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Concrete mathematics : a foundation for computer science

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7.6 EXPONENTIAL GENERATING FUNCTIONS 351<br />

this is the egf of (g-1, g2,. . . ). Thus differentiation on egf’s corresponds to the<br />

left-shift operation (G(z) ~ go)/z on ordinary gf’s. (We used this left-shift<br />

property of egf’s when we studied hypergeometric series, (5.106).) Integration<br />

of an egf gives<br />

g,,;dt = (7.73)<br />

this is a right shift, the egf of (0, go, 91). . .).<br />

The most interesting operation on egf’s, as on ordinary gf’s, is multiplication.<br />

If i(z) and G(z) are egf’s <strong>for</strong> (f,,) and (gn), then i(z)G(z) = A(z) is<br />

the egf <strong>for</strong> a sequence (hn) called the binomial convolution of (f,,) and (g,,):<br />

Binomial coefficients appear here because (z) = n!/k! (n ~ k)!, hence<br />

in other words, (h,/n!) is the ordinary convolution of (f,,/n!) and (g,,/n!).<br />

Binomial convolutions occur frequently in applications. For example, we<br />

defined the Bernoulli numbers in (6.79) by the implicit recurrence<br />

Bi = [m=O], <strong>for</strong> all m 3 0;<br />

this can be rewritten as a binomial convolution, if we substitute n <strong>for</strong> m + 1<br />

and add the term ES, to both sides:<br />

Bk = B,+[n=l], <strong>for</strong> all n 3 0.<br />

We can now relate this recurrence to power series (as promised in Chapter 6)<br />

by introducing the egf <strong>for</strong> Bernoulli numbers, B(z) = EnSo B,,z’/n!. The<br />

left-hand side of (7.75) is the binomial convolution of (B,,) with the constant<br />

sequence (1 , 1 , 1, . ); hence the egf of the left-hand side is B( z)e’. The egf<br />

of the right-hand side is Ena (B, + [n=l])z”/n! = B(z) + z. There<strong>for</strong>e we<br />

must have B(z) = z/(e’ ~ 1); we have proved equation (6.81), which appears<br />

also in Table 337 a:s equation (7.44).

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