1)!} x^m)( \sum_{k=0}^\infty \frac{B_k}{k!} x^k) = \sum_{n=0}^\infty (\sum_{k=0}^n \frac{B_k}{k!}\frac1{ (n-k+1)!}) x^n$$ ie. $$B_0=1, \qquad for \ n > 1\ \qquad \sum_{k=0}^n \frac{B_k}{k! (n-k+1)!} = 0$$
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The following formula has been proved in The American Mathematical Monthly, but here the proof is deeper and doesn't use any induction:
consider the function $$f\left(x\right)=\frac{1}{e^{x}+1}=\frac{e^{x}+1-2}{e^{2x}-1}=\frac{1}{e^{x}-1}-\frac{2}{e^{2x}-1}=\frac{1}{x}\cdot\frac{x}{e^{x}+1}-\frac{1}{x}\cdot\frac{2x}{e^{2x}-1}$$
Using the famous definition of Bernoulli numbers we have:
$$f\left(x\right)=\frac{1}{x}\sum_{n=0}^{∞}B_{n}\ \frac{x^{n}}{n!}-\frac{1}{x}\sum_{n=0}^{∞}B_{n}\ \frac{2^{n}x^{n}}{n!}=\sum_{n=0}^{∞}B_{n}\ \frac{x^{n-1}}{\left(n\right)!}\left(1-2^{n}\right)$$
let $n-1↦n$, implies:$$f\left(x\right)=\sum_{n=0}^{∞}B_{n+1}\ \frac{x^{n}}{\left(n+1\right)!}\left(1-2^{n+1}\right)$$
Computing $$f^{\left(n\right)}\left(0\right)$$ gives the following relation: (I) $$f^{\left(n\right)}\left(0\right)=\frac{B_{n+1}\left(1-2^{n+1}\right)}{n+1}$$
On the other hand from the answer of user90369 we can compute the $n^{th}$ derivative of $$ \frac{1}{e^{x}+1}$$ around $x=0$ which is as follows:
(II) $$\frac{d^{n}}{dx^{n}}\frac{1}{e^{x}+1}=\sum_{k=0}^{n}\left(-1\right)^{n}\sum_{j=0}^{k}\left(-1\right)^{j}{{k}\choose{j}}\left(j+1\right)^{n}\cdot\frac{1}{2^{k+1}}$$
comparing the $n^{th}$ derivative of the function from I and II we arrive at the explicit formula for the $n+1^{th}$ Bernoulli number:
$$B_{n+1}=\frac{\left(-1\right)^{\left(n+1\right)}\left(n+1\right)}{2^{\left(n+1\right)}-1}\sum_{k=1}^{n+1}\frac{1}{2^{\left(k\right)}}\sum_{j=0}^{k-1}\left(-1\right)^{j}\left(j+1\right)^{n}{{k-1}\choose{j}}$$ which is valid for $n\ge0$.
Note: The recurrence relation also gives $B_0=1$ since we use the convention that an empty sum is equal to zero. This is the case for $n=0$ when the upper limit of the sum is less than the lower limit.
Multiplication of (1) by $e^x-1$ gives
\begin{align*} xe^x&=\left(\sum_{k=0}^\infty\frac{B_k}{k!}x^k\right)\left(e^x-1\right)\tag{2}\\ &=\left(\sum_{k=0}^\infty\frac{B_k}{k!}x^k\right)\left(\sum_{l=1}^\infty\frac{x^l}{l!}\right)\tag{3}\\ &=\sum_{n=1}^\infty \left(\sum_{{k+l=n}\atop{k\geq 0,l\geq 1}}\frac{B_k}{k!}\frac{1}{l!}\right)x^n\tag{4}\\ &=\sum_{n=1}^\infty\left(\sum_{k=0}^{n-1}\frac{B_k}{k!}\frac{1}{(n-k)!}\right)x^n\tag{5}\\ &=\sum_{n=0}^\infty\left(\sum_{k=0}^n\frac{B_k}{k!}\frac{1}{(n-k+1)!}\right)x^{n+1}\tag{6}\\ &=\sum_{n=0}^\infty\left(\sum_{k=0}^n\binom{n}{k}\frac{B_k}{n-k+1}\right)\frac{x^{n+1}}{n!}\tag{7}\\ \end{align*}
Comment:
In (3) we expand the exponential function $e^x=\sum_{n=0}^\infty \frac{x^n}{n!}$.
In (4) we do the Cauchy multiplication of series.
In (5) we eliminate $l$ by using $l=n-k$.
In (6) we shift the index $n$ to start with $n=0$.
In (7) we expand numerator and denominator by $n!$ and introduce the binomial coefficient $\binom{n}{k}$.