cp's OEIS Frontend

This is a front-end for the Online Encyclopedia of Integer Sequences, made by Christian Perfect. The idea is to provide OEIS entries in non-ancient HTML, and then to think about how they're presented visually. The source code is on GitHub.

Showing 1-6 of 6 results.

A329001 Numerator of the rational constant term c(n) of the n-th moment mu(n) of the limiting distribution of the number of comparisons in quicksort (for n >= 0).

Original entry on oeis.org

1, 0, 7, -19, 2260, -229621, 74250517, -30532750703, 90558126238639, -37973078754146051, 21284764359226368337, -1770024989560214080011109, 539780360793818428471498394131, -194520883210026428577888559667954807, 911287963487139630688627952818633149408727
Offset: 0

Views

Author

Petros Hadjicostas, Apr 30 2020

Keywords

Comments

Let X_n be the number of comparisons needed to sort a list of n distinct numbers by quicksort. Then E(X_n) = A115107(n)/A096620(n) = -4*n + + 2*(1+n)*HarmonicNumber(n) or E(X_n) = A093418(n)/A096620(n) = -3*n + + 2*(1+n)*HarmonicNumber(n) depending on the assumptions.
Régnier (1989) and Rösler (1991) proved that (X_n - E(X_n))/n converges a.s. (and in other modes of convergence) to a non-degenerate r.v. X. Rösler proved the existence of all moments for X and Tan and Hadjicostas (1995) proved that it has a density w.r.t. to the Lebesgue measure. Fill and Janson (2000, 2002) proved many other properties of the distribution of X.
Hennequin (1989, 1991) calculated moments and cumulants of X. He proved that mu(n) = E(X^n) is a linear combination of a finite number of zeta values at positive integer arguments with rational coefficients plus a rational constant c(n). It is the numerators of this constant term c(n) of mu(n) that we tabulate here, while the denominators are in A330876.
Hennequin (1991) proved that the n-th cumulant of X for n >= 2 is k(n) = (-2)^n*(A(n) - (n-1)!*zeta(n)), where A(n) = A330852(n)/A330860(n) with A(0) = 1 and A(1) = 0. Also, (-2)^n*A(n) = A330875(n)/A330876(n); see Hoffman and Kuba (2019-2020) and Finch (2020).
Actually, Hoffman and Kuba (2019-2020, Proposition 17) express the constants c(n) in terms of "tiered binomial coefficients". Finch (2020) uses their results to write a Mathematica program with which he calculates at least c(2) - c(8). The values c(2) - c(8) have also been calculated indirectly by Ekhad and Zeilberger (2019).
Because moments and cumulants are connected via the relationship mu(n) = Sum_{s=0..n-1} binomial(n-1,s)*k(s+1)*mu(n-1-s) (e.g., see Tan and Hadjicostas (1993)), we easily deduce that c(n) = Sum_{s=0..n-1} binomial(n-1,s)*(-2)^(s+1)*A(s+1)*c(n-1-s) for n >= 1 because c(1) = A(1) = mu(1) = k(1) = 0 and k(n) = (-2)^n*A(n) - (-2)^n*(n-1)!*zeta(n) for n >= 2 and c(n) is the constant term of mu(n).

Examples

			The first few c(n) are {1, 0, 7, -19, 2260/9, -229621/108, 74250517/2700, -30532750703/81000, 90558126238639/14883750, -37973078754146051/347287500, ...}.
		

References

  • Pascal Hennequin, Analyse en moyenne d'algorithmes, tri rapide et arbres de recherche, Ph.D. Thesis, L'École Polytechnique Palaiseau (1991).

Crossrefs

Programs

  • Maple
    # The function A is defined in A330852.
    # Produces the constants c(n):
    c := proc(p) local v, a: option remember:
    if p = 0 then v := 1; end if: if p = 1 then v := 0: end if:
    if 2 <= p then v := (p - 1)!*add((-2)^(a + 1)*A(a + 1)*c(p - 1 - a)/(a!*(p - 1 - a)!), a = 0 .. p - 1): end if:
    v: end proc:
    # Produces the numerators of c(n):
    seq(numer(c(n)), n=0..15);
  • Mathematica
    (* The function A is defined in A330852. *)
    c[p_] := c[p] = Module[{v, a}, If[p == 0, v = 1;]; If[p == 1, v = 0]; If[2 <= p, v = (p - 1)!*Sum[(-2)^(a + 1)*A[a + 1]*c[p - 1 - a]/(a!*(p - 1 - a)!), {a, 0, p - 1}]]; v];
    Table[Numerator[c[n]], {n, 0, 15}] (* Jean-François Alcover, Mar 28 2021, after Maple code *)

Formula

Recurrence for the fractions: c(n) = Sum_{s=0..n-1} binomial(n-1,s)*(-2)^(s+1)*A(s+1)*c(n-1-s) for n >= 1, with c(0) = 1 = A(0) and c(1) = 0 = A(1), where A(n) = A330852(n)/A330860(n) and (-2)^n*A(n) = A330875(n)/A330876(n).

A330875 Numerator of the fraction fr(n) that appears in the n-th cumulant k(p) = fr(n) - (-2)^n*(n-1)!*zeta(n) of the limiting distribution of the number of comparisons in quicksort, for n >= 2, starting with fr(0) = 1 and fr(1) = 0.

Original entry on oeis.org

1, 0, 7, -19, 937, -85981, 21096517, -7527245453, 19281922400989, -7183745930973701, 3616944955616896387, -273304346447259998403709, 76372354431694636659849988531, -25401366514997931592208126670898607, 110490677504100075544188675746430710672527
Offset: 0

Views

Author

Petros Hadjicostas, Apr 29 2020

Keywords

Comments

Hennequin conjectured his cumulant formula in his 1989 paper and proved it in his 1991 thesis.
First he calculates the numbers (B(n): n >= 0), with B(0) = 1 and B(0) = 0, given for p >= 0 by the recurrence
Sum_{r=0..p} Stirling1(p+2, r+1)*B(p-r)/(p-r)! + Sum_{r=0..p} F(r)*F(p-r) = 0, where F(r) = Sum_{i=0..r} Stirling1(r+1,i+1)*G(r-i) and G(k) = Sum_{a=0..k} (-1)^a*B(k-a)/(a!*(k-a)!*2^a).
Then fr(n) = (-2)^n*L_n(B(1),...,B(n)), where L_n(x_1,...,x_n) are the logarithmic polynomials of Bell.
Hoffman and Kuba (2019, 2020) gave an alternative proof of Hennequin's cumulant formula and gave an alternative calculation for the constants fr(n), which they denote by a_n. See also Finch (2020).
Tan and Hadjicostas (1993) used a Maple program (an update of which can be found in A330852) to tabulate the numbers (fr(n)/(-2)^n: n >= 0).
Sequence A330852 contains additional references that give the theory of the limiting distribution of the number of comparisons in quicksort (and for that reason we omit any discussion of that topic).

Examples

			The first few fractions fr(n) are 1, 0, 7, -19, 937/9, -85981/108, 21096517/2700, -7527245453/81000, 19281922400989/14883750, -7183745930973701/347287500, ...
		

References

  • Pascal Hennequin, Analyse en moyenne d'algorithmes, tri rapide et arbres de recherche, Ph.D. Thesis, L'École Polytechnique Palaiseau (1991), p. 83.

Crossrefs

Formula

a(n) = numerator((-2)^n*A330852(n)/A330860(n)).

A330895 Numerator of the variance of the random number of comparisons in quicksort applied to lists of length n.

Original entry on oeis.org

0, 0, 0, 2, 29, 46, 3049, 60574, 160599, 182789, 4913659, 1072364, 975570703, 1039388677, 5491155875, 92211937094, 6954047816459, 7225392149719, 2699717387790739, 2785123121790325, 573031978700759, 84009502802237, 45510401082365873, 46518885869845328
Offset: 0

Views

Author

Petros Hadjicostas, May 01 2020

Keywords

Examples

			The variances are: 0, 0, 0, 2/9, 29/36, 46/25, 3049/900, 60574/11025, 160599/19600, 182789/15876, 4913659/317520, 1072364/53361, ... = A330895/A330907.
		

References

  • D. E. Knuth, The Art of Computer Programming, Volume 3: Sorting and Searching, Addison-Wesley, 1973; see answer to Ex. 8(a) of Section 6.2.2.

Crossrefs

Programs

  • PARI
    lista(nn) = {my(va = vector(nn)); for(n=1, nn, va[n] = numerator(n*(7*n+13) - 2*(n+1)*sum(k=1, n, 1/k) - 4*(n+1)^2*sum(k=1, n, 1/k^2))); concat(0,va);}

Formula

a(n) = numerator(fr(n)), where fr(n) = n*(7*n + 13) - 2*(n + 1)*Sum_{k=1..n} 1/k - 4*(n + 1)^2*Sum_{k=1..n} 1/k^2.

A330907 Denominator of the variance of the random number of comparisons in quicksort applied to lists of length n.

Original entry on oeis.org

1, 1, 1, 9, 36, 25, 900, 11025, 19600, 15876, 317520, 53361, 38419920, 33127380, 144288144, 2029052025, 129859329600, 115831315600, 37529346254400, 33870234994596, 6144260316480, 799769421360, 387088399938240, 355503061748835, 40953952713465792, 37864231428870000, 316002721554520000, 2056839142975402500, 1612561888092715560000
Offset: 0

Views

Author

Petros Hadjicostas, May 01 2020

Keywords

Examples

			The variances are: 0, 0, 0, 2/9, 29/36, 46/25, 3049/900, 60574/11025, 160599/19600, 182789/15876, 4913659/317520, 1072364/53361, ... = A330895/A330907.
		

References

  • D. E. Knuth, The Art of Computer Programming, Volume 3: Sorting and Searching, Addison-Wesley, 1973; see answer to Ex. 8(a) of Section 6.2.2.

Crossrefs

Programs

  • Maple
    a := n -> denom(2*(n+1)*(harmonic(n,1) + 2*(n+1)*harmonic(n,2))):
    seq(a(n), n=0..28); # Peter Luschny, May 02 2020
  • PARI
    lista(nn) = {my(va = vector(nn)); for(n=1, nn, va[n] = denominator(n*(7*n+13) - 2*(n+1)*sum(k=1, n, 1/k) - 4*(n+1)^2*sum(k=1, n, 1/k^2))); concat(1, va); }

Formula

a(n) = denominator(fr(n)), where fr(n) = n*(7*n + 13) - 2*(n+1)*Sum_{k=1..n} (1/k) - 4*(n+1)^2*Sum_{k=1..n} (1/k^2).
a(n) = denominator(2*(n+1)*(H(n,1) + 2*(n+1)*H(n,2))), where H(n,s) are the generalized harmonic numbers. - Peter Luschny, May 02 2020

A335990 The moment generating function of the limiting distribution of the number of comparisons in quicksort can be written in the form M(t) = m(-2*t)/(exp(2*gamma*t)*Gamma(1 + 2*t)) for |t| < 1/2, where m(z) = Sum_{n >= 0} B(n)*z^n/n! for |z| < 1. This sequence gives the numerators of the rational numbers B(n) for n >= 0.

Original entry on oeis.org

1, 0, 7, 19, 565, 229621, 74250517, 30532750703, 90558126238639, 37973078754146051, 21284764359226368337, 1770024989560214080011109, 539780360793818428471498394131, 194520883210026428577888559667954807, 911287963487139630688627952818633149408727, 328394760901508739430228985010652235796369497219
Offset: 0

Views

Author

Petros Hadjicostas, Jul 03 2020

Keywords

Comments

Despite the fact that both the numerator and denominator in the formula M(t) = m(-2*t)/(exp(2*gamma*t)*Gamma(1 + 2*t)) each have a Taylor expansion around t = 0 with a radius of convergence equal to 1/2, the moment generating function M(t) has a Taylor expansion around t = 0 with an infinite radius of convergence. This was proved in Rösler (1991).
The formula for M(t) appears as Theorem 6.1 in Tan and Hadjicostas (1993) and derives from the work of Hennequin (1991). Hennequin conjectured a cumulant formula for the limiting distribution of the number of comparisons in quicksort in his 1989 paper, and he proved it in his 1991 thesis.
The numbers (B(n): n >= 0), with B(0) = 1 and B(0) = 0, are given (for p >= 0) by the recurrence.
Sum_{r=0..p} Stirling1(p+2, r+1)*B(p-r)/(p-r)! + Sum_{r=0..p} F(r)*F(p-r) = 0, where F(r) = Sum_{i=0..r} Stirling1(r+1,i+1)*G(r-i) and G(k) = Sum_{a=0..k} (-1)^a*B(k-a)/(a!*(k-a)!*2^a).
The numbers A(n) = L_n(B(1),...,B(n)) = A330852(n)/A330860(n), where L_n(x_1,...,x_n) are the logarithmic polynomials of Bell, appear in Hennequin's cumulant formula.
Hoffman and Kuba (2019, 2020) gave an alternative proof of Hennequin's cumulant formula and gave an alternative calculation for the constants (-2)^n*A(n), which they denote by a_n. See also Finch (2020).
Hoffman and Kuba (2019-2020, Proposition 17) express the constants c(n) = B(n)*(-2)^n = A329001(n)/A330876(n) in terms of "tiered binomial coefficients". In terms of the constants c(n), the moment generating function equals M(t) = Sum_{n >= 0} (c(n)*t^n/n!)/(exp(2*gamma*t)*Gamma(1 + 2*t)) for |t| < 1/2.
Tan and Hadjicostas (1993) proved that lim_{n -> infinity} B(n)/n! = nu, where nu = 0.589164... (approximately). Also, M(-1/2) = nu*exp(gamma), where gamma = A001620 (Euler's constant). (It seems that nu is close to Pi^(1/3) * exp(-1/3 - gamma), but we have no theoretical evidence for that.)
The PARI program below is based on a Maple program in Tan and Hadjicostas (1993).
The rest of the references give the theory of the limiting distribution of the number of comparisons in quicksort (and for that reason we omit any discussion of that topic).

Examples

			The first few fractions are 1/1, 0/1, 7/4, 19/8, 565/36, 229621/3456, 74250517/172800, 30532750703/10368000, 90558126238639/3810240000, ... = A335990/A335991.
		

References

  • Pascal Hennequin, Analyse en moyenne d'algorithmes, tri rapide et arbres de recherche, Ph.D. Thesis, L'École Polytechnique Palaiseau (1991), p. 83.

Crossrefs

Cf. A001620, A063090, A067699, A093418, A096620, A115107, A288964, A288965, A288970, A288971, A329001 (numerators of B(n)*(-2)^n), A330852 (numerators of A(n)), A330860 (denominators of A(n)), A330876 (denominators of B(n)*(-2)^n), A335991 (denominators of B(n)).

Programs

  • Maple
    For a fast Maple program for the calculation of the numbers (B(n): n >= 0), see A330852.
  • PARI
    /* Very slow program due to recursion */
    g(k) = sum(a=0, k, (-1)^a*B(k - a)/(a!*(k - a)!*2^a));
    f(r) = sum(i=0, r, stirling(r + 1, i + 1, 1)*g(r - i));
    b(p) = (-1)^p*(sum(r=1, p, stirling(p + 2, r + 1, 1)*B(p - r)/(p - r)!) + sum(rr=1, p-1, f(rr)*f(p - rr)) + 2*(-1)^p*p!*sum(a=1, p, (-1)^a*B(p - a)/(a!*(p - a)!*2^a)) + 2*sum(i=1, p, stirling(p + 1, i + 1, 1)*g(p - i)))/(p - 1);
    B(m) = if(m==0, 1, if(m==1, 0, b(m)));
    a(n) = numerator(B(n));

Formula

a(n) = numerator(B(n)), where B(n) = (n-1)!*Sum_{k=0..n-1} A(k+1)*B(n-1-k)/(k!*(n-1-k)!) for n >= 1 with B(0) = 1 and A(n) = A330852(n)/A330860(n).
Also, B(n) = c(n)/(-2)^n = A329001(n)/A330876(n)/(-2)^n.

A335991 The moment generating function of the limiting distribution of the number of comparisons in quicksort can be written in the form M(t) = m(-2*t)/(exp(2*gamma*t)*Gamma(1 + 2*t)) for |t| < 1/2, where m(z) = Sum_{n >= 0} B(n)*z^n/n! for |z| < 1. This sequence gives the denominators of the rational numbers B(n) for n >= 0.

Original entry on oeis.org

1, 1, 4, 8, 36, 3456, 172800, 10368000, 3810240000, 177811200000, 9957427200000, 75278149632000000, 1912817782149120000000, 53023308921173606400000000, 17742659631203112173568000000000, 426249654980023566857797632000000000
Offset: 0

Views

Author

Petros Hadjicostas, Jul 03 2020

Keywords

Comments

Despite the fact that both the numerator and denominator in the formula M(t) = m(-2*t)/(exp(2*gamma*t)*Gamma(1 + 2*t)) each have a Taylor expansion around t = 0 with a radius of convergence equal to 1/2, the moment generating function M(t) has a Taylor expansion around t = 0 with an infinite radius of convergence. This was proved in Rösler (1991).
The formula for M(t) appears as Theorem 6.1 in Tan and Hadjicostas (1993) and derives from the work of Hennequin (1991). Hennequin conjectured a cumulant formula for the limiting distribution of the number of comparisons in quicksort in his 1989 paper, and he proved it in his 1991 thesis.
The numbers (B(n): n >= 0), with B(0) = 1 and B(0) = 0, are given (for p >= 0) by the recurrence
Sum_{r=0..p} Stirling1(p+2, r+1)*B(p-r)/(p-r)! + Sum_{r=0..p} F(r)*F(p-r) = 0, where F(r) = Sum_{i=0..r} Stirling1(r+1,i+1)*G(r-i) and G(k) = Sum_{a=0..k} (-1)^a*B(k-a)/(a!*(k-a)!*2^a).
The numbers A(n) = L_n(B(1),...,B(n)) = A330852(n)/A330860(n), where L_n(x_1,...,x_n) are the logarithmic polynomials of Bell, appear in Hennequin's cumulant formula.
Hoffman and Kuba (2019, 2020) gave an alternative proof of Hennequin's cumulant formula and gave an alternative calculation for the constants (-2)^n*A(n), which they denote by a_n. See also Finch (2020).
Hoffman and Kuba (2019-2020, Proposition 17) express the constants c(n) = B(n)*(-2)^n = A329001(n)/A330876(n) in terms of "tiered binomial coefficients". In terms of the constants c(n), the moment generating function equals M(t) = Sum_{n >= 0} (c(n)*t^n/n!)/(exp(2*gamma*t)*Gamma(1 + 2*t)) for |t| < 1/2.
Tan and Hadjicostas (1993) proved that lim_{n -> infinity} B(n)/n! = nu, where nu = 0.589164... (approximately). Also, M(-1/2) = nu*exp(gamma), where gamma = A001620 (Euler's constant).

Examples

			The first few fractions are 1/1, 0/1, 7/4, 19/8, 565/36, 229621/3456, 74250517/172800, 30532750703/10368000, 90558126238639/3810240000, ... = A335990/A335991.
		

References

  • Pascal Hennequin, Analyse en moyenne d'algorithmes, tri rapide et arbres de recherche, Ph.D. Thesis, L'École Polytechnique Palaiseau (1991), p. 83.

Crossrefs

Cf. A001620, A063090, A067699, A093418, A096620, A115107, A288964, A288965, A288970, A288971, A329001 (numerators of B(n)*(-2)^n), A330852 (numerators of A(n)), A330860 (denominators of A(n)), A330876 (denominators of B(n)*(-2)^n), A335990 (numerators of B(n)).

Programs

  • Maple
    # For a fast Maple program for the calculation of the numbers (B(n): n >= 0), see A330852.

Formula

a(n) = denominator(B(n)), where B(n) = (n-1)!*Sum_{k=0..n-1} A(k+1)*B(n-1-k)/(k!*(n-1-k)!) for n >= 1 with B(0) = 1 and A(n) = A330852(n)/A330860(n).
Also, B(n) = c(n)/(-2)^n = A329001(n)/A330876(n)/(-2)^n.
Showing 1-6 of 6 results.