.EQ delim $$ define subar % "\o'|\(sb'" % define CC % bold C % define RR % bold R % .EN .de ST .nf .ta 6iR \(sq .fi .. .PH "" .am DE .sp .ls 2 .. .nr Pt 1 .ce 99 .B On the number of distinct block sizes in partitions of a set .R .sp .by .sp .I A. M. Odlyzko .R Bell Laboratories Murray Hill, New Jersey 07974 USA .sp and .sp .I L. B. Richmond .R Department of Combinatorics and Optimization University of Waterloo Waterloo, Ontario N2L 3G1 Canada .sp 2 .I Abstract .R .sp .ce 0 .P The average number of distinct block sizes in a partition of a set of $n$ elements is asymptotic to $e~log~n$ as $n~->~inf$. In addition, almost all partitions have approximately $e~log~n$ distinct block sizes. This is in striking contrast to the fact that the average total number of blocks in a partition is $wig~n( log~n) sup -1$ as $n~->~inf$. .bp .ce 99 .B On the number of distinct block sizes in partitions of a set .R .sp .by .sp .I A. M. Odlyzko .R Bell Laboratories Murray Hill, New Jersey 07974 USA .sp and .sp .I L. B. Richmond .R Department of Combinatorics and Optimization University of Waterloo Waterloo, Ontario N2L 3G1 Canada .ce 0 .sp 3 .ls 2 .H 1 Introduction A recent paper of H. Wilf [6] compares the number of distinct part sizes to the total number of parts in various combinatorial partition problems. .PH "''- \\\\nP -''" .nr P 1 It is well known and easy to prove that the average number of cycles of a permutation on $n$ symbols is .DS 2 .EQ log~n~+~gamma ~+~o(1)~~~roman as~~n~->~inf~, .EN .DE when $gamma~=~0.577 "..."$ denotes Euler's constant. Wilf showed that the average number of distinct cycle sizes in a permutation on $n$ letters is .DS 2 .EQ log~n~+~gamma ~-~ Q~+~ o(1)~~~roman as~~n~->~inf~, .EN .DE where .DS 2 .EQ Q~=~sum from n=2 to inf~ (-1) sup n over n!~ zeta (n)~=~0.65981 "..."~. .EN .DE Thus in this case the numbers of parts and part sizes are almost the same. .P The average number of parts in a partition of an integer $n$ is known to be [3] .DS 2 .EQ wig~pi sup -1 (3/2) sup -1 n sup 1/2 ~log~n~~~roman as~~ n~->~inf~. .EN .DE Wilf showed that the average number of distinct part sizes in a partition of $n$ is .DS 2 .EQ wig~pi sup -1 6 sup 1/2 n sup 1/2~~~ roman as~~n~->~inf~. .EN .DE Thus in this case the numbers of parts and of part sizes grow at slightly different rates. .P The number of partitions of a set of $n$ elements into $k$ subsets is given by $S(n,k)$, the Stirling numbers of the second kind. The asymptotics of the $S(n,k)$ were known already to Laplace (see [1,5] for extensive bibliographies), and it follows from these asymptotic estimates that the average number of blocks in a partition of an $n$-element set is .DS 2 .EQ wig~n over {log~n}~~~roman as~~n~->~inf~. .EN .DE (Wilf has pointed out that this result can also be derived from the asymptotics of the Bell numbers and the recurrence for the Stirling numbers.) Wilf [6] derived a generating function for $B(n,k)$, the number of partitions of an $n$-element set with exactly $k$ distinct block sizes, but he left open the problem of estimating $b(n)$, the average number of distinct block sizes. In this note we present two proofs that .DS 2 .EQ b(n)~~wig~~e~log~n~~~roman as~~n~->~inf~. .EN .DE Thus in this case there is a great difference between number of parts and part sizes. We also indicate how both our proofs can be easily adapted to show that most of the time the number of distinct part sizes is very close to $e~log~n$ (i.e., the normal order is $e~log~n$). The first proof is entirely self-contained apart from using the well-known formula for the asymptotics of the Bell numbers. The second proof relies on the general result of Hayman [4] about Taylor series coefficients of analytic functions. .P In Section 2 we rederive Wilf's formula for the generating function of the $B(n,k)$. Our proofs are then presented in sections 3 and 4. With additional work it might be possible to obtain the complete distribution function of the $B(n,k)$. .H 1 "Generating functions and preliminaries" We let $B(n,k)$ denote the number of partitions of an $n$-element set that have exactly $k$ distinct sizes of blocks, and we let .DS 2 .EQ B(n)~=~sum from k=1 to n~B(n,k) .EN .DE be the $n$-th Bell number, the total number of partitions. (We remark in passing that $B(n,k)~=~0$ for $k$ larger than approximately $(2n) sup 1/2$, which immediately indicates that the average numbers of blocks and block sizes have to be very different.) .P Wilf's generating function for the $B(n,k)$, which he derives from his more general results [6], is .DS 2 .EQ (2.1) F(x,y)~=~ sum from {n,k >= 0}~ B(n,k) over n!~ x sup n y sup k~=~ prod from m=1 to inf~ "{" 1+y ( exp ( x sup m over m! ) -1 ) "}"~. .EN .DE To prove it, we expand each of the exponentials on the right side of (2.1), and expand the product. We find that the coefficient of $n! x sup n y sup k$ in the resulting expansion is .DS 2 .EQ (2.2) sum ~ n! over {prod from i=1 to k~l sub i ! (m sub i !) sup l sub i}~, .EN .DE where the sum is over choices of $l sub 1 , "..." , l sub k~>~0$, $m sub 1 , "..." , m sub k~>~0$, $sum ~l sub i m sub i~=~n$. But each of the summands in (2.2) is the number of ways of choosing $l sub i$ blocks of size $m sub i$ from a set of $n$ elements when the order of the blocks is irrelevant, which proves (2.1). .P Setting $y~=~1$ in (2.1) gives .DS 2 .EQ (2.3) F(x,1)~=~sum from {n >= 0}~ B(n) over n!~x sup n~=~ exp ( e sup x -1)~, .EN .DE the well-known generating function for the Bell numbers. .P Define .DS 3 .EQ B sub 1 (n)~mark =~ sum from k~kB(n,k)~, .EN .sp .EQ B sub 2 (n)~=~sum from k~k sup 2 B(n,k)~. .EN .DE Then .DS 3 .EQ sum from n~ {B sub 1 (n)} over n!~x sup n~mark =~ partial over {partial y}~ F(x,y) size 14 | sub down 10 y=1~=~ F(x,y)~cdot~ sum from m=1 to inf~ {exp ( x sup m over m! )-1} over {1+ y ( exp ( x sup m over m! ) -1)} size 14 | sub down 10 y=1 .EN .EQ (2.4) ~~~~~ .EN .EQ lineup =~ F(x,1)~sum from m=1 to inf~ (1- exp ( -~ x sup m over m! ) )~, .EN .DE and similarly .DS 3 .EQ sum from n~ {B sub 2 (n)} over n!~x sup n~mark =~ partial over {partial y}~y~ partial over {partial y} ~F(x,y) size 14 | sub down 10 y=1 .EN .sp .EQ (2.5) lineup =~ F(x,1) left [ "{" sum from m=1 to inf~ (1- exp ( -~x sup m over m! ) ) "}" sup 2~+~ sum from m=1 to inf~ (1- exp ( -~ x sup m over m! ) ) .EN .sp .EQ lineup~~~~~~~~~~~~~~~~~~~~ -~ left "" sum from m=1 to inf~ (1- exp ( -~ x sup m over m! ) ) sup 2 right ]~. .EN .DE .P To prove our result about the average number of block sizes, we will show that .DS 2 .EQ (2.6) b(n)~=~{B sub 1 (n)} over B(n) ~wig~ e~log~n ~~~roman as~~n -> inf~. .EN .DE To prove the result about normal order, it is sufficient to show that .DS 2 .EQ (2.7) {B sub 2 (n)} over B(n)~wig~ left ( {B sub 1 (n)} over B(n) right ) sup 2~, .EN .DE since then the claimed result follows from Chebyshev's inequality. We do not present the details of the proof of (2.7), since they are analogous to the proofs of (2.6), although more involved. .P Before proceeding to the proofs, we recall the asymptotic expansion of the Bell numbers (more precise results are known, see [2]): .DS 2 .EQ (2.8) B(n) over n!~=~1 over {e sqrt {2 pi}} ~exp ( {n+1} over u sub n~-~ (n+1) ~log~u sub n~-~ 1 over 2 ~u sub n~+~o(1) )~~~roman as~~n~->~inf~, .EN .DE where $u sub n$ is the unique positive root of .DS 2 .EQ (2.9) u sub n e sup u sub n~=~n+1~, .EN .DE so that .DS 2 .EQ (2.10) u sub n~=~ log~n~-~ log~log~n~+~O ( {log~log~n} over {log~n} )~. .EN .DE This result is obtained by using Cauchy's formula .DS 2 .EQ B(n) over n!~=~1 over {2 pi i n!} ~int from {| z | =u}~ F(z,1) z sup -n-1 dz .EN .DE with $u~=~u sub n$. .H 1 "First proof" This proof shows, in essence, that the coefficient of $z sup n$ in the Taylor series of .DS 2 .EQ (3.1) f sub k ( z)~=~ e sup {e sup z -1} ( 1 - e sup {- z sup k / k!} ) .EN .DE is approximately $B(n)/n!$ for $k~<=~e~log~n$ and is negligible for $k~>~e~log~n$. .P First we make some preliminary observations. Since for $k~>=~1$ .DS 3 .EQ (3.2) e sup z - 1~mark =~sum from n=1 to inf~ z sup n / n!~, .EN .sp .EQ (3.3) e sup z - 1 - z sup k / k!~lineup =~ sum from {n=1 from size 8 {n != k}}~ z sup n / n!~, .EN .DE both have Taylor series coefficients that are $>=~0$, we have for any $z~member~CC$, .DS 2 .EQ (3.4) | e sup z - 1-z sup k / k! |~<=~ e sup {| z |} - 1 - | z | sup k / k!~. .EN .DE Similarly, since the Taylor coefficients of (3.3) are $>=~0$ and less than or equal to those of (3.2), if .DS 2 .EQ (3.5) exp ( e sup z - 1 - z sup k / k! )~=~ sum from m=1 to inf~ b(k,m) z sup m~, .EN .DE then .DS 2 .EQ (3.6) 0~<=~b(k,m)~<=~B(m)/m!~, .EN .DE and .DS 2 .EQ | f sub k (z) |~<=~f sub k ( | z | )~. .EN .DE .P We now proceed to the main part of the proof. Fix any $epsilon~member~(0,10 sup -3 )$. Consider $k~<=~(e- epsilon ) log~n$, where $n$ is taken sufficiently large (depending only on $epsilon$). The coefficient of $z sup n$ in $f sub k (z)$ is $B(n)- b (k,n)$. By Cauchy's theorem, .DS 2 .EQ b(k,n)~=~1 over {2 pi i}~ int from {| z | = u sub n}~ exp ( e sup z - 1 - z sup k / k! ) z sup -n-1 dz~, .EN .DE and so by (3.4) .DS 3 .EQ b(k,n)~mark <=~ u sub n sup {- n} ~max from {| z | = u sub n}~ | exp ( e sup z - 1- z sup k / k! ) | .EN .sp .EQ lineup =~ exp ( e sup u sub n - 1 - u sub n sup k /k! - n~log~u sub n ) .EN .sp .EQ lineup =~ sqrt {2 pi}~ (n!) sup -1 B(n) exp ( log~u sub n + u sub n /2 - u sub n sup k /k!~+~ o(1 ) ) .EN .sp .EQ lineup <=~(n!) sup -1 B(n) exp ( - u sub n /4 + o(1) )~~~roman as~~n -> inf ~, .EN .DE since for $1~<=~k~<=~(e- epsilon ) ~log~n$, $u sub n sup k /k!~>=~u sub n$ (for $n$ large enough). Therefore the coefficient of $z sup n$ in the expansion of .DS 2 .EQ sum from {k <= (e - epsilon ) log~n}~ f sub k ( z )~=~e sup {e sup z -1} ~ sum from {k <= (e - epsilon ) log~n}~ (1- e sup {- z sup k / k! }) .EN .DE is .DS 2 .EQ (3.7) wig (e- epsilon ) (n!) sup -1 B(n)~log~n~~~roman as~~n~->~inf~. .EN .DE Also, the corresponding coefficient for the range $(e- epsilon )~log~n~<=~k~<=~(e+ epsilon )~log~n$ is in the range $[0, 2 epsilon (n!) sup -1 B(n) ~log~n]$ by (3.6). .P It remains to deal with $k~>=~(e+ epsilon )~log~n$. If $k~>=~100~epsilon sup -1 ~log~n$, then by Stirling's formula, on $| z |~=~u sub n$ we have .DS 2 .EQ | z sup k / k! |~=~ u sub n sup k over k!~<=~ ( {e~log~n} over k ) sup k~<=~e sup -3k~, .EN .DE and therefore .DS 2 .EQ | f sub k (z) |~<=~exp ( e sup {u sub n} -1-2k )~. .EN .DE If $(e+ epsilon )~log~n~<=~k~<=~100 epsilon sup -1 log~n$, then on $| z |~=~u sub n$, .DS 2 .EQ 1- e sup {- z sup k /k!}~=~sum from {1 <= m <= 100 epsilon sup -1 k sup -1 ~log~n}~ (-1) sup m-1 z sup km over (k!) sup m~+~ O( e sup {-50 ~log~n} )~. .EN .DE Hence the coefficient of $z sup n$ in the Taylor expansion of .DS 2 .EQ sum from {k >= ( e + epsilon ) log~n} ~f sub k (z) .EN .DE is .DS 3 .EQ 1 over {2 pi i}~ int from {| z | = u sub n}~ "{" sum from {k >= ( e + epsilon ) log~n}~ f sub k ( z ) "}" z sup -n-1 mark dz~ =~ .EN .sp .EQ sum from {{k >= (e+ epsilon ) log~n} from size 8 { k <= 100 epsilon sup -1 ~log~n}} ~ sum from m=1 to {100 epsilon sup -1 k sup -1 log~n}~ (-1) sup m-1 over {(k!) sup m}~ 1 over {2 pi i}~ int from {| z | = u sub n}~ e sup {e sup z -1} z sup {km-n-1} dz .EN .sp .EQ (3.8) ~~~~ .EN .sp .EQ lineup +O ( e sup {exp (u sub n ) -5 ~log~n - n~log~u sub n } )~, .EN .DE and the last term above is .DS 2 .EQ (3.9) O left ( B(n) over n! ~n sup -4 right )~. .EN .DE Again by Cauchy's theorem .DS 2 .EQ (3.10) 1 over {2 pi i}~ int from {| z | = u sub n}~ e sup {e sup z -1 } z sup km-n-1 dz~=~ B(n-km) over (n-km)!~. .EN .DE We now conclude the proof by showing that .DS 2 .EQ B(n-km) over {(k!) sup m (n-km)!} .EN .DE is small when compared to $B(n)/n!$ (and $(e+ epsilon ) ~log~n~<=~k~<=~100 epsilon sup -1 log~n$, $1~<=~m~<=~100 epsilon sup -1 $, say). .P Suppose that $(e+ epsilon ) ~log~n~<=~v~<=~10 sup 4 epsilon sup -2 log~n$. Then by (2.8), .DS 3 .EQ log~ B(n-v)n! over B(n)(n-v)!~=~ -~ n+1 over u sub n~mark +~ n-v+1 over u sub n-v~+~ (n+1)~log~u sub n ~-~ (n-v+1)~log~u sub n-v .EN .EQ lineup +~u sub n /2 - u sub n-v /2 ~+~o(1)~. .EN .DE Now by (2.10), .DS 2 .EQ u sub n-v ~=~ u sub n~-~v/n~+~O( v over {n~log~n} )~, .EN .DE so .DS 3 .EQ log~ B(n-v)n! over B(n)(n-v)!~mark =~ (n+1) ( 1 over u sub n-v ~-~1 over u sub n ) ~-~ v over u sub n-v ~+~ (n+1) ~log~u sub n over u sub n-v .EN .sp .EQ lineup +~ v~log~u sub n-v ~+~o(1) .EN .sp .EQ lineup =~ v~log ~u sub n~+~O (1)~. .EN .DE Since for $n$ sufficiently large, and $k~>=~(e + epsilon ) ~log~n$, .DS 2 .EQ log (k!) sup m~>=~m~ [k~log~k~-~(1+ epsilon /100 ) k ]~, .EN .DE we finally obtain .DS 3 .EQ log~ left ( B(n-km)n! over {k! sup m B(n) (n-km)!} right )~mark <=~ km~log~u sub n ~-~ mk~log~k~+~ (1+ epsilon /100 ) km ~+~O(1) .EN .sp .EQ lineup <=~ km [ log~log~n~+~ o(1)~-~ log ( e+ epsilon ) ~-~log~log~n .EN .sp .EQ lineup~~~~~~~~ +~ ( 1 + epsilon /100 ) ] ~+~ O(1) .EN .sp .EQ lineup <=~ - epsilon km/1000 ~<=~- epsilon 10 sup -3 log~n~. .EN .DE Therefore .DS 2 .EQ sum from {{k > ( e + epsilon ) log~n} from size 8 {k <= 100 epsilon sup -1 log~n}}~ sum from m=1 to {( 100 epsilon sup -1 log~n ) /k} ~ (-1) sup m-1 over (k!) sup m ~ 1 over {2 pi i} ~ int from {| z | = u sub n } ~ e sup {e sup z -1 } z sup km-n-1 dz .EN .sp .EQ (3.11) =~O( B(n) over n!~ n sup {- epsilon /2000} ) ~. .EN .DE It follows from (3.7)-(3.11) that .DS 2 .EQ {B sub 1 (n)} over B(n) ~wig~e~log~n ~~~~roman as~~~~n~->~inf~, .EN .DE which completes our first proof. .H 1 "Second proof" We now prove our estimate using Hayman's results [4] concerning admissible functions. A function $f(z)$ is said to be admissible if (we need only consider the case $f$ entire) with .DS 3 .EQ a(v)~mark =~ v~ {f prime ( v)} over f(v)~=~ {d ~log~f(v)} over {d~log~v}~, .EN .sp .EQ b(v)~lineup =~ va prime (v)~=~ {d sup 2 log~f(v)} over {d sup 2 log~v}~=~ v~ {f prime (v)} over f(v)~+~ v sup 2 ~ {f prime prime (v)} over f(v)~-~ v sup 2 ~ ( {f prime (v)} over f(v) ) sup 2~, .EN .DE the following three conditions hold; .sp I) for some function $delta (v)$ with $0~<~delta (v)~<~pi$, .DS 2 .EQ f(ve sup {i theta} ) ~wig~ f(v) e sup {i theta a(v) - theta sup 2 b(v)/2} ,~~~roman as~~v~->~inf~, .EN .DE uniformly for $| theta |~<=~delta (v)$, while .sp II) uniformly for $delta (v) ~<=~| theta |~<=~pi$ .DS 2 .EQ f(ve sup {i theta} )~=~ o ( f(v) / sqrt {b(v)} ) ,~~~roman as~~ v~->~inf .EN .DE and finally .sp III) $b(v)~->~inf~~~roman as~~v~->~ inf $. .sp .I Lemma 1: .R The function .DS 2 .EQ f(z)~=~e sup {e sup z -1} ~sum from m=1 to inf~ (1- epsilon sup {- z sup m /m!} ) .EN .DE is admissible. .sp .I Proof. .R The proof that III holds is immediate, since it is easily seen that $b(v) ~wig~ v sup 2 e sup v$ as $v~->~inf$ for this function. .P We now establish that II holds for $delta (v)~=~2 ~exp ( - 2 v/5 )$. Let $m sub 0~=~m sub 0 (v)$ be the largest integer such that .DS 2 .EQ v sup m over m!~>=~v~~~for~~m~<=~m sub 0~. .EN .DE We note that $m sub 0~wig~ev$ as $v~->~inf$. The argument of Section 3 shows that for $m~<=~m sub 0$, $v~=~| z |$, .DS 2 .EQ | exp ( e sup z - 1 - z sup m /m! |~<=~ exp ( e sup v - 1 - v sup m /m!) ~<=~ exp ( e sup v - 1 -v )~. .EN .DE Furthermore, if $z~=~v e sup {i theta }$, $delta (v)~=~| theta |~<=~pi$, then for large enough $v$, .DS 3 .EQ Re~e sup z ~mark =~ e sup {v ~cos~theta} cos ( v~sin~theta )~<=~ exp ( v ~ cos~delta (v) ) .EN .sp .EQ lineup <=~ exp ( v ( 1~-~1 over 3 delta (v) sup 2 ) ) .EN .sp .EQ lineup <=~ exp ( v ( 1- e sup -4v/5 ) )~<=~ e sup v - v e sup v/5 ~, .EN .DE so .DS 2 .EQ | exp (e sup z - 1 ) |~<=~ exp ( e sup v - 1 - v e sup v/5 )~. .EN .DE Therefore for $m~<=~m sub 0$, $z~=~v e sup {i theta}$, $delta (v)~<=~| theta |~<=~pi$, .DS 3 .EQ | exp ( e sup z -1) ~-~ exp ( e sup z - 1 - z sup m /m!) |~mark <=~ exp ( e sup v - 1 ) ( exp ( -ve sup v/5 ) ~+~ exp ( -v ) ) .EN .EQ (4.1) ~~~ .EN .EQ lineup <=~ 2~exp ( e sup v - 1 - v )~. .EN .DE Moreover for $m~>=~m sub 0$, $| z | sup m /m!~<~v$, so .DS 2 .EQ | exp ( e sup z - 1 - z sup m /m!) |~<=~ | exp (e sup z -1) |~exp (v)~, .EN .DE and thus .DS 2 .EQ (4.2) | exp ( e sup z - 1 )~ ( 1 - exp ( -z sup m /m!) |~<=~ 2~ exp ( e sup v - 1 + v - ve sup v/5 )~. .EN .DE Finally, if $m~>=~v sup 2$, then .DS 2 .EQ (4.3) | z sup m over m! |~=~ O( e sup -m )~, .EN .DE and so .DS 2 .EQ (4.4) | exp ( e sup z - 1 )~ (1- exp ( -z sup m /m!) ) |~=~ O( exp ( e sup v - m ))~. .EN .DE Applying (4.1) for $m~<=~m sub 0 $, (4.2) for $m sub 0~<~m~<~v sup 2$, and (4.3) for $m~>=~v sup 2$, we obtain .DS 2 .EQ | exp ( e sup z - 1 ) ~ sum from m~ ( 1- exp ( -z sup m /m!) ) |~=~O ( exp ( e sup v - v ))~, .EN .DE which establishes II. .P To complete the proof of the lemma, we need to show that I holds. Since .DS 2 .EQ exp ( e sup {v e sup {i theta} }-1 ) ~wig~ exp ( e sup v - 1 + i theta a (v) - theta sup 2 b(v)/2) .EN .DE as $v~->~inf$, uniformly for $| theta |~<=~delta (v)$, it will suffice to show that if .DS 2 .EQ g(z)~=~sum from m~ (1- exp ( -z sup m /m!) )~, .EN .DE then in that same range for $theta$, .DS 2 .EQ (4.5) g(z)~wig~g(v) ~~~roman as~~ v~->~inf~. .EN .DE This part of the proof uses arguments similar to those of Section 3. Fix $epsilon~>~0$. For $m~<=~(e- epsilon ) v$, $| theta | ~<=~delta (v)$, $z~=~v e sup {i theta }$, .DS 2 .EQ Re ( z sup m /m!) ~=~ (m!) sup -1 v sup m ~cos~m~theta ~>=~1 over 2 ( m!) sup -1 v sup m~>=~ e sup {epsilon v /10} .EN .DE for large $v$, so .DS 2 .EQ (4.6) 1- exp ( -z sup m /m!)~=~1~+~O( e sup {- epsilon v } )~, .EN .DE where the constant implied by the $O$-notation depends only on $epsilon$. Also, for $m~>=~( e + epsilon ) v $, .DS 2 .EQ | z sup m over m! |~=~ v sup m over m!~<=~e sup {- epsilon m /10} .EN .DE for large $v$, so .DS 2 .EQ (4.7) 1- exp ( -z sup m /m!)~=~O( e sup {- epsilon m/10} )~. .EN .DE Finally, for $( e- epsilon )v ~<=~m ~<=~(e+ epsilon ) v$, .DS 2 .EQ Re ~z sup m~=~ v sup m ~cos ~m theta ~>~0~, .EN .DE so .DS 2 .EQ | exp ( -z sup m /m!) | ~<=~1 .EN .DE and .DS 2 .EQ (4.8) | 1- exp (-z sup m /m!) | ~<=~2~. .EN .DE Combining (4.5)-(4.7), we find that for $| theta |~<=~delta (v)$, .DS 2 .EQ g( v e sup {i theta } ) ~=~e v ~+~ O( log~v ) ~. .EN .DE Since this holds for all $epsilon~>~0$, we obtain (4.5), and in fact even the more precise statement that .DS 2 .EQ (4.9) g( v e sup {i theta } ) ~wig ~ e v .EN .DE as $v~->~inf$, uniformly for $| theta |~<=~delta (v)$. .ST .P We can now prove our result by applying Theorem I of [4], which gives (using (4.9)) .DS 2 .EQ {B sub 1 (n)} over n!~wig~ ev sub n over {v sub n sup n ~ sqrt {2 pi b(v sub n )}} ~, .EN .DE where $v sub n$ is defined by $a(v sub n )~=~n$. Theorem I of [4] also implies that .DS 2 .EQ B(n) over n! ~wig~ {exp ( e sup {u sub n } -1)} over {u sub n sup n sqrt { 2 pi ( u sub n + u sub n sup 2 ) exp ( u sub n )}} ~, .EN .DE where $u sub n$ is defined by (2.9). Stirling's formula implies that .DS 3 .EQ a ( v sub n )~mark =~ v sub n e sup v sub n ~+~ sum from m=1 to inf~ ( ( m-1)! ) sup -1 v sub n sup m exp ( -v sub n sup m /m!) g(v sub n ) sup -1 .EN .EQ (4.10) ~~~ .EN .EQ lineup =~ v sub n e sup v sub n ~+~O ( v sub n sup {- 1/2 + epsilon } )~. .EN .DE Next, (2.9) and (4.10) show that .DS 2 .EQ (v sub n - u sub n ) e sup v sub n ~+~ u sub n ( e sup v sub n - e sup u sub n )~=~O ( v sub n sup {- 1/2 + epsilon })~, .EN .DE hence .DS 2 .EQ v sub n - u sub n~=~O ( e sup -v sub n v sub n sup {- 1/2 + epsilon } )~. .EN .DE This implies that .DS 3 .EQ exp ( e sup v sub n ) ~mark =~ exp ( e sup u sub n + O ( v sub n sup {- 1/2 + epsilon )} ) ~=~ exp ( e sup u sub n ) ( 1+O ( v sub n sup {- 1/2 + epsilon } )) ~, .EN .sp .EQ v sub n sup n ~lineup =~ u sub n sup n ( 1 + O ( e sup -v sub n ) )~, .EN .DE and that .DS 2 .EQ b(v sub n ) ~=~(u sub n + u sub n sup 2 ) e sup u sub n ( 1 + O( e sup -u sub n ) )~. .EN .DE Finally, we find that .DS 2 .EQ {B sub 1 (n)} over n!~wig~ev sub n ~ B(n) over n!~wig~ e u sub n ~B(n) over n! ~wig~ (e~log~n ) ~B(n) over n!~, .EN .DE which is our result. .PH "" .bp .ce .B REFERENCES .R .sp .RL .LI E. A. Bender, Central and local limit theorems applied to asymptotic enumeration, J. Comb. Theory (A), \f215\f1 (1973), 91-111. .LI N. G. de Bruijn, .ul Asymptotic Methods in Analysis, North-Holland, 1958. .LI P. Erdo\*:s and J. Lehner, The distribution of the number of summands in the partition of a positive integer, Duke Math. J. \f28\f1 (1941), 335-345. .LI W. K. Hayman, A generalization of Stirling's formula, J. reine angew. Math. \f2196\f1 (1956), 67-95. .LI V. V. Menon, On the maximum of Stirling numbers of the second kind, J. Comb. Theory (A) \f215\f1 (1973), 11-24. .LI H. S. Wilf, Three problems in combinatorial asymptotics, J. Comb. Theory (A), to appear. .LE