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(Application)h(to)549 320 y(F)-6 b(ast)22 b(Message)e(Authen)n
(tication)801 446 y FD(Phillip)15 b(Roga)o(w)o(a)o(y)440
504 y FC(Departmen)o(t)f(of)f(Computer)g(Science,)i(Univ)o(ersit)o(y)f
(of)f(California,)486 562 y(Da)o(vis,)g(CA)h(95616.)j(e-mail:)e
FB(rogaway@cs.ucdavis.)o(edu)833 664 y FD(July)h(18,)g(1997)-137
-117 y FC(Earlier)e(v)o(ersion)g(app)q(ears)h(in)e FA(Adv)n(ances)i(in)
e(Cryptology)g({)h(CR)m(YPTO)f('95.)k FC(This)d(is)g(the)g(full)f(pap)q
(er.)118 979 y Fz(Abstract.)22 b FC(W)m(e)11 b(in)o(tro)q(duce)h(a)g
(new)g(tec)o(hnique)g(for)g(constructing)g(a)f(family)e(of)i(univ)o
(ersal)g(hash)h(functions.)118 1029 y(A)o(t)19 b(its)g(cen)o(ter)h(is)e
(a)h(simple)e(metaphor:)27 b(to)18 b(hash)h(a)g(string)f
Fy(x)p FC(,)h(cast)h(eac)o(h)f(of)f(its)h(w)o(ords)g(in)o(to)f(a)g
(small)118 1079 y(n)o(um)o(b)q(er)d(of)g Fx(buckets)s
FC(;)i(xor)f(the)g(con)o(ten)o(ts)h(of)e(eac)o(h)h(buc)o(k)o(et;)h
(then)f(collect)g(up)g(all)f(the)h(buc)o(k)o(ets')g(con)o(ten)o(ts.)118
1129 y(Used)h(in)f(the)h(con)o(text)g(of)e(W)m(egman{Carter)g(authen)o
(tication,)h(this)g(st)o(yle)g(of)g(hash)g(function)g(pro)o(vides)g(a)
118 1178 y(fast)e(approac)o(h)g(for)f(soft)o(w)o(are)h(message)g
(authen)o(tication.)118 1297 y Fz(Key)j(w)o(ords:)g FC(Cryptograph)o(y)
m(,)c(Hashing,)g(Message)i(authen)o(tication)f(co)q(des,)g(Univ)o
(ersal)g(Hashing.)0 1463 y FE(1)67 b(In)n(tro)r(duction)0
1564 y Fw(Messa)o(ge)21 b(a)o(uthentica)m(tion.)30 b
Fv(Message)18 b(authen)o(tication)i(is)f(one)g(of)g(the)g(most)f
(common)h(cryptographic)0 1621 y(aims.)28 b(The)19 b(setting)f(is)g
(that)g(t)o(w)o(o)e(parties,)j(a)f(signer)g Fu(S)j Fv(and)d(v)o
(eri\014er)g Fu(V)10 b Fv(,)18 b(share)g(a)g(\(short,)f(random,)h
(secret\))0 1677 y(k)o(ey)l(,)f Fu(k)q Fv(.)27 b(When)18
b Fu(S)i Fv(w)o(an)o(ts)c(to)h(send)h Fu(V)27 b Fv(a)17
b(message,)g Fu(x)p Fv(,)g Fu(S)j Fv(computes)e(for)e(it)i(a)f
Ft(message)h(authentic)n(ation)g(c)n(o)n(de)0 1733 y
Fv(\(MA)o(C\),)12 b Fu(\033)i Fs( )f Fv(MA)o(C)375 1740
y Fr(k)396 1733 y Fv(\()p Fu(x)p Fv(\),)g(and)h Fu(S)i
Fv(sends)e Fu(V)24 b Fv(the)13 b(pair)h(\()p Fu(x;)8
b(\033)r Fv(\).)18 b(On)c(receipt)h(of)e(\()p Fu(x)1412
1717 y Fq(0)1423 1733 y Fu(;)8 b(\033)1472 1717 y Fq(0)1483
1733 y Fv(\),)13 b(v)o(eri\014er)h Fu(V)24 b Fv(c)o(hec)o(ks)14
b(that)0 1790 y(MA)o(CV)142 1797 y Fr(k)163 1790 y Fv(\()p
Fu(x)207 1773 y Fq(0)219 1790 y Fu(;)8 b(\033)268 1773
y Fq(0)278 1790 y Fv(\))k(=)h(1.)71 1846 y(T)l(o)23 b(describ)q(e)i
(the)f(securit)o(y)g(of)g(a)f(message)g(authen)o(tication)h(sc)o(heme,)
i(an)e(adv)o(ersary)f Fu(E)j Fv(is)e(giv)o(en)g(an)0
1903 y(oracle)e(for)f(MA)o(C)322 1910 y Fr(k)343 1903
y Fv(\()p Fs(\001)p Fv(\).)39 b(The)22 b(adv)o(ersary)f(is)h(declared)h
Ft(suc)n(c)n(essful)i Fv(if)d(she)h(outputs)e(an)h(\()p
Fu(x)1631 1886 y Fq(\003)1650 1903 y Fu(;)8 b(\033)1699
1886 y Fq(\003)1718 1903 y Fv(\))21 b(suc)o(h)i(that)0
1959 y(MA)o(CV)142 1966 y Fr(k)163 1959 y Fv(\()p Fu(x)207
1943 y Fq(\003)227 1959 y Fu(;)8 b(\033)276 1943 y Fq(\003)294
1959 y Fv(\))13 b(=)g(1)k(but)h Fu(x)525 1943 y Fq(\003)563
1959 y Fv(w)o(as)f(nev)o(er)h(ask)o(ed)f(of)h(the)g(MA)o(C)1146
1966 y Fr(k)1167 1959 y Fv(\()p Fs(\001)p Fv(\))f(oracle.)28
b(F)l(or)17 b(a)h(sc)o(heme)g(to)f(b)q(e)i(\\go)q(o)q(d,")0
2016 y(reasonable)d(adv)o(ersaries)f(should)h(rarely)f(succeed.)0
2097 y Fw(Softw)l(are-efficient)25 b(MA)o(Cs.)39 b Fv(In)22
b(the)g(curren)o(t)g(computing)g(en)o(vironmen)o(t)g(it)g(is)g(often)g
(necessary)g(to)0 2154 y(compute)c(MA)o(Cs)f(frequen)o(tly)h(and)f(o)o
(v)o(er)g(strings)h(whic)o(h)g(are)f(commonly)h(h)o(undreds)h(to)e
(thousands)g(of)g(b)o(ytes)0 2210 y(long.)j(Despite)15
b(this,)f(there)g(will)i(usually)f(b)q(e)g(no)f(sp)q(ecial-purp)q(ose)j
(hardw)o(are)d(to)f(help)i(out:)k(MA)o(C)14 b(generation)0
2266 y(and)d(v)o(eri\014cation)g(will)h(need)f(to)f(b)q(e)i(done)e(in)i
(soft)o(w)o(are)c(on)j(a)f(con)o(v)o(en)o(tional)h(w)o(orkstation)e(or)
h(p)q(ersonal)h(computer.)0 2323 y(So)17 b(to)g(reduce)i(the)e(impact)h
(of)f(message)g(authen)o(tication)h(on)f(the)h(mac)o(hine's)g(o)o(v)o
(erall)f(p)q(erformance,)h(and)g(to)0 2379 y(facilitate)d(more)e(p)q
(erv)m(asiv)o(e)i(use)g(of)e(message)h(authen)o(tication,)g(w)o(e)g
(need)g(to)g(dev)o(elop)h(faster)e(tec)o(hniques.)20
b(This)0 2436 y(pap)q(er)c(pro)o(vides)f(one)h(suc)o(h)f(tec)o(hnique.)
0 2517 y Fw(Tw)o(o)20 b(appr)o(o)o(a)o(ches)h(to)f(messa)o(ge)h(a)o
(uthentica)m(tion.)27 b Fv(The)19 b(fastest)e(soft)o(w)o(are)f(MA)o(Cs)
i(in)h(common)f(use)0 2574 y(to)q(da)o(y)d(are)h(exempli\014ed)i(b)o(y)
e(MA)o(C)615 2581 y Fr(k)636 2574 y Fv(\()p Fu(x)p Fv(\))d(=)h
Fu(h)p Fv(\()p Fu(k)9 b Fs(k)f Fu(x)g Fs(k)g Fu(k)q Fv(\),)13
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3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -3 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
4 -3 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
4 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
4 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
4 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
4 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
4 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
currentpoint stroke M
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -3 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
4 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
4 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
4 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
4 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
4 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
4 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
4 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
4 -2 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
4 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
4 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
4 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
4 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
currentpoint stroke M
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
4 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
currentpoint stroke M
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
4 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
4 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
4 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -1 V
3 -2 V
3 -1 V
3 -1 V
3 -1 V
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y Fv(=)41 b Fu(\025)p Fv(\()p Fu(N)5 b Fv(\))k Fs(\001)369
1589 y Fm(\020)393 1637 y Fv(1)h Fs(\001)454 1606 y Fv(\()p
Fu(N)p Fs(\000)s Fv(3\)\()p Fu(N)p Fs(\000)s Fv(4\)\()o
Fu(N)p Fs(\000)s Fv(5)o(\))p 454 1626 398 2 v 631 1668
a Fs(N)866 1637 y(\001)894 1606 y Fv(120)p 894 1626 69
2 v 906 1668 a Fs(N)977 1637 y(\001)1015 1606 y Fv(6)p
1005 1626 44 2 v 1005 1668 a Fs(N)1077 1637 y Fv(+)23
b(1)9 b Fs(\001)1195 1606 y Fv(9\()p Fu(N)p Fs(\000)s
Fv(3\)\()p Fu(N)p Fs(\000)s Fv(4\))p 1195 1626 288 2
v 1317 1668 a Fs(N)1498 1637 y(\001)1525 1606 y Fv(36\()p
Fu(N)p Fs(\000)s Fv(4\))p 1525 1626 178 2 v 1592 1668
a Fs(N)1718 1637 y(\001)1757 1606 y Fv(6)p 1746 1626
44 2 v 1746 1668 a Fs(N)1818 1637 y Fv(+)414 1749 y(1)h
Fs(\001)475 1718 y Fv(18\()p Fu(N)p Fs(\000)s Fv(3\)\()p
Fu(N)p Fs(\000)s Fv(4)o(\))p 475 1739 311 2 v 608 1780
a Fs(N)800 1749 y(\001)828 1718 y Fv(6\()p Fu(N)p Fs(\000)s
Fv(2\)\()p Fu(N)p Fs(\000)s Fv(3\))p 828 1739 288 2 v
950 1780 a Fs(N)1130 1749 y(\001)1169 1718 y Fv(6)p 1158
1739 44 2 v 1158 1780 a Fs(N)1207 1702 y Fm(\021)1892
1749 y Fv(\(3\))156 1903 y(=)41 b Fu(\025)p Fv(\()p Fu(N)5
b Fv(\))k Fs(\001)374 1873 y Fv(720\()p Fu(N)p Fs(\000)s
Fv(3\)\()p Fu(N)o Fs(\000)s Fv(4\)\()o Fu(N)p Fs(\000)s
Fv(5)o(\))r(+)s(1944)o(\()p Fu(N)o Fs(\000)s Fv(3\)\()o
Fu(N)p Fs(\000)s Fv(4)o(\))1238 1856 y Fp(2)1257 1873
y Fv(+)s(648\()p Fu(N)p Fs(\000)s Fv(2\)\()p Fu(N)p Fs(\000)s
Fv(3)o(\))1631 1856 y Fp(2)p 374 1893 1275 2 v 979 1934
a Fs(N)1023 1921 y Fp(3)156 2041 y Fv(=)41 b Fu(B)r Fv(\()p
Fu(N)5 b Fv(\))0 2143 y(Equation)13 b(2)f(is)h(justi\014ed)h(b)o(y)e
(referring)h(to)f(Figure)h(2:)18 b(the)13 b(only)g(length-4)g(routes)f
(from)g(state)g(0)g(bac)o(k)h(to)f(state)f(0)0 2200 y(are)h(03630,)f
(03430,)g(03230,)g(and)i(03030.)k(The)c(last)f(of)g(these)h(can)f(only)
h(arise)g(from)e(non-distinct)j Fu(h)1719 2207 y Fp(1)1739
2200 y Fu(;)8 b(h)1786 2207 y Fp(2)1805 2200 y Fu(;)g(h)1852
2207 y Fp(3)1871 2200 y Fu(;)g(h)1918 2207 y Fp(4)1937
2200 y Fv(.)0 2256 y(F)l(or)18 b(the)g(other)g(three)g(w)o(e)g(simply)h
(disregard)g(the)f(conjunction)h(with)g Ff(Distinct)q
Fv(\()p Fu(h)1455 2263 y Fp(1)1475 2256 y Fu(h)1501 2263
y Fp(2)1521 2256 y Fu(h)1547 2263 y Fp(3)1566 2256 y
Fu(h)1592 2263 y Fp(4)1612 2256 y Fv(\))f(b)q(ecause)h(w)o(e)f(are)0
2313 y(giving)e(an)f(upp)q(er)h(b)q(ound.)21 b(Equation)16
b(3)e(is)i(obtained)g(directly)h(from)d(Equation)h(1.)457
b Fs(})0 2394 y Fw(Using)19 b Fu(M)25 b Fw(to)19 b(bound)h
Fu(\016)471 2401 y Fp(6)491 2394 y Fu(;)8 b(\016)532
2401 y Fp(8)551 2394 y Fu(;)g Fs(\001)g(\001)g(\001)m
Fw(.)27 b Fv(Assume)18 b(that)f Fu(N)k Fv(is)d(ev)o(en)g(and)g
Fu(N)j Fs(\025)c Fv(6.)26 b(W)l(e)18 b(will)h(sho)o(w,)e(in)h(this)g
(case,)0 2450 y(that)13 b Fu(\016)117 2457 y Fr(t)145
2450 y Fs(\024)g Fu(B)r Fv(\()p Fu(N)5 b Fv(\).)18 b(Here)c(is)g(the)g
(idea.)20 b(T)l(ak)o(e)13 b(a)h(random)f(function)h Fu(h)f
Fs(2)g(B)i Fv(and)f(lo)q(ok)g(at)f(it's)g(last)h(6)f(maps|)h(sa)o(y)0
2507 y Fu(h)g Fv(=)g Fu(h)115 2514 y Fp(7)142 2507 y
Fs(\001)8 b(\001)g(\001)e Fu(h)229 2514 y Fr(t)271 2507
y Fu(h)297 2514 y Fp(1)317 2507 y Fu(h)343 2514 y Fp(2)362
2507 y Fu(h)388 2514 y Fp(3)408 2507 y Fu(h)434 2514
y Fp(4)454 2507 y Fu(h)480 2514 y Fp(5)500 2507 y Fu(h)526
2514 y Fp(6)546 2507 y Fv(.)21 b(No)o(w)16 b Fu(h)711
2514 y Fp(1)730 2507 y Fu(;)8 b(:)g(:)g(:)d(;)j(h)858
2514 y Fp(6)893 2507 y Fv(are)15 b(statistically)i(correlated)f(to)f
Fu(h)1509 2514 y Fp(7)1529 2507 y Fu(;)8 b(:)g(:)g(:)d(;)j(h)1657
2514 y Fr(t)1687 2507 y Fv(\(for)14 b(example,)0 2563
y Fu(h)26 2570 y Fp(1)64 2563 y Fs(6)p Fv(=)19 b Fu(h)144
2570 y Fp(7)164 2563 y Fv(\),)g(y)o(et)f Fu(h)319 2570
y Fp(1)339 2563 y Fu(;)8 b(:)g(:)g(:)d(;)j(h)467 2570
y Fp(6)505 2563 y Fv(are)18 b(not)g Ft(to)n(o)k Fv(far)c(from)g(b)q
(eing)i(random)e(and)h(indep)q(enden)o(t,)j(in)d(the)g(sense)g(that,)0
2620 y(for)g(an)o(y)h Fu(h)191 2627 y Fp(7)219 2620 y
Fs(\001)8 b(\001)g(\001)d Fu(h)305 2627 y Fr(t)320 2620
y Fv(,)21 b(a)f(uniformly)h(selected)h(sequence)f(of)f(maps)f
Fu(h)1183 2603 y Fq(0)1183 2631 y Fp(1)1203 2620 y Fu(h)1229
2603 y Fq(0)1229 2631 y Fp(2)1249 2620 y Fu(h)1275 2603
y Fq(0)1275 2631 y Fp(3)1295 2620 y Fu(h)1321 2603 y
Fq(0)1321 2631 y Fp(4)1341 2620 y Fu(h)1367 2603 y Fq(0)1367
2631 y Fp(5)1387 2620 y Fu(h)1413 2603 y Fq(0)1413 2631
y Fp(6)1453 2620 y Fv(w)o(ould)i(ha)o(v)o(e)e(b)q(een)i(a)f(v)m(alid)
952 2824 y(13)p eop
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14 13 bop 0 79 a Fv(con)o(tin)o(uation)18 b(with)f(probabilit)o(y)i(at)
d(least)h(1)p Fu(=)p Fv(2.)25 b(\(This)18 b(follo)o(ws)f(from)g(our)g
(assumption)g(that)f Fu(n)h Fs(\024)1782 45 y Fm(\000)1801
59 y Fr(N)1808 95 y Fp(3)1832 45 y Fm(\001)1852 79 y
Fu(=)p Fv(12.\))0 136 y(Th)o(us,)g(up)h(to)f(a)g(factor)f(of)h(2,)h(w)o
(e)f(can)g(b)q(ound)i(the)e(c)o(hance)h(of)f(landing)i(in)f(state)e(0)h
(on)h(applying)h Fu(h)e Fv(to)g Fl(1)1870 143 y Fr(t)1902
136 y Fv(b)o(y)0 192 y(lo)q(oking)j(at)e(the)h(c)o(hance)h(of)e
(landing)j(in)e(state)g(0)f(after)g(applying)j(a)d(uniformly)i
(selected)h Fu(h)1643 199 y Fp(1)1670 192 y Fu(:)8 b(:)g(:)e(h)1757
199 y Fp(6)1796 192 y Fv(starting)0 249 y(from)14 b(some)h(in)h(some)f
(arbitrary)g(\(unkno)o(wn\))g(state)f(of)h(the)g(Mark)o(o)o(v)f(c)o
(hain.)71 305 y(T)l(o)g(formalize)h(the)g(ab)q(o)o(v)o(e)f(argumen)o
(t,)f(let)i Fu(f)840 312 y Fr(i)855 305 y Fv(\()p Fu(t)p
Fv(\))f(denote)h(the)f(maxim)o(um,)h(o)o(v)o(er)e(all)j(initial)h
(states)c Fu(s)p Fv(,)i(of)f(the)0 362 y(probabilit)o(y)j(that)d(w)o(e)
h(arriv)o(e)g(in)i(state)d Fu(i)h Fv(in)h(exactly)g Fu(t)g
Fv(transitions,)f(giv)o(en)h(that)e(w)o(e)h(start)f(in)i(state)f
Fu(s)p Fv(.)21 b(This)15 b(is)0 418 y(the)i(same)f(as)g(the)g(suprem)o
(um,)h(o)o(v)o(er)f(all)h(distributions)h Fu(\031)g Fv(on)f(the)f
(starting)g(state)g(of)g Fu(M)5 b Fv(,)16 b(of)g(the)h(probabilit)o(y)0
474 y(that)c(w)o(e)h(arriv)o(e)g(in)h(state)f Fu(i)g
Fv(in)h(exactly)f Fu(t)h Fv(transitions,)f(giv)o(en)h(that)e(w)o(e)h
(start)f(in)i(an)f(initial)i(state)e(as)g(c)o(hosen)g(b)o(y)0
531 y(sampling)i(from)f Fu(\031)r Fv(.)k(W)l(e)c(will)i(need)f(the)f
(follo)o(wing)h(lemma)g(ab)q(out)f(the)g(b)q(eha)o(vior)h(of)f(Mark)o
(o)o(v)e(c)o(hain)j Fu(M)5 b Fv(.)0 635 y Fl(Lemma)17
b(11)23 b Fu(f)282 642 y Fp(0)302 635 y Fv(\(6\))12 b
Fs(\024)h Fv(\(25920)p Fu(N)596 619 y Fp(8)624 635 y
Fv(+)d(154080)p Fu(N)849 619 y Fp(7)867 635 y Fv(\))p
Fu(=)p Fs(N)952 619 y Fp(5)971 635 y Ft(.)0 739 y Fv(The)k(pro)q(of)g
(is)h(a)f(tedious)h(but)f(straigh)o(tforw)o(ard)e(calculation)k(using)f
(the)f(transition)g(probabilities)j(of)d Fu(M)5 b Fv(.)19
b(It)14 b(is)0 796 y(relegated)h(to)f(App)q(endix)j(B.)j(The)14
b(p)q(oin)o(t)h(isn't)g(the)g(sp)q(eci\014c)h(form)o(ula,)e(but)h(only)
g(that)f Fu(f)1549 803 y Fp(0)1569 796 y Fv(\(6\))g(is)h(less)g(than)g
(half)0 852 y Fu(B)r Fv(\()p Fu(N)5 b Fv(\))15 b(for)f(all)i
(su\016cien)o(tly)h(large)e Fu(N)5 b Fv(.)0 956 y Fl(Lemma)17
b(12)23 b Ft(Assume)16 b Fv(6)c Fs(\024)h Fu(t)g Fs(\024)g
Fu(n)p Ft(.)22 b(Then)15 b Fu(\016)791 963 y Fr(t)819
956 y Fs(\024)e Fu(B)r Fv(\()p Fu(N)5 b Fv(\))p Ft(.)0
1085 y(Pr)n(o)n(of)k Fv(:)30 b(W)l(e)16 b(use)f(the)g(same)g(notation)g
(as)g(in)h(the)f(pro)q(of)g(of)g(Lemma)g(10.)24 1241
y Fu(\016)44 1248 y Fr(t)100 1241 y Fv(=)52 b(Pr)177
1271 y Fr(h)p Fq(2B)253 1241 y Fv([)o Fu(h)p Fv(\()p
Fl(1)335 1248 y Fr(t)350 1241 y Fv(\))12 b(=)h Fl(0)p
Fv(\)])100 1328 y(=)220 b(Pr)177 1358 y Fr(h)197 1363
y Fj(7)215 1358 y Fq(\001\001\001)o Fr(h)264 1362 y Fi(t)288
1358 y Fr(h)308 1363 y Fj(1)326 1358 y Fr(h)346 1363
y Fj(2)364 1358 y Fr(h)384 1363 y Fj(3)401 1358 y Fr(h)421
1363 y Fj(4)439 1358 y Fr(h)459 1363 y Fj(5)477 1358
y Fr(h)497 1363 y Fj(6)514 1358 y Fq(2)p Fr(D)567 1362
y Fi(t)588 1328 y Fv([)p Ff(State)q Fv(\()p Fu(h)745
1335 y Fp(7)772 1328 y Fs(\001)8 b(\001)g(\001)e Fu(h)859
1335 y Fr(t)899 1328 y Fu(h)925 1335 y Fp(1)945 1328
y Fu(h)971 1335 y Fp(2)991 1328 y Fu(h)1017 1335 y Fp(3)1037
1328 y Fu(h)1063 1335 y Fp(4)1083 1328 y Fu(h)1109 1335
y Fp(5)1129 1328 y Fu(h)1155 1335 y Fp(6)1174 1328 y
Fv(\))13 b(=)g(0)o(])100 1466 y(=)121 b(Pr)177 1496 y
Fr(h)197 1501 y Fj(7)215 1496 y Fq(\001\001\001)o Fr(h)264
1500 y Fi(t)279 1496 y Fq(2)p Fr(D)332 1501 y Fi(t)p
Fk(\000)p Fj(6)560 1466 y Fv(Pr)503 1494 y Fi(h)521 1501
y Fj(1)538 1494 y Fk(\001\001\001)r Fi(h)585 1501 y Fj(6)602
1494 y Fk(2)p Fi(D)648 1501 y Fj(6)392 1531 y Fq(f)p
Fr(h)430 1536 y Fj(1)447 1531 y Fr(;)p Fq(\001\001\001)o
Fr(;h)516 1536 y Fj(6)534 1531 y Fq(g\\f)p Fr(h)614 1536
y Fj(7)630 1531 y Fr(;)p Fq(\001\001\001)o Fr(;h)699
1535 y Fi(t)713 1531 y Fq(g)p Fp(=)p Fq(;)784 1466 y
Fv([)o Ff(State)r Fv(\()p Fu(h)941 1473 y Fp(7)968 1466
y Fs(\001)8 b(\001)g(\001)d Fu(h)1054 1473 y Fr(t)1095
1466 y Fu(h)1121 1473 y Fp(1)1140 1466 y Fu(h)1166 1473
y Fp(2)1186 1466 y Fu(h)1212 1473 y Fp(3)1232 1466 y
Fu(h)1258 1473 y Fp(4)1278 1466 y Fu(h)1304 1473 y Fp(5)1324
1466 y Fu(h)1350 1473 y Fp(6)1370 1466 y Fv(\))12 b(=)h(0])100
1629 y Fs(\024)103 b Fv(max)177 1659 y Fr(h)197 1664
y Fj(7)215 1659 y Fq(\001\001\001)o Fr(h)264 1663 y Fi(t)279
1659 y Fq(2)p Fr(D)332 1664 y Fi(t)p Fk(\000)p Fj(6)560
1629 y Fv(Pr)503 1658 y Fi(h)521 1665 y Fj(1)538 1658
y Fk(\001\001\001)r Fi(h)585 1665 y Fj(6)602 1658 y Fk(2)p
Fi(D)648 1665 y Fj(6)392 1695 y Fq(f)p Fr(h)430 1700
y Fj(1)447 1695 y Fr(;)p Fq(\001\001\001)o Fr(;h)516
1700 y Fj(6)534 1695 y Fq(g\\f)p Fr(h)614 1700 y Fj(7)630
1695 y Fr(;)p Fq(\001\001\001)o Fr(;h)699 1699 y Fi(t)713
1695 y Fq(g)p Fp(=)p Fq(;)784 1629 y Fv([)o Ff(NumOnes)r
Fv(\()p Ff(P)o(a)o(rit)o(y)o Fv(\()p Fu(h)1156 1636 y
Fp(7)1183 1629 y Fs(\001)8 b(\001)g(\001)e Fu(h)1270
1636 y Fr(t)1285 1629 y Fv(\))12 b Fs(\010)h Ff(P)o(a)o(rit)o(y)o
Fv(\()p Fu(h)1518 1636 y Fp(1)1538 1629 y Fu(h)1564 1636
y Fp(2)1584 1629 y Fu(h)1610 1636 y Fp(3)1630 1629 y
Fu(h)1656 1636 y Fp(4)1676 1629 y Fu(h)1702 1636 y Fp(5)1722
1629 y Fu(h)1748 1636 y Fp(6)1768 1629 y Fv(\)\))f(=)h(0)o(])100
1793 y(=)96 b(Pr)177 1823 y Fr(h)197 1828 y Fj(1)215
1823 y Fq(\001\001\001)o Fr(h)264 1828 y Fj(6)282 1823
y Fq(2)p Fr(E)341 1793 y Fv([)o Ff(NumOnes)r Fv(\()p
Fu(\033)14 b Fs(\010)f Ff(P)o(a)o(rit)o(y)o Fv(\()p Fu(h)801
1800 y Fp(1)821 1793 y Fu(h)847 1800 y Fp(2)867 1793
y Fu(h)893 1800 y Fp(3)913 1793 y Fu(h)939 1800 y Fp(4)958
1793 y Fu(h)984 1800 y Fp(5)1004 1793 y Fu(h)1030 1800
y Fp(6)1050 1793 y Fv(\)\))f(=)h(0])45 b Fx(/)-8 b(/Fix)15
b Fy(h)1359 1799 y Fe(7)1384 1793 y Fd(\001)7 b(\001)g(\001)e
Fy(h)1463 1799 y Fc(t)1478 1793 y Fx(;)15 b(de\014ne)h
Fy(E)r Fx(,)e Fy(\033)i Fx(ac)n(c)n(or)n(dingly)100 1968
y Fv(=)244 1912 y(Pr)182 1942 y Fr(h)202 1947 y Fj(1)220
1942 y Fq(\001\001\001)o Fr(h)269 1947 y Fj(6)287 1942
y Fq(2)p Fr(R)338 1947 y Fj(6)362 1912 y Fv([)p Ff(State)475
1919 y Fr(\033)498 1912 y Fv(\()p Fu(h)542 1919 y Fp(1)562
1912 y Fu(h)588 1919 y Fp(2)608 1912 y Fu(h)634 1919
y Fp(3)654 1912 y Fu(h)680 1919 y Fp(4)699 1912 y Fu(h)725
1919 y Fp(5)745 1912 y Fu(h)771 1919 y Fp(6)791 1912
y Fv(\))d(=)g(0)h(and)i Ff(Distinct)q Fv(\()p Fu(h)1188
1919 y Fp(1)1215 1912 y Fs(\001)8 b(\001)g(\001)e Fu(h)1302
1919 y Fp(6)1347 1912 y Fu(h)1373 1919 y Fp(7)1401 1912
y Fs(\001)i(\001)g(\001)d Fu(h)1487 1919 y Fr(t)1502
1912 y Fv(\)])p 182 1958 1351 2 v 497 1999 a(Pr)434 2029
y Fr(h)454 2034 y Fj(1)472 2029 y Fq(\001\001\001)o Fr(h)521
2034 y Fj(6)539 2029 y Fq(2)p Fr(D)592 2034 y Fj(6)616
1999 y Fv([)p Ff(Distinct)q Fv(\()p Fu(h)821 2006 y Fp(1)841
1999 y Fu(h)867 2006 y Fp(2)887 1999 y Fu(h)913 2006
y Fp(3)933 1999 y Fu(h)959 2006 y Fp(4)978 1999 y Fu(h)1004
2006 y Fp(5)1024 1999 y Fu(h)1050 2006 y Fp(6)1095 1999
y Fu(h)1121 2006 y Fp(7)1149 1999 y Fs(\001)j(\001)g(\001)e
Fu(h)1236 2006 y Fr(t)1251 1999 y Fv(\))o(])100 2161
y Fs(\024)244 2105 y Fv(Pr)182 2135 y Fr(h)202 2140 y
Fj(1)220 2135 y Fq(\001\001\001)o Fr(h)269 2140 y Fj(6)287
2135 y Fq(2)p Fr(R)338 2140 y Fj(6)362 2105 y Fv([)p
Ff(State)475 2112 y Fr(\033)498 2105 y Fv(\()p Fu(h)542
2112 y Fp(1)562 2105 y Fu(h)588 2112 y Fp(2)608 2105
y Fu(h)634 2112 y Fp(3)654 2105 y Fu(h)680 2112 y Fp(4)699
2105 y Fu(h)725 2112 y Fp(5)745 2105 y Fu(h)771 2112
y Fp(6)791 2105 y Fv(\))13 b(=)g(0)o(])p 182 2151 723
2 v 426 2199 a(1)d Fs(\000)g Fv(6)25 b Fu(t=)591 2164
y Fm(\000)611 2178 y Fr(N)617 2214 y Fp(3)642 2164 y
Fm(\001)100 2299 y Fs(\024)42 b Fv(2)10 b Fs(\001)72
b Fv(Pr)233 2329 y Fr(h)253 2334 y Fj(1)270 2329 y Fq(\001\001\001)p
Fr(h)320 2334 y Fj(6)338 2329 y Fq(2)p Fr(R)389 2334
y Fj(6)412 2299 y Fv([)p Ff(State)525 2306 y Fr(\033)549
2299 y Fv(\()p Fu(h)593 2306 y Fp(1)612 2299 y Fu(h)638
2306 y Fp(2)658 2299 y Fu(h)684 2306 y Fp(3)704 2299
y Fu(h)730 2306 y Fp(4)750 2299 y Fu(h)776 2306 y Fp(5)796
2299 y Fu(h)822 2306 y Fp(6)842 2299 y Fv(\))12 b(=)h(0])149
b Fx(/)-8 b(/F)m(r)n(om)15 b(assumption)g(that)g Fy(n)d
Fd(\024)1633 2265 y Fm(\000)1652 2281 y Fc(N)1658 2313
y Fe(3)1681 2265 y Fm(\001)1700 2299 y Fy(=)p FC(12)100
2437 y Fs(\024)42 b Fv(2)10 b Fs(\001)g Fu(f)255 2444
y Fp(0)275 2437 y Fv(\(6\))749 b Fx(/)-8 b(/De\014nition)16
b(of)f Fy(f)100 2575 y Fs(\024)42 b Fv(2)10 b Fs(\001)g
Fv(\(25920)p Fu(N)408 2556 y Fp(8)435 2575 y Fv(+)h(154080)p
Fu(N)661 2556 y Fp(7)678 2575 y Fv(\))p Fu(=)p Fs(N)763
2556 y Fp(5)1083 2575 y Fx(/)-8 b(/By)15 b(L)n(emma)g(12)100
2644 y Fs(\024)42 b Fu(B)r Fv(\()p Fu(N)5 b Fv(\))15
b(for)g(all)h Fu(N)h Fs(\025)c Fv(32)952 2824 y(14)p
eop
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(constructions)f(of)f(almost)g Fu(k)q Fv(-wise)105 1757
y(indep)q(enden)o(t)15 b(random)d(v)m(ariables,)i(31st)e(Ann)o(ual)h
(Symp)q(osium)h(on)e(F)l(oundations)h(of)f(Computer)g(Science,)105
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(Kra)o(w)o(czyk,)h(Keying)g(hash)g(functions)f(for)g(message)g(authen)o
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l(YPTO)h('96)p Fv(,)e(Lecture)i(Notes)f(in)h(Computer)f(Science,)i(v)o
(ol.)e(1109,)105 2114 y(Springer-V)l(erlag,)i(1996,)e(pp.)h(1{15.)34
2208 y([4])22 b(M.)16 b(Bellare,)j(O.)e(Goldreic)o(h)i(and)e(S.)g
(Goldw)o(asser,)g(Incremen)o(tal)i(cryptograph)o(y:)d(the)h(case)g(of)g
(hashing)105 2264 y(and)i(signing,)h Fb(Adv)m(ances)g(in)g(Cryptology)e
({)h(CR)l(YPTO)g('94)p Fv(,)f(Lecture)i(Notes)e(in)i(Computer)e
(Science,)105 2321 y(v)o(ol.)d(839,)f(Springer-V)l(erlag,)i(1994,)e
(pp.)h(216{233.)34 2415 y([5])22 b(M.)d(Bellare,)k(J.)d(Kilian)i(and)e
(P)l(.)g(Roga)o(w)o(a)o(y)l(,)g(The)g(securit)o(y)h(of)e(cipher)j(blo)q
(c)o(k)f(c)o(haining,)h Fb(Adv)m(ances)f(in)105 2471
y(Cryptology)d({)g(CR)l(YPTO)h('94)p Fv(,)f(Lecture)h(Notes)f(in)h
(Computer)f(Science,)j(v)o(ol.)d(839,)g(Springer-V)l(erlag,)105
2527 y(1994,)13 b(pp.)j(341{358.)952 2824 y(18)p eop
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19 18 bop 34 79 a Fv([6])22 b(J.)12 b(Bierbrauer,)i(T.)d(Johansson,)i
(G.)f(Kabatianskii)i(and)e(B.)g(Smeets,)h(On)g(families)h(of)e(hash)g
(functions)i(via)105 136 y(geometric)j(co)q(des)g(and)g(concatenation,)
g Fb(Adv)m(ances)h(in)g(Cryptology)e({)g(CR)l(YPTO)i('93)p
Fv(,)e(Lecture)h(Notes)105 192 y(in)f(Computer)f(Science,)h(v)o(ol.)f
(773,)f(Springer-V)l(erlag,)i(1994,)e(pp.)h(331{342.)34
286 y([7])22 b(A.)e(Bosselaers,)h(R.)f(Go)o(v)m(aerts)f(and)h(J.)h(V)l
(andew)o(alle,)h(F)l(ast)d(hashing)i(on)f(the)h(P)o(en)o(tium,)g
Fb(Adv)m(ances)g(in)105 342 y(Cryptology)c({)g(CR)l(YPTO)h(96)p
Fv(,)f(Lecture)i(Notes)e(in)h(Computer)f(Science,)j(v)o(ol.)d(1109,)g
(Springer-V)l(erlag,)105 399 y(1996,)c(pp.)j(298{312.)34
493 y([8])22 b(J.)15 b(Bondy)h(and)f(U.)g(Murt)o(y,)f
Fb(Graph)h(theory)f(with)i(Applications,)h Fv(North)d(Holland,)i(1976.)
34 587 y([9])22 b(G.)e(Brassard,)i(On)g(computationally)h(secure)f
(authen)o(tication)g(tags)e(requiring)j(short)d(secret)i(shared)105
643 y(k)o(eys,)14 b Fb(Adv)m(ances)j(in)f(Cryptology)e({)h(CR)l(YPTO)h
('82)p Fv(,)e(Springer-V)l(erlag,)i(1983,)e(pp.)h(79{86.)11
737 y([10])22 b(L.)13 b(Carter)f(and)h(M.)f(W)l(egman,)h(Univ)o(ersal)h
(hash)f(functions,)h Fb(J.)f(of)g(Computer)f(and)h(System)g(Sciences)k
Fv(18,)105 793 y(1979,)c(pp.)j(143{154.)11 887 y([11])22
b(Y.)g(Desmedt,)h(Unconditionally)i(secure)e(authen)o(tication)g(sc)o
(hemes)f(and)h(practical)g(and)f(theoretical)105 944
y(consequences,)17 b Fb(Adv)m(ances)h(in)f(Cryptology)f({)g(CR)l(YPTO)h
('85)p Fv(,)e(Lecture)i(Notes)f(in)h(Computer)f(Science,)105
1000 y(v)o(ol.)f(218,)f(Springer-V)l(erlag,)i(1985,)e(pp.)h(42{45.)11
1094 y([12])22 b(P)l(.)d(Gemmell)i(and)f(M.)f(Naor,)h(Co)q(des)g(for)f
(in)o(teractiv)o(e)h(authen)o(tication,)h Fb(Adv)m(ances)g(in)f
(Cryptology)f({)105 1150 y(CR)l(YPTO)d('93)p Fv(,)f(Lecture)i(Notes)f
(in)g(Computer)g(Science,)i(v)o(ol.)d(773,)g(Springer-V)l(erlag,)i
(1994,)e(pp.)h(355{)105 1207 y(367.)11 1301 y([13])22
b(O.)c(Goldreic)o(h,)i(S.)e(Goldw)o(asser)g(and)g(S.)g(Micali,)j(Ho)o
(w)c(to)h(construct)g(random)g(functions,)h Fb(Journal)g(of)105
1357 y(the)c(A)o(CM)p Fv(,)f(V)l(ol.)i(33,)e(No.)g(4,)h(1986,)f(pp.)h
(210{217.)11 1451 y([14])22 b(S.)c(Goldw)o(asser,)g(S.)g(Micali)i(and)e
(R.)g(Riv)o(est,)h(A)g(digital)g(signature)g(sc)o(heme)f(secure)h
(against)f(adaptiv)o(e)105 1507 y(c)o(hosen-message)12
b(attac)o(ks,)f Fb(SIAM)h(Journal)h(of)f(Computing,)g
Fv(v)o(ol.)g(17,)g(no.)f(2)h(\(April)h(1988\),)e(pp.)h(281{308.)11
1601 y([15])22 b(S.)c(Halevi)i(and)f(H.)g(Kra)o(w)o(czyk,)g(MMH:)f
(Message)g(authen)o(tication)h(in)h(soft)o(w)o(are)d(in)j(the)e
(Gbit/second)105 1658 y(rates,)c Fb(Pro)q(ceedings)i(of)f(the)g(4th)g
(W)l(orkshop)g(on)g(F)l(ast)f(Soft)o(w)o(are)g(Encryption)p
Fv(,)i(Springer-V)l(erlag,)g(1997.)11 1751 y([16])22
b(T.)27 b(Johansson,)j(Buc)o(k)o(et)d(hashing)h(with)g(small)g(k)o(ey)g
(size,)j Fb(Adv)m(ances)d(in)g(Cryptology)f({)g(EUR)o(O-)105
1808 y(CR)l(YPT)15 b('97,)f Fv(Lecture)i(Notes)f(in)h(Computer)f
(Science,)h(Springer-V)l(erlag,)h(1997.)11 1902 y([17])22
b(T.)c(Johansson,)h(G.)e(Kabatianskii)j(and)f(B.)f(Smeets,)h(On)g(the)g
(relation)g(b)q(et)o(w)o(een)g(A-co)q(des)g(and)f(co)q(des)105
1958 y(correcting)13 b(indep)q(enden)o(t)j(errors.)c
Fb(Adv)m(ances)i(in)g(Cryptology)e({)h(EUR)o(OCR)l(YPT)h('93,)f
Fv(Lecture)g(Notes)g(in)105 2014 y(Computer)i(Science,)h(v)o(ol.)f
(765,)f(Springer-V)l(erlag,)i(1994,)e(pp.)h(1{11.)11
2108 y([18])22 b(H.)38 b(Kra)o(w)o(czyk,)k(LFSR-based)e(hashing)f(and)f
(authen)o(tication,)44 b Fb(Adv)m(ances)39 b(in)g(Cryptology)e({)105
2165 y(CR)l(YPTO)16 b('94,)f Fv(Lecture)i(Notes)f(in)g(Computer)g
(Science,)i(v)o(ol.)d(839,)g(Springer-V)l(erlag,)i(1994,)e(pp.)h(129{)
105 2221 y(139.)11 2315 y([19])22 b(M.)14 b(Lub)o(y)i(and)f(C.)g(Rac)o
(k)o(o\013,)e(Ho)o(w)i(to)f(construct)h(pseudorandom)g(p)q(erm)o
(utations)g(from)g(pseudorandom)105 2371 y(functions,")g
Fb(SIAM)h(J.)f(Comput,)f Fv(v)o(ol.)h(17,)f(no.)h(2)g(\(April)h
(1988\).)11 2465 y([20])22 b(X.)10 b(Lai,)i(R.)f(Ruepp)q(el)j(and)d(J.)
f(W)l(o)q(ollv)o(en,)j(A)e(fast)f(cryptographic)h(c)o(hec)o(ksum)g
(algorithm)g(based)g(on)g(stream)105 2522 y(ciphers,)k
Fb(Adv)m(ances)g(in)f(Cryptology)l(,)g(Pro)q(ceedings)h(of)e(A)o(USCR)l
(YPT)h(92,)g Fv(Lecture)g(Notes)g(in)g(Computer)105 2578
y(Science,)j(v)o(ol.)d(718,)g(Springer-V)l(erlag,)j(1992,)c(pp.)j
(339{348.)952 2824 y(19)p eop
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20 19 bop 11 79 a Fv([21])22 b(P)l(.)12 b(P)o(earson,)g(F)l(ast)g
(hashing)h(of)g(v)m(ariable-length)h(text)f(strings,)f
Fb(Comm)o(unications)h(of)f(the)h(A)o(CM,)f Fv(v)o(ol.)g(33,)105
136 y(no.)j(6)f(\(1990\),)f(pp.)j(677{680.)11 230 y([22])22
b(R.)15 b(Riv)o(est,)g(The)h(MD5)e(message)h(digest)g(algorithm,)g
(IETF)g(RF)o(C-1321,)f(1992.)11 323 y([23])22 b(P)l(.)15
b(Roga)o(w)o(a)o(y,)f(Buc)o(k)o(et)i(hashing)g(and)g(its)g(application)
i(to)d(fast)g(message)g(authen)o(tication,)h Fb(Adv)m(ances)h(in)105
380 y(Cryptology)h({)g(CR)l(YPTO)h('95)p Fv(,)f(Lecture)h(Notes)f(in)h
(Computer)f(Science,)j(v)o(ol.)d(963,)g(Springer-V)l(erlag,)105
436 y(1995,)13 b(pp.)j(313{328.)11 530 y([24])22 b(V.)10
b(Shoup,)i(On)g(fast)e(and)h(pro)o(v)m(ably)g(secure)h(message)e
(authen)o(tication)i(based)f(on)f(univ)o(ersal)i(hashing,)h
Fb(Ad-)105 587 y(v)m(ances)f(in)h(Cryptology)e({)h(CR)l(YPTO)g('96)p
Fv(,)f(Lecture)i(Notes)e(in)i(Computer)e(Science,)j(v)o(ol.)e(1109,)f
(Springer-)105 643 y(V)l(erlag,)k(1996,)f(pp.)h(74{85.)11
737 y([25])22 b(A.)13 b(Siegel)h(On)g(univ)o(ersal)g(classes)g(of)f
(fast)f(high)i(p)q(erformance)f(hash)h(functions,)g(their)f(time-space)
h(trade-)105 793 y(o\013,)20 b(and)g(their)g(applications,)i(30th)d
(Ann)o(ual)i(Symp)q(osium)g(on)f(F)l(oundations)g(of)f(Computer)g
(Science,)105 850 y(IEEE)c(Computer)g(So)q(ciet)o(y)l(,)h(1989,)d(pp.)j
(20{25.)11 944 y([26])22 b(G.)c(Simmons,)h(A)g(surv)o(ey)f(of)g
(information)h(authen)o(tication,)g(in)g Fb(Con)o(temp)q(orary)f
(Cryptograph)o(y)l(,)g(The)105 1000 y(Science)f(of)e(Information)g(In)o
(tegrit)o(y)l(,)g Fv(G.)f(Simmons,)h(editor,)g(IEEE)h(Press,)e(New)i(Y)
l(ork,)e(1992.)11 1094 y([27])22 b(D.)17 b(Stinson,)h(Univ)o(ersal)h
(hashing)f(and)g(authen)o(tication)g(co)q(des,)h Fb(Designs,)f(Co)q
(des)g(and)f(Cryptograph)o(y)l(,)105 1150 y Fv(v)o(ol.)e(4)g(\(1994\),)
e(pp.)i(369{380.)11 1244 y([28])22 b(R.)17 b(T)l(a)o(ylor,)f(An)h(in)o
(tegrit)o(y)g(c)o(hec)o(k)g(v)m(alue)h(algorithm)f(for)f(stream)g
(ciphers,)j Fb(Adv)m(ances)e(in)h(Cryptology)e({)105
1301 y(CR)l(YPTO)g(`93)p Fv(,)e(Lecture)h(Notes)g(in)h(Computer)f
(Science,)i(v)o(ol.)e(773,)f(Springer-V)l(erlag,)i(1994,)d(40{48.)11
1394 y([29])22 b(J.)15 b(T)l(ouc)o(h,)g(P)o(erformance)f(analysis)i(of)
f(MD5,)f(Pro)q(c.)h(Sigcomm)g('95,)f(A)o(CM,)g(1995,)g(pp.)h(77{86.)11
1488 y([30])22 b(G.)15 b(Tsudik,)h(Message)f(authen)o(tication)h(with)g
(one-w)o(a)o(y)f(hash)g(functions,)h Fb(Pro)q(ceedings)h(of)e(Info)q
(com)h(92,)105 1545 y Fv(IEEE)f(Press,)g(1992.)11 1638
y([31])22 b(U.)13 b(V)l(azirani,)i(E\016ciency)h(considerations)e(in)h
(using)g(semi-random)f(sources,)g Fb(Pro)q(ceedings)h(of)f(the)g(Nine-)
105 1695 y(teen)o(th)h(Ann)o(ual)h(A)o(CM)f(Symp)q(osium)h(on)f(Theory)
g(of)g(Computing)p Fv(,)g(A)o(CM)f(Press,)h(1987,)e(pp.)j(160{168.)11
1789 y([32])22 b(M.)9 b(W)l(egman)h(and)h(L.)f(Carter,)g(New)g(hash)g
(functions)h(and)g(their)f(use)h(in)g(authen)o(tication)g(and)f(set)g
(equalit)o(y)l(,)105 1845 y Fb(J.)15 b(of)g(Computer)f(and)i(System)f
(Sciences,)i Fv(v)o(ol.)d(22,)h(1981,)e(pp.)j(265{279.)11
1939 y([33])22 b(A.)10 b(Zobrist,)g(A)h(new)f(hashing)h(metho)q(d)g
(with)f(applications)i(for)e(game)g(pla)o(ying,)h(Univ)o(ersit)o(y)g
(of)f(Wisconsin,)105 1995 y(Dept.)k(of)h(Computer)g(Science,)i(TR)e
(#88)g(\(April)h(1970\).)0 2139 y FE(A)67 b(De\014nitions)23
b(of)f(Securit)n(y)0 2240 y Fw(MA)o(C)15 b(security.)k
Fv(W)l(e)13 b(follo)o(w)h([14)o(,)f(5])g(and)h(de\014ne)g
(deterministic,)i(coun)o(ter-based)d(message)g(authen)o(tication)0
2297 y(co)q(des.)35 b(A)20 b(MA)o(C)f(sc)o(heme)h Fs(M)g
Fv(sp)q(eci\014es:)31 b(constan)o(ts)19 b Fu(L)h Fv(and)g
Fu(c)p Fv(,)g(determining)i(Messages)d(=)i Fs(f)p Fv(0)p
Fu(;)8 b Fv(1)p Fs(g)1803 2276 y Fq(\024)p Fr(L)1877
2297 y Fv(and)0 2353 y(T)l(ags)17 b(=)i Fs(f)p Fv(0)p
Fu(;)8 b Fv(1)p Fs(g)275 2332 y Fr(c)292 2353 y Fv(;)20
b(a)e(set)g(of)g(strings)g(Keys;)i(a)e(n)o(um)o(b)q(er)h(MAX)f
(\(alternativ)o(ely)l(,)h(MAX)f(=)g Fs(1)p Fv(\);)i(and)f(a)f(pair)g
(of)0 2409 y(functions)e(\(MA)o(C)o Fu(;)8 b Fv(MA)o(CV)o(\),)15
b(where)399 2512 y(MA)o(C)d(:)83 b(Keys)10 b Fs(\002)h
Fv(Messages)e Fs(\002)i(f)p Fv(1)p Fu(;)d(:)g(:)g(:)t(;)g
Fv(MAX)o Fs(g)k(!)h Fv(T)l(ags)p Fu(;)52 b Fv(and)364
2580 y(MA)o(CV)13 b(:)83 b(Keys)10 b Fs(\002)h Fv(Messages)e
Fs(\002)i Fv(T)l(ags)h Fs(!)h(f)p Fv(0)p Fu(;)8 b Fv(1)p
Fs(g)i Fu(:)952 2824 y Fv(20)p eop
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/parenleft /parenright /asterisk /plus
/comma /minus /period /slash
/zero /one /two /three /four /five /six /seven
/eight /nine /colon /semicolon
/less /equal /greater /question
/at /A /B /C /D /E /F /G
/H /I /J /K /L /M /N /O
/P /Q /R /S /T /U /V /W
/X /Y /Z /bracketleft
/backslash /bracketright /asciicircum /underscore
/quoteleft /a /b /c /d /e /f /g
/h /i /j /k /l /m /n /o
/p /q /r /s /t /u /v /w
/x /y /z /braceleft
/bar /braceright /asciitilde /guilsinglright
/fraction /florin /quotesingle /quotedblleft
/guilsinglleft /fi /fl /endash
/dagger /daggerdbl /bullet /quotesinglbase
/quotedblbase /quotedblright /ellipsis /trademark
/dotlessi /grave /acute /circumflex
/tilde /macron /breve /dotaccent
/dieresis /perthousand /ring /cedilla
/Ydieresis /hungarumlaut /ogonek /caron
/emdash /exclamdown /cent /sterling
/currency /yen /brokenbar /section
/dieresis /copyright /ordfeminine /guillemotleft
/logicalnot /hyphen /registered /macron
/degree /plusminus /twosuperior /threesuperior
/acute /mu /paragraph /periodcentered
/cedilla /onesuperior /ordmasculine /guillemotright
/onequarter /onehalf /threequarters /questiondown
/Agrave /Aacute /Acircumflex /Atilde
/Adieresis /Aring /AE /Ccedilla
/Egrave /Eacute /Ecircumflex /Edieresis
/Igrave /Iacute /Icircumflex /Idieresis
/Eth /Ntilde /Ograve /Oacute
/Ocircumflex /Otilde /Odieresis /multiply
/Oslash /Ugrave /Uacute /Ucircumflex
/Udieresis /Yacute /Thorn /germandbls
/agrave /aacute /acircumflex /atilde
/adieresis /aring /ae /ccedilla
/egrave /eacute /ecircumflex /edieresis
/igrave /iacute /icircumflex /idieresis
/eth /ntilde /ograve /oacute
/ocircumflex /otilde /odieresis /divide
/oslash /ugrave /uacute /ucircumflex
/udieresis /yacute /thorn /ydieresis ] def
/showcasedingbatencoding [
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef
/.notdef /a1 /a2 /a202 /a3 /a4 /a5 /a119 /a118 /a117
/a11 /a12 /a13 /a14 /a15 /a16 /a105 /a17 /a18 /a19
/a20 /a21 /a22 /a23 /a24 /a25 /a26 /a27 /a28 /a6 /a7
/a8 /a9 /a10 /a29
/a30 /a31 /a32 /a33 /a34 /a35 /a36 /a37 /a38 /a39
/a40 /a41 /a42 /a43 /a44 /a45 /a46 /a47 /a48 /a49
/a50 /a51 /a52 /a53 /a54 /a55 /a56 /a57 /a58 /a59
/a60 /a61 /a62 /a63 /a64 /a65 /a66 /a67 /a68 /a69
/a70 /a71 /a72 /a73 /a74 /a203 /a75 /a204 /a76 /a77 /a78
/a79 /a81 /a82 /a83 /a84 /a97 /a98 /a99 /a100 /.notdef
/a205 /a85 /a206 /a86 /a87 /a88 /a89 /a90 /a91 /a92 /a93
/a94 /a95 /a96
/.notdef /.notdef /.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef /.notdef /.notdef
/.notdef /.notdef /.notdef /.notdef /.notdef /.notdef
/.notdef /a101 /a102 /a103 /a104 /a106 /a107 /a108
/a112 /a111 /a110 /a109
/a120 /a121 /a122 /a123 /a124 /a125 /a126 /a127 /a128 /a129
/a130 /a131 /a132 /a133 /a134 /a135 /a136 /a137 /a138 /a139
/a140 /a141 /a142 /a143 /a144 /a145 /a146 /a147 /a148 /a149
/a150 /a151 /a152 /a153 /a154 /a155 /a156 /a157 /a158 /a159
/a160 /a161 /a163 /a164 /a196 /a165 /a192 /a166 /a167 /a168
/a169 /a170 /a171 /a172 /a173 /a162 /a174 /a175 /a176 /a177
/a178 /a179 /a193 /a180 /a199 /a181 /a200 /a182 /.notdef
/a201 /a183 /a184 /a197 /a185 /a194 /a198 /a186 /a195 /a187
/a188 /a189 /a190 /a191 /.notdef
] def
/Times-Roman findfont
dup length dict begin
  {1 index /FID ne {def} {pop pop} ifelse} forall
  /Encoding showcaseisoencoding def
  currentdict
end
/Times-Roman-SHOWISO exch definefont pop
/DJB where { pop save true } { false } ifelse
% %!PS-AdobeFont-2.0: DJB 001.001

% To load to VM, remove the '' character from the 'exitserver' line.

% serverdict begin 0 exitserver % for VM installation

11 dict begin
/FontInfo 10 dict dup begin
version (001.000) readonly def
/Notice (Adobe Type 1 format font) readonly def
/Copyright (This is a spot for a copywrite notice) readonly def
/FullName (SGI DJB) readonly def
/FamilyName (SGI DJB) readonly def
/Weight (Medium) readonly def
/ItalicAngle 0 def
/isFixedPitch false def
/UnderlinePosition -110 def
/UnderlineThickness 49 def
end readonly def
/FontName /DJB def
/Encoding StandardEncoding def
/PaintType 0 def
/FontType 1 def
/FontMatrix [0.001 0 0 0.001 0 0] readonly def
/UniqueID 40454 def
/FontBBox{-603 -760 1281 861}readonly def
currentdict end
currentfile eexec
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cleartomark
{ restore } if
/DJB findfont
dup length dict begin
  {1 index /FID ne {def} {pop pop} ifelse} forall
  /Encoding showcaseisoencoding def
  currentdict
end
/DJB-SHOWISO exch definefont pop
/Haeberli where { pop save true } { false } ifelse
% %!PS-AdobeFont-2.0: Haeberli 001.001

% To load to VM, remove the '' character from the 'exitserver' line.

% serverdict begin 0 exitserver % for VM installation

11 dict begin
/FontInfo 10 dict dup begin
version (001.000) readonly def
/Notice (Adobe Type 1 format font) readonly def
/Copyright (This is a spot for a copywrite notice) readonly def
/FullName (SGI Haeberli) readonly def
/FamilyName (SGI Haeberli) readonly def
/Weight (Medium) readonly def
/ItalicAngle 0 def
/isFixedPitch false def
/UnderlinePosition -110 def
/UnderlineThickness 49 def
end readonly def
/FontName /Haeberli def
/Encoding StandardEncoding def
/PaintType 0 def
/FontType 1 def
/FontMatrix [0.001 0 0 0.001 0 0] readonly def
/UniqueID 53457 def
/FontBBox{-129 -396 747 707}readonly def
currentdict end
currentfile eexec
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%%EndDocument
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b(A)13 b(MA)o(C)g(oracle)h(MA)o(C)1364 1390 y Fr(k)1385
1383 y Fv(\()p Fs(\001)p Fv(\))e(for)h Fs(M)g Fv(b)q(eha)o(v)o(es)g(as)
g(follo)o(ws:)0 1439 y(it)h(answ)o(ers)g(its)g(\014rst)g(query)l(,)g
Fu(x)527 1446 y Fp(1)547 1439 y Fv(,)g(with)g(MA)o(C)783
1446 y Fr(k)805 1439 y Fv(\()p Fu(x)849 1446 y Fp(1)868
1439 y Fu(;)8 b Fv(1\);)13 b(it)h(answ)o(ers)g(its)g(second)g(query)l
(,)h Fu(x)1536 1446 y Fp(2)1555 1439 y Fv(,)f(with)h(MA)o(C)1792
1446 y Fr(k)1813 1439 y Fv(\()p Fu(x)1857 1446 y Fp(2)1877
1439 y Fu(;)8 b Fv(2\);)0 1496 y(and)15 b(so)f(forth.)19
b(The)c(MA)o(C)e(oracle)i(resp)q(onds)g(with)g(the)g(empt)o(y)f(string)
g(to)g(queries)i(b)q(ey)o(ond)f(the)f(MAX)1805 1479 y
Fo(th)1855 1496 y Fv(or)g(to)0 1552 y(queries)i(not)f(in)h(the)f(set)g
(Messages.)71 1608 y(An)f(adv)o(ersary)f Fu(E)i Fv(for)f(a)f(message)g
(authen)o(tication)i(sc)o(heme)f Fs(M)f Fv(is)i(an)e(algorithm)h
(equipp)q(ed)i(with)e(a)g(MA)o(C)0 1665 y(oracle)f(MA)o(C)236
1672 y Fr(k)257 1665 y Fv(\()p Fs(\001)p Fv(\).)18 b(Adv)o(ersary)12
b Fu(E)j Fv(is)d(said)h(to)f(forge)g(on)g(a)g(particular)h(execution,)h
(this)f(execution)g(ha)o(ving)g(MA)o(C)0 1721 y(oracle)19
b(MA)o(C)242 1728 y Fr(k)263 1721 y Fv(\()p Fs(\001)p
Fv(\),)f(if)g Fu(E)j Fv(outputs)d(a)g(string)g(\()p Fu(x)829
1705 y Fq(\003)848 1721 y Fu(;)8 b(\033)897 1705 y Fq(\003)916
1721 y Fv(\))18 b(where)g(MA)o(CV)1228 1728 y Fr(k)1250
1721 y Fv(\()p Fu(x)1294 1705 y Fq(\003)1313 1721 y Fu(;)8
b(\033)1362 1705 y Fq(\003)1381 1721 y Fv(\))17 b(=)h(1)g(y)o(et)g
Fu(E)i Fv(made)f(no)f(oracle)0 1778 y(query)f(of)g Fu(x)208
1761 y Fq(\003)228 1778 y Fv(.)25 b(When)17 b(w)o(e)g(sp)q(eak)g(of)g
Fu(E)i Fv(forging)e(with)g(a)g(particular)h(probabilit)o(y)l(,)g(that)f
(probabilit)o(y)h(is)f(tak)o(en)0 1834 y(o)o(v)o(er)g
Fu(E)s Fv('s)f(coin)j(tosses)e(and)h(a)f(random)g(k)o(ey)h
Fu(k)h Fv(for)e(the)g(MA)o(C)g(oracle.)28 b(Running)20
b(times)d(are)h(measured)g(in)g(a)0 1891 y(standard)g(RAM)g(mo)q(del)i
(of)e(computation,)g(with)h(oracle)g(queries)g(coun)o(ting)g(as)f(one)g
(step.)30 b(By)18 b(con)o(v)o(en)o(tion,)0 1947 y(the)d(running)i(time)
e(of)g Fu(E)i Fv(also)e(includes)j(the)d(size)h(of)f
Fu(E)s Fv('s)f(description.)0 2029 y Fw(PRF)26 b(security.)42
b Fv(W)l(e)22 b(follo)o(w)h([13)o(,)f(5].)42 b(A)23 b(\014nite)h
(pseudorandom)f(function)g(family)g(\(PRF\))g(is)g(a)f(map)0
2085 y Fu(F)28 b Fv(:)21 b Fs(f)p Fv(0)p Fu(;)8 b Fv(1)p
Fs(g)202 2064 y Fr(\024)238 2085 y Fs(\002)14 b(f)p Fv(0)p
Fu(;)8 b Fv(1)p Fs(g)398 2064 y Fr(l)432 2085 y Fs(!)22
b(f)p Fv(0)p Fu(;)8 b Fv(1)p Fs(g)610 2064 y Fr(b)627
2085 y Fv(.)36 b(W)l(e)20 b(write)h Fu(F)910 2092 y Fr(a)931
2085 y Fv(\()p Fu(x)p Fv(\))f(in)h(place)g(of)f Fu(F)6
b Fv(\()p Fu(a;)i(x)p Fv(\).)35 b(Let)20 b Fu(R)1560
2092 y Fr(l;b)1618 2085 y Fv(b)q(e)h(the)g(set)f(of)g(all)0
2147 y(functions)e(mapping)g Fs(f)p Fv(0)p Fu(;)8 b Fv(1)p
Fs(g)498 2126 y Fr(l)528 2147 y Fv(to)17 b Fs(f)p Fv(0)p
Fu(;)8 b Fv(1)p Fs(g)697 2126 y Fr(b)714 2147 y Fv(.)26
b(A)17 b Ft(distinguisher)22 b Fv(is)c(an)f(algorithm)g
Fu(D)h Fv(with)g(access)f(to)g(an)g(oracle.)0 2204 y(W)l(e)e(sa)o(y)g
(that)g(a)g(PRF)g Fu(F)22 b Fv(is)16 b Fu(\017)p Fv(\()p
Fu(t;)8 b(q)r Fv(\)-secure)16 b(if)g(for)e(ev)o(ery)i(distinguisher)h
Fu(D)f Fv(whic)o(h)h(runs)e(in)h(time)g Fu(t)g Fv(and)g(mak)o(es)0
2268 y Fu(q)i Fv(or)d(few)o(er)h(queries)h(to)e(its)h(oracle,)70
b(Pr)634 2300 y Fr(k)q Fq( f)p Fp(0)p Fr(;)p Fp(1)p Fq(g)768
2285 y Fi(\024)796 2221 y Fm(h)816 2268 y Fu(D)855 2249
y Fr(F)877 2255 y Fi(k)896 2249 y Fp(\()p Fq(\001)p Fp(\))948
2268 y Fv(=)13 b(1)1019 2221 y Fm(i)1049 2268 y Fs(\000)44
b Fv(Pr)1095 2297 y Fr(\032)p Fq( )p Fr(R)1175 2303 y
Fi(l;b)1218 2221 y Fm(h)1237 2268 y Fu(D)1276 2249 y
Fr(\032)p Fp(\()p Fq(\001)p Fp(\))1346 2268 y Fv(=)13
b(1)1417 2221 y Fm(i)1450 2268 y Fs(\024)i Fu(\017)p
Fv(\()p Fu(t;)8 b(q)r Fv(\))i(.)22 b(Running)c(times)0
2348 y(are)d(measured)g(in)g(a)g(standard)f(RAM)h(mo)q(del)h(of)f
(computation,)f(with)i(oracle)f(queries)g(coun)o(ting)h(as)e(one)h
(step.)0 2405 y(By)g(con)o(v)o(en)o(tion,)g(the)h(running)g(time)f(of)g
Fu(E)i Fv(also)f(includes)h(the)e(size)i(of)d Fu(E)s
Fv('s)g(description.)952 2824 y(21)p eop
%%Page: 22 22
22 21 bop 162 140 2 57 v 335 123 a Fl(0)p 533 140 V 227
w(1)p 668 140 V 178 w(2)p 940 140 V 277 w(3)p 1275 140
V 285 w(4)p 1561 140 V 259 w(6)p 1846 140 V 151 w Fa(R)p
1928 140 V 163 142 1766 2 v 42 199 a Fu(t)13 b Fv(=)g(1)p
162 234 2 95 v 533 234 V 448 w(1)p 668 234 V 940 234
V 484 w(1)p 1275 234 V 1561 234 V 1846 234 V 756 w(1)p
1928 234 V 163 236 1766 2 v 42 293 a Fu(t)g Fv(=)g(2)p
162 329 2 95 v 339 276 a Fp(6)p 331 283 34 2 v 331 309
a Fq(N)p 533 329 2 95 v 668 329 V 724 276 a Fp(3)p Fr(N)774
264 y Fj(2)791 276 y Fp(+10)p Fr(N)p 724 283 161 2 v
788 309 a Fq(N)p 940 329 2 95 v 1275 329 V 1407 293 a
Fv(1)p 1561 329 V 263 w(1)p 1846 329 V 1928 329 V 163
330 1766 2 v 42 388 a Fu(t)g Fv(=)g(3)p 162 423 2 95
v 533 423 V 559 370 a Fp(42)p Fr(N)627 358 y Fj(3)p 559
377 85 2 v 576 405 a Fq(N)610 395 y Fj(2)p 668 423 2
95 v 940 423 V 1066 370 a Fp(54)p Fr(N)1134 358 y Fj(4)p
1066 377 85 2 v 1083 405 a Fq(N)1117 395 y Fj(2)p 1275
423 2 95 v 1561 423 V 1846 423 V 1876 388 a Fv(1)p 1928
423 V 163 425 1766 2 v 42 482 a Fu(t)g Fv(=)g(4)p 162
518 2 95 v 297 464 a Fp(324)p Fr(N)383 453 y Fj(4)p 297
471 102 2 v 322 499 a Fq(N)356 490 y Fj(2)p 533 518 2
95 v 668 518 V 695 464 a Fp(60)p 695 471 36 2 v 696 498
a Fq(N)745 482 y Fv(+)795 464 y Fp(1098)p Fr(N)899 453
y Fj(5)p 795 471 120 2 v 830 499 a Fq(N)864 490 y Fj(3)p
940 518 2 95 v 1275 518 V 1302 464 a Fp(60)p Fr(N)p 1302
471 67 2 v 1318 498 a Fq(N)1384 482 y Fv(+)1434 464 y
Fp(438)p Fr(N)1520 453 y Fj(6)p 1434 471 102 2 v 1459
499 a Fq(N)1493 490 y Fj(3)p 1561 518 2 95 v 1587 464
a Fp(15)p Fr(N)1655 453 y Fj(2)p 1587 471 85 2 v 1612
498 a Fq(N)1687 482 y Fv(+)1737 464 y Fp(25)p Fr(N)1805
453 y Fj(4)p 1737 471 V 1753 499 a Fq(N)1787 490 y Fj(2)p
1846 518 2 95 v 1928 518 V 163 519 1766 2 v 42 577 a
Fu(t)g Fv(=)g(5)p 162 612 2 95 v 533 612 V 668 612 V
940 612 V 966 559 a Fp(4320)p Fr(N)1070 547 y Fj(8)1086
559 y Fp(+25680)p Fr(N)1235 547 y Fj(7)p 966 566 284
2 v 1083 594 a Fq(N)1117 584 y Fj(4)p 1275 612 2 95 v
1561 612 V 1846 612 V 1928 612 V 163 614 1766 2 v 42
671 a Fu(t)g Fv(=)g(6)p 162 707 2 95 v 188 653 a Fp(25920)p
Fr(N)310 642 y Fj(8)325 653 y Fp(+154080)p Fr(N)492 642
y Fj(7)p 188 660 320 2 v 322 688 a Fq(N)356 679 y Fj(5)p
533 707 2 95 v 668 707 V 940 707 V 1275 707 V 1561 707
V 1846 707 V 1928 707 V 163 708 1766 2 v 0 832 a Fv(Figure)18
b(4:)26 b Ff(Ro)o(w)18 b Fu(t)p Ff(,)h(column)f Fu(i)g
Ff(gives)g(our)g(b)q(ound)i(on)f Fu(f)958 839 y Fr(i)972
832 y Fv(\()p Fu(t)p Fv(\))p Ff(.)29 b(The)18 b(only)h(value)f(needed)i
(is)f Fu(f)1588 839 y Fp(0)1608 832 y Fv(\(6\))p Ff(;)f(w)o(e)g(need)i
(that)0 889 y Fv(2)p Fu(f)45 896 y Fp(0)65 889 y Fv(\(6\))11
b Fs(\024)i Fu(B)r Fv(\()p Fu(N)5 b Fv(\))p Ff(.)0 1029
y FE(B)67 b(Pro)r(of)22 b(of)f(Lemma)h(12)0 1130 y Fv(Here)f(w)o(e)g
(pro)o(v)o(e)g(Lemma)g(12,)h(giving)g(a)f(suitable)i(upp)q(er)f(b)q
(ound)g(on)f Fu(f)1298 1137 y Fp(0)1318 1130 y Fv(\(6\).)37
b(W)l(e)21 b(do)h(this)f(b)o(y)g(direct)h(cal-)0 1187
y(culation,)k(pa)o(ying)e(atten)o(tion)f(to)g(the)h(states)e(0)p
Fu(;)8 b Fv(1)p Fu(;)g Fv(2)p Fu(;)g Fv(3)p Fu(;)f Fv(4)p
Fu(;)g Fv(6)20 b(and)k(\\ev)o(erything)g(else.")45 b(T)l(o)24
b(that)f(end,)i(let)0 1243 y Fu(R)d Fv(=)g Fs(f)p Fv(5)p
Fu(;)8 b Fv(7)p Fu(;)g Fv(8)p Fu(;)g(:)f(:)g(:)t(;)h(N)d
Fs(g)20 b Fv(\(i.e.,)h(\\ev)o(erything)g(else"\))g(and)g(de\014ne)h
Fu(f)1179 1250 y Fr(R)1208 1243 y Fv(\()p Fu(t)p Fv(\))g(=)1339
1211 y Fm(P)1383 1255 y Fr(r)q Fq(2)p Fr(R)1460 1243
y Fu(f)1482 1250 y Fr(r)1501 1243 y Fv(\()p Fu(t)p Fv(\).)37
b(Let)21 b(us)g(write)g Fu(P)1905 1250 y Fr(Rj)0 1300
y Fv(for)68 1267 y Fm(P)112 1311 y Fr(r)q Fq(2)p Fr(R)189
1300 y Fu(P)218 1307 y Fr(r)q(j)253 1300 y Fv(.)f(Keep)15
b(in)g(mind)g(that)e Fu(R)h Fv(is)g Ft(not)k Fv(a)c(state)f(of)h(an)o
(y)f(Mark)o(o)o(v)g(c)o(hain)i(w)o(e)e(ha)o(v)o(e)h(de\014ned;)h(this)g
(is)f(just)0 1356 y(a)h(con)o(v)o(enien)o(t)h(shorthand.)71
1412 y(W)l(e)g(will)i(establish)f(the)f(b)q(ounds)h(indicated)h(in)f
(Figure)f(4,)g(where)g(ro)o(w)f Fu(t)p Fv(,)h(column)h
Fu(i)f Fv(is)h(the)f(upp)q(er)h(b)q(ound)0 1469 y(w)o(e)i(sho)o(w)f
(for)g Fu(f)282 1476 y Fr(i)296 1469 y Fv(\()p Fu(t)p
Fv(\).)31 b(T)l(o)18 b(see)h(ho)o(w)g(these)g(b)q(ounds)g(are)g
(computed,)g(refer)g(to)f(Figure)h(3,)g(whic)o(h)h(depicts)g(the)0
1525 y(relev)m(an)o(t)c(transition)f(probabilities)j(of)d
Fu(M)5 b Fv(.)71 1582 y(W)l(e)17 b(start)f(with)i(the)f(trivial)h(b)q
(ounds:)25 b Fu(f)787 1589 y Fp(1)807 1582 y Fv(\(1\))15
b Fs(\024)i Fv(1,)g Fu(f)1008 1589 y Fp(3)1028 1582 y
Fv(\(1\))e Fs(\024)h Fv(1,)h Fu(f)1228 1589 y Fr(R)1257
1582 y Fv(\(1\))f Fs(\024)g Fv(1,)h Fu(f)1458 1589 y
Fp(4)1478 1582 y Fv(\(2\))e Fs(\024)i Fv(1,)g(and)g Fu(f)1769
1589 y Fp(2)1789 1582 y Fv(\(6\))e Fs(\024)i Fv(1.)0
1638 y(These)g(are)g(ob)o(vious,)g(since)h(eac)o(h)f
Fu(f)629 1645 y Fr(i)643 1638 y Fv(\()p Fu(t)p Fv(\))g(represen)o(ts)g
(a)g(probabilit)o(y)l(.)26 b(No)o(w)16 b(refer)h(to)f(Figure)h(3)g(and)
g(calculate.)0 1695 y(Some)j(of)f(the)h(m)o(undane)g(arithmetic)g(is)g
(omitted.)34 b(In)20 b(cases)g(suc)o(h)g(as)f(the)h(calculation)h(of)e
Fu(f)1682 1702 y Fp(6)1702 1695 y Fv(\(4\),)h(the)g(sec-)0
1751 y(ond)e(inequalit)o(y)i(is)f(easily)g(seen)g(to)e(hold)i(for)f
(su\016cien)o(tly)h(large)g Fu(N)5 b Fv(;)18 b(the)h(crosso)o(v)o(er)e
(p)q(oin)o(t)h(w)o(as)g(determined)0 1808 y(n)o(umerically)l(.)303
1949 y Fy(f)323 1955 y Fe(0)342 1949 y FC(\(2\))41 b(=)h
Fy(f)530 1955 y Fe(3)549 1949 y FC(\(1\))9 b Fd(\001)g
Fy(P)659 1955 y Fe(30)436 2031 y Fd(\024)42 b FC(1)9
b Fd(\001)575 2003 y FC(6)p 566 2021 41 2 v 566 2059
a Fd(N)436 2131 y FC(=)525 2102 y(6)p 515 2121 V 515
2159 a Fd(N)303 2255 y Fy(f)323 2261 y Fe(2)342 2255
y FC(\(2\))41 b(=)h Fy(f)530 2261 y Fe(1)549 2255 y FC(\(1\))9
b Fd(\001)g Fy(P)659 2261 y Fe(12)703 2255 y FC(+)g Fy(f)764
2261 y Fe(3)783 2255 y FC(\(1\))h Fd(\001)e Fy(P)893
2261 y Fe(32)937 2255 y FC(+)i Fy(f)999 2261 y Fc(R)1026
2255 y FC(\(1\))p Fy(P)1106 2261 y Fc(R)p Fe(2)436 2341
y Fd(\024)42 b FC(1)9 b Fd(\001)566 2313 y FC(3\()p Fy(N)p
Fd(\000)r FC(1\)\()p Fy(N)p Fd(\000)r FC(2\))p 566 2332
263 2 v 677 2370 a Fd(N)842 2341 y FC(+)h(1)f Fd(\001)940
2313 y FC(18\()p Fy(N)p Fd(\000)r FC(3\))p 940 2332 163
2 v 1001 2370 a Fd(N)1116 2341 y FC(+)h(1)f Fd(\001)1213
2313 y FC(60)p 1213 2332 42 2 v 1214 2370 a Fd(N)436
2448 y(\024)515 2420 y FC(3)p Fy(N)574 2405 y Fe(2)601
2420 y FC(+)h(10)p Fy(N)p 515 2439 208 2 v 598 2477 a
Fd(N)741 2448 y FC(\()p Fy(N)17 b Fd(\025)11 b FC(12\))303
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Fy(f)530 2579 y Fe(2)549 2573 y FC(\(2\))9 b Fd(\001)g
Fy(P)659 2579 y Fe(21)703 2573 y FC(+)g Fy(f)764 2579
y Fe(4)783 2573 y FC(\(2\))h Fd(\001)e Fy(P)893 2579
y Fe(41)952 2824 y Fv(22)p eop
%%Page: 23 23
23 22 bop 436 95 a Fd(\024)515 67 y FC(3)p Fy(N)574 52
y Fe(2)601 67 y FC(+)10 b(10)p Fy(N)p 515 86 208 2 v
598 124 a Fd(N)736 95 y(\001)762 67 y FC(6\()p Fy(N)p
Fd(\000)r FC(2\))p 762 86 142 2 v 813 124 a Fd(N)918
95 y FC(+)g(1)f Fd(\001)1015 67 y FC(24)p 1015 86 42
2 v 1016 124 a Fd(N)436 202 y FC(=)515 174 y(\(3)p Fy(N)590
159 y Fe(2)617 174 y FC(+)h(10)p Fy(N)5 b FC(\)\(6)p
Fy(N)14 b Fd(\000)9 b FC(12\))g(+)g(24)p Fy(N)c FC(\()p
Fy(N)p Fd(\000)r FC(1\)\()p Fy(N)p Fd(\000)r FC(2\))p
515 193 795 2 v 883 231 a Fd(N)923 219 y Fe(2)436 309
y Fd(\024)515 281 y FC(42)p Fy(N)595 266 y Fe(3)p 515
300 99 2 v 534 338 a Fd(N)574 326 y Fe(2)303 434 y Fy(f)323
440 y Fe(3)342 434 y FC(\(3\))41 b(=)h Fy(f)530 440 y
Fe(0)549 434 y FC(\(2\))9 b Fd(\001)g Fy(P)659 440 y
Fe(03)703 434 y FC(+)g Fy(f)764 440 y Fe(2)783 434 y
FC(\(2\))h Fd(\001)e Fy(P)893 440 y Fe(23)937 434 y FC(+)i
Fy(f)999 440 y Fe(4)1018 434 y FC(\(2\))f Fd(\001)g Fy(P)1128
440 y Fe(43)1172 434 y FC(+)g Fy(f)1233 440 y Fe(6)1252
434 y FC(\(2\))h Fd(\001)e Fy(P)1362 440 y Fe(63)436
523 y Fd(\024)525 495 y FC(6)p 515 513 41 2 v 515 551
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480 y Fe(2)753 495 y FC(+)g(10)p Fy(N)p 666 513 208 2
v 750 551 a Fd(N)888 523 y(\001)914 495 y FC(6\()p Fy(N)p
Fd(\000)r FC(2\)\()p Fy(N)p Fd(\000)r FC(3\))p 914 513
263 2 v 1025 551 a Fd(N)1191 523 y FC(+)g(1)g Fd(\001)1288
495 y FC(36\()p Fy(N)p Fd(\000)r FC(4\))p 1288 513 163
2 v 1349 551 a Fd(N)1464 523 y FC(+)h(1)f Fd(\001)1562
495 y FC(120)p 1562 513 63 2 v 1573 551 a Fd(N)436 630
y(\024)515 602 y FC(54)p Fy(N)595 587 y Fe(4)p 515 620
99 2 v 534 658 a Fd(N)574 646 y Fe(2)303 754 y Fy(f)323
760 y Fe(0)342 754 y FC(\(4\))41 b(=)h Fy(f)530 760 y
Fe(3)549 754 y FC(\(3\))9 b Fd(\001)g Fy(P)659 760 y
Fe(30)436 843 y Fd(\024)515 815 y FC(54)p Fy(N)595 800
y Fe(4)p 515 834 V 534 872 a Fd(N)574 860 y Fe(3)627
843 y Fd(\001)663 815 y FC(6)p 653 834 41 2 v 653 872
a Fd(N)436 950 y(\024)515 922 y FC(324)p Fy(N)616 907
y Fe(4)p 515 940 119 2 v 545 979 a Fd(N)585 967 y Fe(3)303
1075 y Fy(f)323 1081 y Fe(2)342 1075 y FC(\(4\))41 b(=)h
Fy(f)530 1081 y Fe(1)549 1075 y FC(\(3\))9 b Fd(\001)g
Fy(P)659 1081 y Fe(12)703 1075 y FC(+)g Fy(f)764 1081
y Fe(3)783 1075 y FC(\(3\))h Fd(\001)e Fy(P)893 1081
y Fe(32)937 1075 y FC(+)i Fy(f)999 1081 y Fc(R)1026 1075
y FC(\(3\))p Fy(P)1106 1081 y Fc(R)p Fe(2)436 1163 y
Fd(\024)515 1135 y FC(42)p Fy(N)595 1120 y Fe(3)p 515
1154 99 2 v 534 1192 a Fd(N)574 1180 y Fe(2)627 1163
y Fd(\001)653 1135 y FC(3\()p Fy(N)p Fd(\000)r FC(1\)\()p
Fy(N)p Fd(\000)r FC(2\))p 653 1154 263 2 v 764 1192 a
Fd(N)930 1163 y FC(+)976 1135 y(54)p Fy(N)1056 1120 y
Fe(4)p 976 1154 99 2 v 996 1192 a Fd(N)1036 1180 y Fe(2)1088
1163 y Fd(\001)1114 1135 y FC(18\()p Fy(N)p Fd(\000)r
FC(3\))p 1114 1154 163 2 v 1175 1192 a Fd(N)1291 1163
y FC(+)f(1)g Fd(\001)1388 1135 y FC(60)p 1388 1154 42
2 v 1389 1192 a Fd(N)436 1270 y(\024)515 1242 y FC(60)p
515 1261 V 516 1299 a Fd(N)571 1270 y FC(+)617 1242 y(1098)p
Fy(N)739 1227 y Fe(5)p 617 1261 140 2 v 657 1299 a Fd(N)697
1287 y Fe(3)775 1270 y FC(\()p Fy(N)17 b Fd(\025)12 b
FC(3\))303 1395 y Fy(f)323 1401 y Fe(4)342 1395 y FC(\(4\))41
b(=)h Fy(f)530 1401 y Fe(1)549 1395 y FC(\(3\))9 b Fd(\001)g
Fy(P)659 1401 y Fe(14)703 1395 y FC(+)g Fy(f)764 1401
y Fe(3)783 1395 y FC(\(3\))h Fd(\001)e Fy(P)893 1401
y Fe(34)937 1395 y FC(+)i Fy(f)999 1401 y Fc(R)1026 1395
y FC(\(3\))g Fd(\001)e Fy(P)1136 1401 y Fc(R)p Fe(4)436
1484 y Fd(\024)515 1456 y FC(42)p Fy(N)595 1441 y Fe(3)p
515 1474 99 2 v 534 1512 a Fd(N)574 1500 y Fe(2)627 1484
y Fd(\001)h FC(1)g(+)724 1456 y(54)p Fy(N)804 1441 y
Fe(4)p 724 1474 V 744 1512 a Fd(N)784 1500 y Fe(2)837
1484 y Fd(\001)862 1456 y FC(9\()p Fy(N)p Fd(\000)r FC(3\)\()p
Fy(N)p Fd(\000)r FC(4\))p 862 1474 263 2 v 973 1512 a
Fd(N)1139 1484 y FC(+)h(1)f Fd(\001)1236 1456 y FC(60\()p
Fy(N)p Fd(\000)r FC(5\))h(+)f(210)p 1236 1474 276 2 v
1354 1512 a Fd(N)436 1591 y(\024)515 1563 y FC(60)p 515
1581 42 2 v 516 1619 a Fd(N)571 1591 y FC(+)617 1563
y(438)p Fy(N)718 1548 y Fe(6)p 617 1581 119 2 v 647 1619
a Fd(N)687 1607 y Fe(3)303 1715 y Fy(f)323 1721 y Fe(6)342
1715 y FC(\(4\))41 b(=)h Fy(f)530 1721 y Fe(3)549 1715
y FC(\(3\))9 b Fd(\001)g Fy(P)659 1721 y Fe(36)703 1715
y FC(+)g Fy(f)764 1721 y Fc(R)792 1715 y FC(\(3\))g Fd(\001)g
Fy(P)902 1721 y Fc(R)p Fe(6)436 1804 y Fd(\024)515 1776
y FC(54)p Fy(N)595 1761 y Fe(4)p 515 1795 99 2 v 534
1833 a Fd(N)574 1821 y Fe(2)627 1804 y Fd(\001)g FC(1)g(+)g(1)g
Fd(\001)775 1776 y FC(15\()p Fy(N)p Fd(\000)r FC(5\)\()p
Fy(N)p Fd(\000)r FC(6\))i(+)e(126\()p Fy(N)p Fd(\000)r
FC(7\))g(+)h(504)p 775 1795 631 2 v 1070 1833 a Fd(N)436
1911 y FC(=)515 1883 y(15)p Fy(N)595 1868 y Fe(2)p 515
1902 99 2 v 544 1940 a Fd(N)627 1911 y FC(+)674 1883
y(15)p Fy(N)754 1868 y Fe(4)781 1883 y FC(+)f(189)p Fy(N)923
1868 y Fe(3)950 1883 y Fd(\000)h FC(294)p Fy(N)1093 1868
y Fe(2)1120 1883 y Fd(\000)f FC(144)p Fy(N)p 674 1902
588 2 v 938 1940 a Fd(N)978 1928 y Fe(2)436 2018 y Fd(\024)515
1990 y FC(15)p Fy(N)595 1975 y Fe(4)p 515 2008 99 2 v
534 2046 a Fd(N)574 2034 y Fe(2)627 2018 y FC(+)674 1990
y(25)p Fy(N)754 1975 y Fe(2)p 674 2008 V 702 2046 a Fd(N)790
2018 y FC(\()p Fy(N)17 b Fd(\025)12 b FC(18\))303 2143
y Fy(f)323 2149 y Fe(3)342 2143 y FC(\(5\))41 b(=)h Fy(f)530
2149 y Fe(0)549 2143 y FC(\(4\))9 b Fd(\001)g Fy(P)659
2149 y Fe(03)703 2143 y FC(+)g Fy(f)764 2149 y Fe(2)783
2143 y FC(\(4\))h Fd(\001)e Fy(P)893 2149 y Fe(23)937
2143 y FC(+)i Fy(f)999 2149 y Fe(4)1018 2143 y FC(\(4\))f
Fd(\001)g Fy(P)1128 2149 y Fe(43)1172 2143 y FC(+)g Fy(f)1233
2149 y Fe(6)1252 2143 y FC(\(4\))h Fd(\001)e Fy(P)1362
2149 y Fe(63)436 2231 y Fd(\024)515 2203 y FC(324)p Fy(N)616
2188 y Fe(4)p 515 2222 119 2 v 545 2260 a Fd(N)585 2248
y Fe(3)648 2231 y Fd(\001)h FC(1)g(+)740 2173 y Fm(\022)776
2203 y FC(60)p 776 2222 42 2 v 777 2260 a Fd(N)831 2231
y FC(+)878 2203 y(1098)p Fy(N)1000 2188 y Fe(5)p 878
2222 140 2 v 918 2260 a Fd(N)958 2248 y Fe(3)1022 2173
y Fm(\023)1062 2231 y Fd(\001)1088 2203 y FC(6\()p Fy(N)p
Fd(\000)r FC(2\)\()p Fy(N)p Fd(\000)r FC(3\))p 1088 2222
263 2 v 1199 2260 a Fd(N)1365 2231 y FC(+)634 2291 y
Fm(\022)670 2321 y FC(60)p Fy(N)p 670 2340 80 2 v 690
2378 a Fd(N)764 2349 y FC(+)810 2321 y(438)p Fy(N)911
2306 y Fe(6)p 810 2340 119 2 v 840 2378 a Fd(N)880 2366
y Fe(3)934 2291 y Fm(\023)974 2349 y Fd(\001)999 2321
y FC(36\()p Fy(N)p Fd(\000)r FC(4\))p 999 2340 163 2
v 1060 2378 a Fd(N)1176 2349 y FC(+)1217 2291 y Fm(\022)1253
2321 y FC(15)p Fy(N)1333 2306 y Fe(2)p 1253 2340 99 2
v 1282 2378 a Fd(N)1365 2349 y FC(+)1412 2321 y(25)p
Fy(N)1492 2306 y Fe(4)p 1412 2340 V 1431 2378 a Fd(N)1471
2366 y Fe(2)1515 2291 y Fm(\023)1554 2349 y Fd(\001)1580
2321 y FC(120)p 1580 2340 63 2 v 1591 2378 a Fd(N)436
2467 y(\024)515 2439 y FC(4320)p Fy(N)637 2424 y Fe(8)664
2439 y FC(+)g(25680)p Fy(N)848 2424 y Fe(7)p 515 2458
351 2 v 661 2496 a Fd(N)701 2484 y Fe(4)303 2601 y Fy(f)323
2607 y Fe(0)342 2601 y FC(\(6\))41 b(=)h Fy(\031)534
2607 y Fe(3)552 2601 y FC(\(5\))9 b Fd(\001)650 2573
y FC(6)p 640 2591 41 2 v 640 2629 a Fd(N)952 2824 y Fv(23)p
eop
%%Page: 24 24
24 23 bop 436 95 a Fd(\024)515 67 y FC(4320)p Fy(N)637
52 y Fe(8)664 67 y FC(+)9 b(25680)p Fy(N)848 52 y Fe(7)p
515 86 351 2 v 661 124 a Fd(N)701 112 y Fe(4)880 95 y
Fd(\001)915 67 y FC(6)p 905 86 41 2 v 905 124 a Fd(N)436
202 y FC(=)515 174 y(25920)p Fy(N)658 159 y Fe(8)684
174 y FC(+)h(154080)p Fy(N)890 159 y Fe(7)p 515 193 393
2 v 681 231 a Fd(N)721 219 y Fe(5)0 357 y Fv(This)16
b(completes)g(the)f(pro)q(of)g(of)g(the)g(lemma.)1130
b Fs(})952 2824 y Fv(24)p eop
%%Trailer
end
userdict /end-hook known{end-hook}if
%%EOF