The Proportional Random Allocation Of Indivisible Units - Core

0 downloads 0 Views 345KB Size Report
compositions of proportional methods. The proportional method is the only fair method in the family. Keywords: proportionality, fair division, random allocation, ...
Wkh Sursruwlrqdo Udqgrp Doorfdwlrq Ri Lqglylvleoh Xqlwv Khuyì Prxolq Ulfh Xqlyhuvlw|

Qryhpehu 5333

Devwudfw Lqglylvleoh xqlwv duh udqgrpo| doorfdwhg dprqj djhqwv zlwk d fodlp 2 ghpdqg rq wkh uhvrxufhv1 Wkh dydlodeoh uhvrxufhv idoo vkruw ri wkh vxp ri lqglylgxdo fodlpv1 Wkh sursruwlrqdo phwkrg glvwulexwhv xqlwv vhtxhqwldoo|/ dqg wkh suredelolw| ri uhfhlylqj d xqlw dw dq| vwhs lv sursruwlrqdo wr wkh xqvdwlvhg fodlpv1 Zh fkdudfwhul}h wkh idplo| ri suredelolvwlf udwlrqlqj phwkrgv phhwlqj wkh wkuhh d{lrpv Frqvlvwhqf|/ Orzhu dqg Xsshu Frpsrvlwlrq1 Lw frqwdlqv wkh sur0 sruwlrqdo phwkrg/ doo ghwhuplqlvwlf {hg sulrulw| phwkrgv/ dqg wkh sulrulw| frpsrvlwlrqv ri sursruwlrqdo phwkrgv1 Wkh sursruwlrqdo phwkrg lv wkh rqo| idlu phwkrg lq wkh idplo|1 Nh|zrugv= sursruwlrqdolw|/ idlu glylvlrq/ udqgrp doorfdwlrq/ suredelolvwlf udwlrqlqj1 Khuyì Prxolq/ Ulfh Xqlyhuvlw|/ Ghsduwphqw ri Hfrqrplfv/ PV 55/ S1R1 Er{ 4; w> {, $ ^3> 4` m =

[ ]+Q>w>{,

< @ \ +}, @ 4 >

D suredelolvwlf udwlrqlqj phwkrg +uhvs1 d ghwhuplqlvwlf udwlrqlqj phwkrg,/ lv d pdsslqj  +uhvs1 u,/ dvvrfldwlqj wr hyhu| udwlrqlqj sureohp +Q> w> {, d suredelolvwlf vroxwlrq +Q> w> {, @ \ 5 ]+Q> w> {, +uhvs1 d ghwhuplqlvwlf vroxwlrq u+Q> w> {, @ } 5 ]+Q> w> {,,= Wkxv iru doo } 5 ]+Q> w> {,> +Q> w> {,+}, lv wkh suredelolw| wkdw wkh w xqlwv eh doorfdwhg dv }= Zh ghqrwh e| U dqg U uhvshfwlyho| wkh vhw ri suredelolvwlf dqg ghwhuplqlvwlf udwlrqlqj phwkrgv1 Fohduo|/ U  U1 Zkhq wkh vhw Q ri srwhqwldo djhqwv pd| fkdqjh/ zh zloo zulwh d suredelolvwlf udwlrqlqj phwkrg dv +Q , dqg wkhlu vhw dv U+Q ,1 Wklv qrwdwlrq lv xvhixo lq Vhfwlrq 9 zkhuh zh ghdo zlwk wkh Frqvlvwhqf| d{lrp1 Rq wkh rwkhu kdqg wkh oljkwhu qrwdwlrq > U lv hqrxjk prvw ri wkh wlph/ iru lqvwdqfh zkhq zh glvfxvv wkh d{lrpv Orzhu dqg Xsshu Frpsrvlwlrq wkdw gr qrw lqyroyh yduldwlrqv ri wkh vhwv Q ru Q 1 Wr d suredelolvwlf vroxwlrq | ri wkh udwlrqlqj sureohp +Q> w> {,>zh dvvrfldwh wkh yhfwru H| ri h{shfwhg vkduhv= ;| 5 ]+Q> w> {, = H| @

[

|+},}=

]+Q>w>{,

‚ wkhuhiruh jlyhq  lq U/ wkh pdsslqj Lq jhqhudo/ h{shfwhg vkduhv duh qrw lq L/ +Q> w> {, $ H+Q> w> {, lv qrw dq hohphqw ri U +dowkrxjk lw vhohfwv d ghwhuplqlvwlf yhfwru ri vkduhv,1 Zh zloo qhyhuwkhohvv vshdn ri wkh h{shfwhg udwlrqlqj phwkrg H dvvrfldwhg zlwk = Rxu uvw h{dpsoh lv d idplo| ri ghwhuplqlvwlf phwkrgv +lq U, fdoohg wkh sulrulw| phwkrgv1 Il{ dq rughulqj  ri Q  l1h1/ d frpsohwh/ wudqvlwlyh dqg dv|pphwulf elqdu| uhodwlrq rq Q 1 Wkh sulrulw| phwkrg u zrunv e| jlylqj devroxwh sulrulw| wr wkh fodlp ri wkh uvw djhqw lq Q dffruglqj wr / qh{w +li dq| uhvrxufhv duh ohiw,/ wr wkh fodlp ri wkh vhfrqg djhqw dqg vr rq1 Irupdoo|/ wkh ghwhuplqlvwlf vroxwlrq u +Q> w> {, @ } lv ghqhg e| wkh iroorzlqj frqglwlrqv= } 5 ]+Q> w> {,> iru doo l> m 5 Q = il suhfhghv m lq  dqg }l ? {l j , i}m @ 3j = Sulrulw| phwkrgv duh dv xqidlu dv fdq eh/ exw idluqhvv fdq eh uhvwruhg e| wkh xqeldvhg udqgrpl}dwlrq ri wkh rughulqj = Irupdoo|/ wkh udqgrp sulrulw| phwkrg us lv ghqhg dv iroorzv= iru dq| sureohp +Q> w> {,/ dqg dq| } 5 ]+Q> w> {,>ghqrwh e| R+}, wkh vhw ri doo rughulqjv  ri Q vxfk wkdw u +Q> w> {, @ }1 Wkhq us+Q> w> {,+}, @

mR+},m iru doo } 5 ]+Q> w> {, mQm$ 9

+4,

+zkhuh mDm ghqrwhv wkh fduglqdolw| ri D/ dqg m>m @ 3,1 Wklv ghqhv d phwkrg us lq U> wklv phwkrg lv idlu lq wkh vhqvh ri wkh Htxdo Wuhdwphqw ri Htxdov surshuw|= wzr djhqwv zlwk lghqwlfdo fodlpv duh wuhdwhg lghq0 wlfdoo| e| wkh phwkrg1 Irupdoo|/ i{l @ {m j @, l +Q> w> {, @ m +Q> w> {,

+5,

zkhuh l +Q> w> {, lv wkh surmhfwlrq rq wkh l0wk frruglqdwh ri wkh udqgrp ydul0 deoh +Q> w> {,  wkh l0wk pdujlqdo ri wkh suredelolw| glvwulexwlrq ryhu ]+Q> w> {, 5 1 Zh frqfoxgh wklv vhfwlrq e| ghqlqj wkh gxdolw| rshudwru zklfk sod|v dq lpsruwdqw uroh lq wklv yhuvlrq ri wkh udwlrqlqj sureohp/ dv lw grhv lq wkh pruh idploldu prgho zlwk ghwhuplqlvwlf dqg uhdo0ydoxhg vroxwlrqv +vhh Prxolq ^4 {Q  w> {, iru doo Q> w> {= Lq wkh deryh irupxod/ | @ +Q> {Q  w> {, lv d udqgrp yduldeoh zlwk udqjh lq ]+Q> {Q  w> {,> dqg |  @  +Q> w> {, lv d udqgrp yduldeoh lq ]+Q> w> {,1 Htxlydohqwo|/ wkh suredelolw| glvwulexwlrqv ri | dqg |  duh uhodwhg dv iroorzv=  +Q> w> {,+}, @ +Q> {Q  w> {,+{  }, iru doo Q> w> { dqg } 5 ]+Q> w> {, +6, Li u lv d ghwhuplqlvwlf phwkrg/ vr lv lwv gxdo u 1 Wkh gxdolw| rshudwru frp0 pxwhv zlwk wkh frpsxwdwlrq ri h{shfwhg vkduhv= H +Q> w> {, @ {  H+Q> {Q  w> {, zklfk fdq eh zulwwhq dv H @ +H, li zh wklqn ri H dv d +uhdo ydoxhg, udwlrqlqj phwkrg1  Wkh gxdo ri wkh sulrulw| phwkrg u lv u >zkhuh  lv wkh v|pphwulf rughulqj ri = Wkhuhiruh wkh udqgrp sulrulw| phwkrg us lv vhoi0gxdo = us @ us=

6

Wkh sursruwlrqdo phwkrg

Wklv lv wkh fhqwudo remhfw ri lqwhuhvw lq wklv sdshu1 Wkh vlpsohvw ghqlwlrq ri wkh sursruwlrqdo phwkrg lv uhfxuvlyh/ dqg uholhv rq wkh vwrfkdvwlf oolqj ru hpsw|lqj ri dq xuq1 Il{ Q dqg d suroh ri fodlpv {= Iloo dq xuq zlwk {Q edoov/ {l ri zklfk duh ri froru l= Hpsw| wkh xuq rqh edoo dw d wlph dqg zlwkrxw uhsodfhphqw/ gudzlqj dw hdfk vwhs hdfk edoo ohiw lq wkh xuq zlwk htxdo suredelolw|1 Diwhu {Q w edoov kdyh ehhq uhpryhg lq wklv zd|/ wkh +udqgrp, frqwhqw ri wkh xuq lv \ @ sur+Q> w> {,= 5 Wkh h{shfwhg vkduhv ri wkh udqgrp sulrulw| phwkrg duh d idploldu vroxwlrq lq wkh olwhudwxuh rq ghwhuplqlvwlf/ uhdo0ydoxhg udwlrqlqj sureohpv= .oREc |c % lv wkh Vkdsoh| ydoxh ri wkh frrshudwlyh jdph T E7 'plq t|c %7  iru doo 7 \  +vhh R*Qhloo ^4 {,= Zh jlyh qrz wkh sursruwlrqdo phwkrg lq forvhg irup/ qdpho| zh frpsxwh wkh suredelolw| glvwulexwlrq ri sur+Q> w> {,= Jlyhq Q> d qlwh vxevhw ri Q / dqg { lq L‚Q / zh ghqrwh e| G+Q> {, wkh vhw ri prqrwrqlf sdwkv iurp 3 wr {1 Zlwk wkh qrwdwlrq ^3> {` iru wkh vxevhw ri L‚Q ghqhg e| 3  }  {> d jhqhulf hohphqw g ri G+Q> {, lv d pdsslqj iurp i3> 4> ===> {Q j lqwr ^3> {` vxfk wkdw= gQ +w, @ w dqg w  w3 @, g+w,  g+w3 , iru doo w> w3 lq i3> 4> ===={Q j +lq sduwlfxodu/ g+3, @ 3 dqg g+{Q , @ {,= Qrwh wkdw e| fkrrvlqj d prqrwrqlf sdwk g iru hdfk fkrlfh ri +Q> {,/ zh rewdlq d ghwhuplqlvwlf udwlrqlqj phwkrg +dq hohphqw ri U,1 Doo phwkrgv lq U vdwlvi|lqj wkh prqrwrqlflw| surshuw|= w  w3 @, u+Q> w> {,  u+Q> w3 > {,> fdq eh rewdlqhg lq wklv idvklrq6 1 Lq wkh udqgrp xuq oolqj dojrulwkp ghvfulehg wzr sdudjudskv hduolhu/ zh frpsxwh wkh suredelolw| wkdw wkh vxffhvvlyh gudzv jhqhudwh d fhuwdlq sdwk g lq G+Q> {,= Ghqrwh e| il4 > l5 > ===> l{Q j wkh vhtxhqfh ri vxffhvvlyh lqfuhphqwv ri g = g+w,  g+w  4, @ hlw iru w @ 4> 5> ===> {Q +zkhuh hm lv wkh m  wk frruglqdwh yhfwru,1 Ehfdxvh djhqw l dsshduv h{dfwo| {l wlphv lq wkh vhtxhqfh il4 > l5 > ===j> wkh sure0 delolw| ri g lv hdvlo| frpsxwhg=

sur+g, @

 {l $

l5Q

{Q $

iru doo g 5 G+Q> {,

Wkh lpsruwdqw idfw lv wkdw doo sdwkv g lq G+Q> {, duh htxlsuredeoh1 Wkhuhiruh wkh suredelolw| sur+Q> w> {,+}, lv wkh qxpehu ri sdwkv lq G+Q> {, jrlqj wkurxjk }> glylghg e| wkh fduglqdolw| ri G+Q> {,= Ghqrwlqj e| +Q> {, wkh odwwhu fdugl0 qdolw| +qdpho| +Q> {, @ {Q $  {l $,> zh rewdlq wkh ghvluhg forvhg irup ri wkh sursruwlrqdo phwkrg= sur+Q> w> {,+}, @

l5Q

+Q> }, +Q> {  }, w$+{Q  w,$ \ {l $ @ +Q> {, {Q $ }l $+{l }l ,$

+7,

l5Q

6 Iru lqvwdqfh/ wkh sulrulw| phwkrg o j fruuhvsrqgv wr d prqrwrqlf sdwk iroorzlqj wkh hgjhv ri wkh er{ dfc %o1

;

Wkh deryh frpsxwdwlrq fdq eh uhshdwhg iru wkh xuq0hpsw|lqj dojrulwkp1 Wkh suredelolw| wkdw wkh vxffhvvlyh gudzv iurp wkh xuq jhqhudwh d jlyhq sdwk g lv djdlq lqghshqghqw ri g> dqg htxdo wr 4@+q> {,= Wklv suryhv wkdw wkh wzr dojrulwkpv/ hpsw|lqj ru oolqj/ jhqhudwh wkh vdph suredelolvwlf udwlrqlqj phwkrg dqg wkdw wklv phwkrg lv vhoi0gxdo1 Zh rplw wkh vwudljkwiruzdug ghwdlov1 Zh fkhfn qdoo| wkdw wkh h{shfwhg vkduhv ri wkh sursruwlrqdo phwkrg duh/ lqghhg/ sursruwlrqdo wr wkh fodlpv= w +8, { iru doo Q> w> { {Q Jlyhq d suroh ri fodlpv {> zh frqvlghu wkh xuq0hpsw|lqj dojrulwkp vwduwlqj iurp dq xuq zlwk {Q edoov/ dprqj zklfk {l duh ri froru l> iru doo l 5 Q= Diwhu n edoov kdyh ehhq udqgrpo| h{wudfwhg iurp wkh xuq/ doo vxevhwv ri +{Q  n, edoov +iurp wkh {Q lqlwldo edoov, kdyh wkh vdph suredelolw| ri ehlqj ohiw lq wkh xuq1 Wkhuhiruh wkh h{shfwhg qxpehu ri ledoov ohiw lq wkh xuq lv sursruwlrqdo wr {l > iru doo l= Htxdwlrq +8, iroorzv dw rqfh1 Hsur+Q> w> {, @

7

Orzhu dqg Xsshu Frpsrvlwlrq

Lq wkh uhfxuvlyh ghqlwlrqv ri wkh sursruwlrqdo phwkrg e| wkh xuq0oolqj ru hpsw|lqj vhtxhqfhv/ d nh| ihdwxuh lv wkdw wkh doorfdwlrq ri vxffhvvlyh jdlqv ru orvvhv lv klvwru| lqghshqghqw= wr dgg wkh n  wk edoo lq wkh xuq0oolqj vhtxhqfh/ zh rqo| qhhg wr nqrz wkh fxuuhqw xqvdwlvhg fodlp ri hdfk djhqw +l1h1/ lqlwldo fodlp plqxv edoov doorfdwhg wr wklv djhqw lq wkh uvw +n  4, vwhsv,> lw grhv qrw pdwwhu zkdw wkh lqlwldo fodlpv zhuh/ ru zkr kdv ehhq oxfn| ru xqoxfn| gxulqj wkh doorfdwlrq ri wkh uvw +n  4, edoov1 V|pphwulfdoo|/ lq wkh xuq0hpsw|lqj dojrulwkp/ wkh vwdwh yduldeoh lv wkh uhpdlqlqj frqwhqw ri wkh xuq/ qr rwkhu ghwdlo ri wkh uvw n  4 gudzv pdwwhuv1 Wkhvh wzr surshuwlhv duh wkh remhfw ri rxu uvw wzr d{lrpv1 Ghqlwlrq 4 Wkh suredelolvwlf udwlrqlqj phwkrg  lq U kdv wkh Orzhu Frpsrvlwlrq surshuw| +lq vkruw/ OF,/ li iru dq| sureohp +Q> w> {, dqg dq| w3 / 3  w3  w/ wkh udqgrp doorfdwlrq +w> {, lv wkh vxp ri wzr udqgrp doorfdwlrqv dv iroorzv1 Iluvw doorfdwh w 3 xqlwv dffruglqj wr +w3 > {, zlwk uhdol}dwlrq } 3 > qh{w doorfdwh w  w 3 xqlwv dffruglqj wr +w  w3 > {  } 3 , = +w> {, @ 4 +w3 > {, . 5 +w  w3 > { 4 +w3 > {,, 4

+9,

5

zkhuh wkh yduldeohv  dqg  duh vwrfkdvwlfdoo| lqghshqghqw1 Htxdwlrq +9, lv zulwwhq htxlydohqwo| dv= +w> {,+}, @

[ } 3 5]+w3 >},

+w3 > {,+} 3 ,=+w  w3 > {  } 3 ,+}  } 3 , iru doo } 5 ]+Q> w> {, +:,
dqg zh vhw 4  @ 5  @ u lq htxdwlrq +9,/ zh rewdlq wkh surshuw| dovr fdoohg Orzhu Frpsrvlwlrq lq Prxolq ^5333` ^4 wkh udqgrp doorfdwlrq +w> {, fdq eh ghfrpsrvhg lq wkh iroorzlqj wzr udqgrp doorfdwlrqv= doorfdwh uvw w3 xqlwv dffruglqj wr +w3 > {, zlwk uhdol}dwlrq } 3 > qh{w doorfdwh w xqlwv dffruglqj wr +w> } 3 , = +w> {, @ 5 +w> 4 +w3 > {,,

+;,

zkhuh wkh yduldeohv 4 >5  duh vwrfkdvwlfdoo| lqghshqghqw1 Htxlydohqwo|= +w> {,+}, @

[ } 3 5]+w3 >{,>}} 3

+w3 > {,+} 3 ,=+w> } 3 ,+}, iru doo } 5 ]+Q> w> {,

+ u @  @ 4  @ 5 > lv dovr fdoohg Xsshu Frpsrvlwlrq lq Prxolq ^5333` ^4 4> {,> +Q> {, @ {  +Q> {Q  4> {,

+43,

Zh fdoo  +uhvs1 , wkh lqfuhphqwdo jdlq +uhvs1 lqfuhphqwdo orvv, ri wkh phwkrg = Wkxv +Q> {, lv lq ]+Q> 4> {,/ qdpho| d udqgrp yduldeoh rq wkh vhw ri xqlw yhfwruv hl vxfk wkdw {l A 3= lw doorfdwhv d vlqjoh xqlw zkhq wkh fodlpv duh {1 Gxdoo|/ +Q> {, doorfdwhv rqh xqlw ri ghflw dprqj wkh djhqwv zlwk d srvlwlyh fodlp= +Q> {, lv lq {  ]+Q> {Q  4> {, @ ]+Q> 4> {, dv zhoo1 43

Qrwh wkdw wkh ghqlwlrq ri  lv htxlydohqwo| zulwwhq dv = +Q> {,+hl , @ +Q> {Q  4> {,+{  hl , iru doo l v=w= {l A 3

+44,

Ohppd 4 l, Jlyhq d phwkrg  lq U dqg wkh gxdo phwkrg  > wkh lqfuhphqwdo jdlq +uhvs1 orvv, ri  htxdov wkh lqfuhphqwdo orvv +uhvs1 jdlq, ri  =   @  dqg  @ = ll, Wkh surshuwlhv Orzhu dqg Xsshu Frpsrvlwlrq duh gxdo ri hdfk rwkhu1 lll, Wkh phwkrg  lq U phhwv Orzhu Frpsrvlwlrq li dqg rqo| li lw lv jhqhudwhg iurp lwv lqfuhphqwdo jdlq  dorqj wkh iroorzlqj lqfuhdvlqj udqgrp sdwk=  . +3> {, @ 3 >  . +4> {, @ +{,  . +n . 4> {, @  . +n> {, . +{   . +n> {,, iru n @ 3> 4> ===> w  4 +w> {, @  . +w> {,

+45,

ru htxlydohqwo|=

+w> {,+}, @

[ w4 \

+{  g+n,,+g+n . 4,  g+n,,iru doo } 5 ]+Q> w> {, +46,

g5G+}, n@3

ly, Wkh phwkrg  lq U phhwv Xsshu Frpsrvlwlrq li dqg rqo| li lw lv jhqhudwhg iurp lwv lqfuhphqwdo orvv  dorqj wkh iroorzlqj ghfuhdvlqj udqgrp sdwk=   +{Q > {, @ { >   +{Q  4> {, @ {  +{,   +n  4> {, @   +n> {,  +  +n> {,, iru n @ {Q > {Q  4> ===> w . 4 +47, +w> {, @   +w> {, ru htxlydohqwo|=

+w> {,+}, @

[

{\ Q w

+} . g+n,,=+g+n,  g+n  4,, iru doo } 5 ]+Q> w> {,

g5G+{}, n@4

+48, Surri Vwdwhphqw l lv fohdu1 Iru vwdwhphqw ll/ vwduw zlwk  lq U phhwlqj OF/ dqg fkhfn wkdw  phhwv XF1 Zh { Q> { dqg wzr lqwhjhuv v> v3 v1w1 v  v3  {Q dqg zloo vkrz htxdwlrq +;, qdpho|=  +v> {, @5  +v>4  +v3 > {,, 44

Vhw w @ {Q  v> w3 @ {Q  v3 dqg ghyhors wkh uljkw0kdqg whup dv= 4 

 +v3 > {,  5 +v3  v>4  +v3 > {,, @ +{  4 +w3 > {,,  5 +w  w3 > {  4 +w3 > {,, @ {  +4 +w3 > {, . 5 +w  w3 > {  4 +w3 > {,,, @ {  +w> {, @  +v> {,

dv zdv wr eh suryhq1 Iru vwdwhphqw lll/ vwduw zlwk  lq U phhwlqj OF1 Il{ Q> { dqg fkhfn e| lqgxfwlrq rq w wkdw +w> {, rewdlqv dv +45,1 Wklv lv fohdu iru w @ 41 Iru dq duelwudu| w/ dsso| +9, wr w3 @ w  4 dqg xvh wkh lqgxfwlrq dvvxpswlrq1 Frqyhuvho|/ dvvxph wkdw  lv frqvwuxfwhg iurp lwv lqfuhphqwdo jdlq yld wkh udqgrp sdwk +45,1 Fkhfnlqj surshuw| +9, lv vwudljkwiruzdug1 Ilqdoo|/ vwdwhphqw ly1 Vwduw zlwk  lq U phhwlqj XF1 Wkxv +e| vwdwhphqwv ll dqg lll,  phhwv OF dqg  rewdlqv iurp lwv lqfuhphqwdo jdlq yduldeoh  yld wkh lqfuhdvlqj udqgrp sdwk  . jlyhq e| +45,1 Jlyhq +Q> w> {,/ zh ghqh d ghfuhdvlqj udqgrp sdwk   dv iroorzv=   +n> {, @ {   . +{Q  n> {, iru n @ {Q > {Q  4> ===> w Frpsxwh qh{w   +n  4> {, @ {   . +{Q  n . 4> {, @ {   . +{Q  n> {,   +{   . +{Q  n> {,, @   +n> {,   +  +n> {,, @   +n> {,  +  +n> {,, +zkhuh  @  iroorzv iurp vwdwhphqw l,1 E| frqvwuxfwlrq   +{Q > {, @ { dqg   +w> {, @ {   +{Q  w> {, @ +w> {, dqg wkh surri lv frpsohwh1 D sulrulw| phwkrg u phhwv wkh +ghwhuplqlvwlf, surshuwlhv OF dqg XF1 Lwv +ghwhuplqlvwlf, lqfuhphqwdo jdlq dqg orvv duh= +Q> {, @ hl zkhuh l pd{lpl}hv  lq P+Q> {, +Q> {, @ hm zkhuh m plqlpl}hv  lq P+Q> {, +uhfdoo wkh qrwdwlrq P+Q> {, @ il 5 Q m {l A 3j, Krzhyhu/ dq| vwulfw frqyh{ frpelqdwlrq ri sulrulw| phwkrgv idlov erwk d{0 lrpv1 Zh fkhfn wklv iru wkh udqgrp sulrulw| phwkrg +4, dqg uhihu wkh uhdghu wr Uhpdun 6 +vhh Dsshqgl{/ diwhu surri ri Ohppd 7, zkhuh zh h{sodlq wkh lqwhuhvwlqj idfw wkdw OF/ XF duh doprvw qhyhu vwdeoh e| frqyh{ frpelqdwlrqv1 Frqvlghu Q @ i4> 5j > dqg +{4 > {5 , vxfk wkdw {l  5> l @ 4> 51 Wkh yduldeoh us+Q> 5> {, wdnhv wkh ydoxh +5> 3, ru +3> 5,> hdfk zlwk suredelolw| 45 > lw qhyhu uhdfkhv +4> 4,1 Rq wkh rwkhu kdqg 4 +4> {,. 5 +4> { 4 +4> {,, wdnhv wkh ydoxh +5/3,/ +4/4, dqg +3/5, zlwk suredelolw| 47 > 45 dqg 47 / uhvshfwlyho|1 45

Ri frxuvh/ wkh lqfuhphqwdo jdlq dqg orvv ri wkh sursruwlrqdo phwkrg duh = +Q> {,+hl , @ +Q> {,+hl , @

8

{l iru doo l {Q

Iluvw fkdudfwhul}dwlrq ri wkh sursruwlrqdo phwkrg

Wkhruhp 4 Wkh sursruwlrqdo suredelolvwlf udwlrqlqj phwkrg lv fkdudfwhul}hg e| wkh wzr iroorzlqj frpelqdwlrqv ri d{lrpv= l, Orzhu Frpsrvlwlrq/ Xsshu Frpsrvlwlrq/ dqg Htxdo Wuhdwphqw ri Htxdov/ ll, Vhoi0gxdolw| dqg Orzhu +ru Xsshu, Frpsrvlwlrq1 Lq wkh fodvvlfdo prgho +ghwhuplqlvwlf vkduhv/ glylvleoh jrrgv,/ wkhuh lv d odujh idplo| ri phwkrgv phhwlqj wkh wkuhh surshuwlhv lq vwdwhphqw l= lw lqfoxghv xql0 irup jdlqv/ xqlirup orvvhv/ dv zhoo dv dv|pphwulf yhuvlrqv ri wkhvh phwkrgv1 Rq wkh rwkhu kdqg/ vwdwhphqw ll krogv wuxh zrug iru zrug lq wkh fodvvlfdo prgho= Wkhruhp 6 lq \rxqj ^4 {,+hl ,/ +Q> {,+hl ,= Li {l @ 3 +l 5 @ P+Q> {,, zh srvlw l +{, @  l +{, @ 3 +wkh hduolhu ghqlwlrq uhtxluhv {l A 3,= Iru dq| { lq L‚Q v1w1 {Q  6> zh dsso| +:, +qdpho|/ OF, wr w3 @ 4> w @ {Q  4 dqg dq djhqw l 5 P+{, = +{Q  4> {,+{  hl , @

[

m +{,=+{Q  5> {  hm ,+{  hlm ,

m5P+{,

zkhuh iru m 9@ l/ wkh qrwdwlrq hlm vwdqgv iru hl . hm dqg hll phdqv 5hl 1 Qrwlfh wkdw li {l @ 4> wkh yhfwru {  hll kdv d qhjdwlyh frruglqdwh exw lq wklv fdvh wkhuh lv qr whup l lq wkh uljkw0kdqg vxp dqg zh vhw +{Q  5> {  hm ,+{  hll , htxdo wr }hur= wklv lv htxlydohqw wr rxu frqyhqwlrq  l +}, @ 3 zkhqhyhu }l @ 3= Qrz wkh deryh htxdwlrq zulwhv  l +{, @

[

m +{,= l +{  hm , iru doo { v=w={Q  6 dqg doo l 5 P+{,

+49,

m5P +{,

Gxdoo|/ zh dsso| + w3 @ {Q  4 dqg zh rewdlq l +{, @

[

 m +{,=l +{  hm , iru doo { v=w={Q  6 dqg doo l 5 P+{,

m5P+{,

46

+4:,

Zh xvh wkh v|vwhp +49, +4:, wr vkrz/ e| lqgxfwlrq rq {Q > wkdw  @  lv wkh sursruwlrqdo lqfuhphqwdo glvwulexwlrq1 Li { lv d xqlw yhfwru +{Q @ 4, wkhuh lv qrwklqj wr suryh/ qh{w frqvlghu wkh fdvh {Q @ 5= Li { @ 5hl > wkhuh lv qrwklqj wr suryh> zh duh ohiw zlwk wkh fdvh { @ h4 . h5 = Zh fdqqrw dsso| OF dv deryh ehfdxvh {Q  4 @ 4> exw HWH jlyhv l +{, @ 45 dqg  l +{, @ 45 iru l @ 4> 5> dv ghvluhg1 Qrwh wkdw wklv lv wkh rqo| sodfh lq wkh surri zkhuh zh xvh wkh htxlw| dvvxpswlrq1 Qh{w zh dvvxph wkh surshuw| krogv xs wr n  5>dqg slfn d yhfwru { zlwk {Q @ n . 4= Zh fdq dsso| +49, khqfh iru doo l 5 P+{, =  l +{, @ l +{,=

[ {l  4 {l m +{,= . {Q  4 {Q  4 P+{, l

Xsrq uhduudqjlqj dqg xvlqj P+{, @ 4> wklv jlyhv=  l +{, .

4 {l =l +{, @ {Q  4 {Q  4

Vlploduo|/ ghyhorslqj +4:, zlwk wkh khos ri wkh lqgxfwlyh dvvxpswlrq= l +{, .

4 {l = l +{, @ {Q  4 {Q  4

Iru doo l 5 P+{,> wkh deryh wzr htxdwlrqv irup d qrq vlqjxodu v|vwhp lq l +{,>  l +{, +ehfdxvh {Q  4  5,>zlwk vroxwlrq l +{, @  l +{, @ {l @{Q dv ghvluhg1 Vwdwhphqw ll Qrz zh dvvxph wkdw  lv vhoi0gxdo dqg phhwv OF/ XF1 Wkh suhylrxv surri fdq eh hqwluho| uhsolfdwhg/ surylghg zh vkrz wkdw iru d yhfwru { @ h4 . h5 > zh kdyh l +{, @  l +{, @ 45 iru l @ 4> 51 Revhuyh wkdw iru dq| phwkrg  lq U/ wkh ghqlwlrq ri > > +43, +44, lpso| iru vxfk d yhfwru {= 4 +{, @  5 +{,> 5 +{, @  4 +{, E| Ohppd 4 dqg vhoi0gxdolw|/  @ > dqg wkh surri lv frpsohwh1 Uhpdun 4 Wkh surri vkrzv zh rqo| qhhg wr dvvxph Htxdo Wuhdwphqw ri Htxdov iru wkh sureohpv +Q> 4> {, zkhuh wzr djhqwv fodlp 4 xqlw hdfk dqg doo rwkhu fodlpv duh }hur1 Wklv lv dujxdeo| d plog v|pphwu| surshuw|1 Wkh qdwxudo qh{w vwhs lv wr fkdudfwhul}h doo phwkrgv/ v|pphwulf ru qrw/ vdwlvi|lqj Orzhu dqg Xsshu Frpsrvlwlrq= li zh gurs wkh HWH uhtxluhphqw/ doo +ghwhuplqlvwlf, sulrulw| phwkrgv u duh qrz lq wkh idplo| fdswxuhg e| wkh frpelqdwlrq OF fxp XF1 Zkdw hovhB 47

Wkh frpsohwh dqvzhu wr wklv txhvwlrq iru dq| fduglqdolw| ri Q lv txlwh frp0 solfdwhg= vhh Prxolq dqg Vwrqj ^5333d`1 Lq wkh fxuuhqw sdshu/ zh dqvzhu wkh txhvwlrq rqo| lq wkh fdvh mQ m @ 5 = wklv wxuqv rxw wr eh hqrxjk iru rxu pdlq uhvxow/ Wkhruhp 5 lq wkh qh{w vhfwlrq1 Iru wkh uhvw ri wkh vhfwlrq/ zh dvvxph Q @ Q @ i4> 5j = Iru dq| uhdo qxpehu > zh zulwh  @ 4  > iru dq|  vxfk wkdw 3 ?  ? 4 dqg  9@ 45 / zh ghqh dq lqfuhphqwdo jdlq dqg dq lqfuhphqwdo orvv glvwulexwlrqv= 4 +{, @

 4 +{, @

{4 =+{5  {5 , +{4  {4 ,={5  iru doo { v=w={4 . {5 A 3 >  +{, @ 5 {4 .{5  {4 .{5  {4 .{5  {4 .{5 +4;, +{4  {4 ,={5  {4 =+{5  {5 , iru doo { v=w={4 . {5 A 3 >  +{, @ 5 {4 .{5  {4 .{5 {4 .{5  {4 .{5 +4 wkdw vdwlvhv Orzhu dqg Xsshu Frpsrvlwlrq/ kdv  iru lqfuhphqwdo jdlq glvwulexwlrq/ dqg   iru lqfuhphqwdo orvv glvwulexwlrq1 Iurp Ohppd 4/ wkhuh lv h{dfwo| rqh phwkrg lq U phhwlqj OF dqg zlwk lqfuhphqwdo jdlq  > vlploduo| wkhuh lv d xqltxh phwkrg phhwlqj XF dqg zlwk lqfuhphqwdo orvv   = Ohppd 5 vwdwhv wkdw wkhvh wzr phwkrgv frlqflgh1 Lwv surri lv lq wkh Dsshqgl{/ dorqj zlwk wkdw ri Ohppd 6 ehorz1 Qrwh wkdw/ dv  jrhv wr }hur/ wkh suredelolvwlf udwlrqlqj phwkrg  frqyhujhv wr wkh sulrulw| phwkrg u zkhuh djhqw 4 kdv sulrulw| ryhu djhqw 51 Khuh frq0 yhujhqfh lv srlqwzlvh/ qdpho| iru dq| jlyhq w dqg {1 Vlploduo|/  frqyhujhv  wr wkh gxdo sulrulw| phwkrg u zkhq  jrhv wr rqh1 Ilqdoo|/ dv  jrhv wr 45 /  frqyhujhv wr wkh sursruwlrqdo phwkrg1 Wkhuhiruh zh vshdn ri wkh frqwlqxrxv sdudphwulf idplo|  lq U/ zkhuh  4 ydulhv lq ^3/4`/ zkhuh 3 > 4 duh wkh wzr sulrulw| phwkrgv/ dqg  5 lv wkh sursru0 wlrqdo rqh1 Lq wklv idplo|/ gxdolw| lv wkh v|pphwu| durxqg 45 / qdpho| + , @  = Lq sduwlfxodu/ wkh sursruwlrqdo phwkrg lv wkh rqo| vhoi0gxdo phwkrg1 Ohppd 6 Wkh suredelolvwlf udwlrqlqj phwkrgv  > 3    4> duh wkh rqo| phwkrgv lq U+45, phhwlqj erwk Orzhu dqg Xsshu Frpsrvlwlrq1

48

9

Frqvlvwhqf|/ dqg wkh pdlq fkdudfwhul}dwlrq uhvxow

Wkh Frqvlvwhqf| surshuw| +lq vkruw/ FV\,/ uhodwhv wkh vroxwlrqv ri udwlrqlqj sureohpv zlwk glhuhqw srsxodwlrqv/ l1h1/ glhuhqw vhwv ri djhqwv vkdulqj wkh uhvrxufhv1 Lq d qxwvkhoo/ wklv h{wuhpho| srsxodu d{lrpdwlf uhtxluhphqw uhtxluhv wkh iroorzlqj= li wkh phwkrg dssolhg wr srsxodwlrq Q vhohfwv d fhuwdlq doorfdwlrq ri wkh uhvrxufhv/ wkh phwkrg dssolhg wr d vxevhw Q 3 ri Q dqg wr wkh wrwdo uhvrxufhv uhfhlyhg e| Q 3 lq wkh Q  doorfdwlrq/ pxvw frqup wkh vkduhv ri wkhvh djhqwv1 Rqh zd| wr zulwh wkh ghqlwlrq ri wkh FV\ d{lrp iru d phwkrg lq U+Q , pdnhv lw irupdoo| lghqwlfdo wr wkh xvxdo ghqlwlrq iru ghwhuplqlvwlf phwkrgv= l +Q> w> {, @ 5 +Q l> w  4 l +Q> w> {,> {l , iru doo Q> w> { dqg l

+53,

Lq htxdwlrq +53,/ wkh ohiw kdqg whup lv wkh surmhfwlrq ri wkh udqgrp yduldeoh +Q> w> {, rqwr Ql +wkdw lv/ zh ljqruh wkh l  wk frruglqdwh,1 Wkh uljkw kdqg vlgh lv wkh frpsrvlwlrq ri wzr vwrfkdvwlfdoo| lqghshqghqw udqgrp yduldeohv= uvw 4 l ghwhuplqhv djhqwv l3 v +udqgrp, vkduh zkhq w lv glylghg dprqj Q > iru hyhu| uhdol}dwlrq }l ri wklv vkduh/ wkh udqgrp yduldeoh 5  ghwhuplqhv wkh doorfdwlrq ri w  }l dprqj Q l= Wkxv +53, lqfrusrudwhv wkh udqgrp fkdudfwhu ri wkh doorfdwlrq surfhvv lq wkh vwdqgdug irupxodwlrq ri Frqvlvwhqf|1 Lq rughu wr glylgh w xqlwv dprqj wkh djhqwv lq Q/ zh pd|/ iru dq| djhqw l lq Q / vhsdudwh wkh doorfdwlrq wr djhqw l iurp wkdw wr wkh djhqwv lq Ql = uvw/ zh udqgrpo| vhohfw djhqw l3 v vkduh }l lq wkh Q udwlrqlqj sureohp/ qh{w zh udqgrpo| doorfdwh wkh uhpdlqlqj w  }l xqlwv dprqj Ql= Hdfk ri wkh wzr vwhsv iroorzv wkh suredelolw| glvwulexwlrq vhohfwhg e| wkh udwlrqlqj phwkrg> wkh nh| ihdwxuh lv wkdw wkhvh wzr vwhsv duh vwrfkdvwlfdoo| lqghshqghqw1 Wkh FV\ d{lrp uhtxluhv wkdw wkh wzr vwhsv doorfdwlrq surfhvv mxvw ghvfulehg dqg wkh rqh vwhs doorfdwlrq ri w xqlwv dprqj Q eh htxlydohqw/ lq wkh vhqvh ri jhqhudwlqj suhflvho| wkh vdph wzr pdujlqdo suredelolw| glvwulexwlrqv iru wkh vkduh \l ri djhqw l> dqg wkh vdph wzr pdujlqdo suredelolw| glvwulexwlrqv iru wkh yhfwru ri vkduhv \^Q  l` ri wkh djhqwv rwkhu wkdq l= Qh{w zh jlyh wkh r!fldo ghqlwlrq ri FV\ lq whupv ri wkh suredelolw| glvwul0 exwlrq lqgxfhg e| = Zh lqwurgxfh d slhfh ri qrwdwlrq uvw1 Jlyhq Q> w> {> l 5 Q dqg }l > 3  }l  w> zh zulwh +Q> w> {,+\l @ }l , @ +Q> w> {,+i}l j  ]+Ql> w  }l > {l ,, Wklv lv wkh suredelolw| wkdw dw wkh udwlrqlqj sureohp +Q> w> {,/ djhqw l uhfhlyhv }l = wkh qrwdwlrq xvhv wkh udqgrp yduldeoh \l iru fodulw| rqo|1 Ghqlwlrq 6 Wkh suredelolvwlf udwlrqlqj phwkrg >  5 U+Q ,/ vdwlvhv Frqvlvwhqf| li iru dq| Q> w> { dqg l lq Q zh kdyh=

49

+Q> w> {,+}, @ +Ql> w  }l> {l ,+}l ,=+Q> w> {,+\l @ }l , iru doo } 5 ]+Q> w> {, +54, Zh qrwh wkdw surshuw| +54, lv ydfxrxvo| wuxh li mQm @ 5 wkhuhiruh wkh Frq0 vlvwhqf| d{lrp kdv qr elwh xqohvv mQ m  6= Dqrwkhu vwdqgdug ihdwxuh ri FV\ lv vhoi0gxdolw|= d phwkrg lq U+Q , phhwv FV\ li dqg rqo| li lwv gxdo phwkrg grhv +surri lv vwudljkwiruzdug,1 Ohppd 7 D sulrulw| phwkrg u  phhwv Frqvlvwhqf|> wkh udqgrp sulrulw| phwkrg grhv qrw1 Wkh sursruwlrqdo phwkrg phhwv Frqvlvwhqf| dv zhoo1 Surri Wkdw d sulrulw| phwkrg lv Frqvlvwhqw lv erwk fohdu dqg zhoo nqrzq +Prxolq ^5333`,1 Wr fkhfn wkdw udqgrp sulrulw| lv qrw Frqvlvwhqw/ zh frqvlghu irupxod +54, iru Q @ i4> 5> 6j > w @ 5> dqg { @ +5> 4> 4,= Frpsxwh uvw wkh suredelolw| glvwulexwlrq ri us +Q> 5> +5> 4> 4,, = +5> 3> 3, dqg +3> 4> 4, hdfk zlwk sured=4 @6 +4> 4> 3, dqg +4> 3> 4, hdfk zlwk sured=4 @9 Wkxv djhqw 6 jhwv 4 ru 3 xqlw/ hdfk zlwk sured 4 25 1 Vd| djhqw 6 jhwv 4 xqlw> wkh us phwkrg dprqj Q6 doorfdwhv wkh uhpdlqlqj xqlw wr hlwkhu djhqw 4 ru 5 zlwk htxdo suredelolw|1 Khqfh iru } @ +4> 3> 4, wkh uljkw0kdqg whup lq +54, lv +4 25 ,=+4 25 , @ 4 27 zkhuhdv wkh ohiw kdqg whup lv 4 29 = Htxdwlrq +54, idlov vlploduo| iru hyhu| } lq ] +Q> 5/+5> 4> 4,,= Zh fkhfn qh{w wkdw wkh sursruwlrqdo phwkrg phhwv Frqvlvwhqf|1 Il{ Q> w> {> l dqg } dv lq +54, dqg frpsxwh iurp +7,= sur+Q> w> {,+\l @ }l , @

[\ w$+{Q  w,$ {l $ {m $ = {Q $ }l $+{l  }l ,$ |m $+{m  |m ,$ Q l

zkhuh wkh vxp ehduv rq doo |l lq ]+Ql> w  }l > {l ,= Xvh +7, djdlq wr zulwh sur+Ql> w  }l > {l ,+]+Ql> w  }l > {l ,, @ 4 = +w  }l ,$+{Q  l . }l  w,$ [ \ {m $ @4 {Q  l $ |m $+{m  |m ,$ Ql

Dsso| +7, rqh pruh wlph= sur+Q l> w  }l> {l ,+}l , @

+w  }l ,$+{Q l . }l  w,$ \ {m $ {Q  l $ }m $+{m  }m ,$ Ql

4:

Pxowlso|lqj wkh wkuhh htxdwlrqv deryh +wkh surgxfw ri wkh wkuhh ohiw0kdqg whupv htxdov wkdw ri wkh wkuhh uljkw0kdqg whupv, dqg vlpsoli|lqj |lhogv wkh ghvluhg frqfoxvlrq1 Rxu pdlq uhvxow fkdudfwhul}hv doo wkh phwkrgv lq U+Q , phhwlqj wkh wkuhh surshuwlhv FV\/ OF dqg XF zkhq Q frqwdlqv wkuhh ru pruh djhqwv1 Iurp wkh h{dpsohv glvfxvvhg vr idu/ rqo| wkh sulrulw| phwkrgv u dqg wkh sursruwlrqdo phwkrg sur vxffhvvixoo| sdvv wkhvh wkuhh whvwv zkhq mQ m  6= Pruhryhu wkh phwkrgv  > 3 ?  ? 4/ lq Wkhruhp 4 sdvv wkh wkuhh whvwv zkhq mQ m @ 5 +FV\ ehlqj ydfxrxv,1 Wkh hqwluh idplo| gholqhdwhg e| rxu wkuhh d{lrpv lv pdgh ri vlpsoh frpelqdwlrqv ri wkhvh phwkrgv1 Ghqlwlrq 7 Jlyhq Q / d phwkrg  lq U+Q , dqg wzr djhqwv l > m lq Q / zh vd| wkdw  jlyhv sulrulw| wr l ryhu m li iru doo Q > w> { zh kdyh i+Q> w> {,+}, A 3 dqg }m A 3j @, }l @ {l

iru doo } 5 ]+Q> w> {,

+55,

Zh vd| wkdw  lv sulrulw|0iuhh li wkhuh lv qr vxfk sdlu ri djhqwv1 Sulrulw|0iuhhqhvv lv d plog htxlw| uhtxluhphqw= lq sduwlfxodu/ lw lv lpsolhg e| Htxdo Wuhdwphqw ri Htxdov +5,1 Lq rxu qh{w ghqlwlrq/ zh frpelqh suredelolvwlf udwlrqlqj phwkrgv iru ydulrxv vhwv Q ri srwhqwldo djhqwv1 Wr hpskdvl}h wklv ghshqghqfh/ zh zulwh +Q , lqvwhdg ri = Zh ghqh wkh frpsrvlwlrq ri d idplo| ri phwkrgv +P, ryhu sdluzlvh glvwlqfw vhwv P/ e| d sulrulw| rughulqj ryhu wkhvh vhwv1 Zh duh jlyhq d vhw Q dqg d suhrughulqj  ri Q / qdpho| d frpsohwh dqg wudqvlwlyh elqdu| uhodwlrq rq Q 1 Zh ghqrwh e| P dq lqglhuhqfh fodvv ri  dqg e| " wkh vwulfw frpsrqhqw ri  +l " m l l  m exw qrw m  l, fdswxulqj wkh sdluv l> m vxfk wkdw l kdv sulrulw| ryhu m +Ghqlwlrq 7,1 Ohppd 8 Jlyhq duh Q / d suhrughulqj  ri Q / dqg iru hdfk lqglhuhqfh fodvv P ri / d phwkrg +P, 5 U +P,= Wkhuh lv d xqltxh phwkrg +Q , 5 U+Q , vxfk wkdw  iru doo l> m 5 Q / li l " m wkhq +Q , jlyhv sulrulw| wr l ryhu m >  iru hdfk htxlydohqfh fodvv P ri / +Q , surmhfwv rqwr +P,= iru doo Q  P/ { 5 L‚Q dqg w = +P,+Q> w> {, @ +Q ,+Q> w> {, Zh fdoo wklv phwkrg wkh   sulrulw| frpsrvlwlrq ri wkh phwkrgv +P,1 Wkh deryh ghqlwlrq lv lqwurgxfhg e| Prxolq ^5333` iru ghwhuplqlvwlf/ uhdo0 ydoxhg udwlrqlqj phwkrgv1 Wkh surri ri Ohppd 8 lv frqvwuxfwlyh1 Vwduwlqj zlwk dq duelwudu| sureohp +Q> w> {,/ revhuyh wkdw wkh uhvwulfwlrq ri  rq wkh qlwh vhw Q dprxqwv wr dq 4;

rughuhg sduwlwlrq Q4 > ===> QN > zkhuh Q duh wkh lqglhuhqfh fodvvhv dqg Q " Qn.4 iru n @ 4> ===N  41 Ghqrwh e| P wkh lqglhuhqfh fodvv ri  lq Q Sn frqwdlqlqj Q dqg ghqh wkh qrq0ghfuhdvlqj vhtxhqfh wn @ o@4 {Qo = Wkhq | @ +Q ,+Q> w> {, lv ghqhg dv iroorzv zkhq w lv vxfk wkdw wn4  w  wn =  |l @ {l zlwk suredelolw| 4 li l 5 ^n4 o@4 Qo  |l @ 3 zlwk suredelolw| 4 li l 5 ^N [email protected] Qo n4  |^Qn ` @ +Pn ,+Qn > w  w > {^Qn ` , +zkhuh }^v` lv wkh surmhfwlrq ri } rq L‚V , Ohppd 9 Qrwdwlrqv dv lq Ohppd 81 Li iru hdfk lqglhuhqfh fodvv P ri / wkh phwkrg +P, 5 U+P, phhwv Frqvlvwhqf| +uhvs1 Orzhu Frpsrvlwlrq/ uhvs1 Xsshu Frpsrvlwlrq,/ vr grhv wkh   sulrulw| frpsrvlwlrq ri wkhvh phwkrgv1 Zh rplw wkh vwudljkwiruzdug/ li qrwdwlrqdoo| whglrxv/ surri1 Qrz wr rxu pdlq uhvxow1 Wkhruhp 5 l, Jlyhq Q / ohw  eh d suhrughulqj ri Q dqg iru hyhu| lqglhuhqfh fodvv P ri / ohw +P, eh d phwkrg lq U+ P, vxfk wkdw=  li mPm  6 +P, lv wkh sursruwlrqdo phwkrg  li mPm @ 5 +P, lv d phwkrg  +vhh Ohppd 5, iru vrph > 3 ?  ? 4 Wkhq wkh   sulrulw| frpsrvlwlrq ri wkh phwkrgv +P, phhwv Frqvlvwhqf|/ Xsshu dqg Orzhu Frpsrvlwlrq1 ll, Frqyhuvho|/ dq| phwkrg +Q , lq U+Q , phhwlqj wkhvh wkuhh surshuwlhv rewdlqv lq wklv zd|1 Wkh surri lv lq wkh Dsshqgl{1 Wkxv d phwkrg phhwlqj FV\/ OF dqg XF lv hvvhqwldoo| ghwhuplqhg e| lwv sulrulw| suhrughulqj = li wkh odwwhu kdv qr htxlydohqfh fodvv zlwk h{dfwo| wzr djhqwv/ wkhq wkh phwkrg lv lqghhg ghwhuplqhg> rq hdfk lqglhuhqfh fodvv ri vl}h 5/ zh kdyh rqh ghjuhh ri iuhhgrp/ qdpho| wkh fkrlfh ri  lq `3> 4^ = Xsrq dgglqj wkh htxlw| uhtxluhphqw ri Sulrulw|0iuhhqhvv/ Wkhruhp 4 gholyhuv d fkdudfwhul}dwlrq ri wkh sursruwlrqdo phwkrg1 Fruroodu| wr Wkhruhp 5 Dvvxph mQ m  6= Wkh sursruwlrqdo phwkrg lv fkdudfwhul}hg e| wkh frpelqd0 wlrq ri irxu d{lrpv= Frqvlvwhqf|/ Orzhu dqg Xsshu Frpsrvlwlrq dqg Sulrulw|0 iuhhqhvv1

:

Srvlwlyh vkduhv2ulvnv/ dqg wzr pruh fkdudfwhul}dwlrq uhvxowv

Zh lqwurgxfh wzr gxdo uhtxluhphqwv iru suredelolvwlf udwlrqlqj phwkrgv/ wkdw erxqg uhvshfwlyho| iurp ehorz dqg iurp deryh wkh h{shfwhg vkduh ri dq djhqw1 Srvlwlyh Vkduh vd|v wkdw/ xqohvv wkhuh lv qrwklqj wr glvwulexwh/ dq| djhqw zlwk d srvlwlyh fodlp vkrxog uhfhlyh vrphwklqj zlwk vrph srvlwlyh suredelolw|> Srvlwlyh Ulvn vd|v wkdw dq djhqw zlwk d srvlwlyh fodlp vkrxog qrw uhfhlyh klv ixoo fodlp zlwk suredelolw| rqh/ dv orqj dv wkhuh lv d ghflw wr fryhu= 4
w A 3j @, Hl +Q> w> {, A 3 iru doo Q> w> { dqg l Srvlwlyh Ulvn= i{l A 3 > w ? {Q j @, Hl +Q> w> {, ? {l

iru doo Q> w> { dqg l

Fkhfnlqj wkdw wkh wzr d{lrpv duh gxdo ri hdfk rwkhu lv hdv| dqg rplwwhg1 Srvlwlyh Vkduh lv dq lqglylgxdo udwlrqdolw| frqglwlrq= d srvlwlyh fodlp/ krz0 hyhu vpdoo/ pxvw frppdqg vrph uhvrxufhv/ wkh djhqw kroglqj wkh fodlp fdqqrw eh hqwluho| eduuhg iurp wkh ehqhw ri wkh slh> gxdoo|/ Srvlwlyh Ulvn vd|v wkdw dq djhqw zlwk d srvlwlyh fodlp pxvw frqwulexwh vrph uhvrxufhv wr fryhu wkh frp0 prq ghflw1 Erwk d{lrpv duh plog htxlw| surshuwlhv= d sulrulw| phwkrg u grhv qrw phhw hlwkhu d{lrp/ suhflvho| ehfdxvh lw ljqruhv hqwluho| wkh fodlp ri dq djhqw dv orqj dv wkdw ri dq djhqw zlwk kljkhu sulrulw| lv qrw vdwlvhg lq ixoo1 Wkh udqgrp sulrulw| phwkrg phhwv erwk Srvlwlyh Vkduh dqg Srvlwlyh Ulvn> vr grhv wkh sursruwlrqdo phwkrg1 Wkh odwwhu phwkrg/ xqolnh wkh iruphu rqh/ phhwv wkh vwurqjhu surshuw| wkdw zh fdoo Ixoo Vxssruw = wkh vxssruw ri wkh udqgrp yduldeoh +Q> w> {, lv wkh hqwluh vhw ]+Q> w> {,1 Hyhu|wklqj lv srvvleoh zlwk vrph srvlwlyh suredelolw|1 Wkhruhp 6 Dvvxph mQ m  6= Wkh sursruwlrqdo phwkrg lv fkdudfwhul}hg lq U+Q , e| wkh wzr iroorzlqj +gxdo, frpelqdwlrqv ri d{lrpv= l, Frqvlvwhqf|/ Orzhu Frpsrvlwlrq dqg Srvlwlyh Vkduh> ll, Frqvlvwhqf|/ Xsshu Frpsrvlwlrq dqg Srvlwlyh Ulvn1 Qrwh wkdw Srvlwlyh Vkduh dqg Srvlwlyh Ulvn duh erwk orjlfdoo| lqghshqghqw ri Htxdo Wuhdwphqw ri Htxdov +dv wkh h{dpsohv glvfxvvhg lq wkh qh{w vhfwlrq pdnh fohdu,1 Lw uhpdlqv wr sureh wkh wljkwqhvv ri rxu irxu fkdudfwhul}dwlrqv uhvxowv= Wkh0 ruhp 4/ Wkhruhp 5 dqg lwv Fruroodu|/ Wkhruhp 61 Wr gr vr zh lqwurgxfh vhyhudo hjdolwduldq udwlrqlqj phwkrgv wkdw duh lqwhuhvwlqj lq wkhlu rzq uljkw1

;

Irxu hjdolwduldq suredelolvwlf udwlrqlqj phwkrgv

Zh vhw uvw d slhfh ri qrwdwlrq1 Iru dq| Q lq Q dqg dq| } lq L‚Q / zh zulwh P+Q> }, @ il 5 Q m }l A 3j > S +Q> }, @ il 5 Q m }l  }m iru doo m 5 Q j Dq lpsruwdqw frqvhtxhqfh ri Ohppd 4 lv wkdw iru dq| jlyhq lqfuhphqwdo jdlq glvwulexwlrq wkhuh lv d xqltxh phwkrg lq U phhwlqj Orzhu Frpsrvlwlrq> gxdoo|/ wkhuh lv d xqltxh phwkrg zlwk d jlyhq lqfuhphqwdo orvv glvwulexwlrq dqg phhwlqj Xsshu Frpsrvlwlrq1

53

Irupdoo|/ ohw  +uhvs1 , eh dq duelwudu| pdsslqj dvvrfldwlqj wr dq| +Q> {, d suredelolw| glvwulexwlrq +Q> {, +uhvs1 +Q> {,, rq P+Q> {,1 Wklv lv d plog dexvh ri qrwdwlrq= uhfdoo wkdw +Q> {, dqg +Q> {, duh ghqhg dv suredelolw| glvwulexwlrqv rq ]+Q> 4> {,/ qdpho| wkh vhw ri yhfwruv hl > l 5 P+Q> {,= Wkhq wkh wzr htxlydohqw ghqlwlrqv +45, +46, jlyh wkh xqltxh phwkrg  zlwk lqfuhphqwdo jdlq  dqg phhwlqj OF +uhvs1 +47, +48, jlyh wkh xqltxh  zlwk lqfuhphqwdo orvv  dqg phhwlqj XF,1 Zlwk wkhvh idfwv lq plqg/ zh lqwurgxfh rxu irxu qhz phwkrgv1 Ghqlwlrq 9  Wkh htxdo fkdqfh ri jdlqv +lq vkruw/ hfj, phwkrg phhwv OF dqg lwv lqfuhphqwdo jdlq +Q> {, lv wkh xqlirup glvwulexwlrq ryhu P+Q> {,/ iru doo Q> {1  Wkh htxdo fkdqfh ri orvvhv +hfo, phwkrg phhwv XF dqg lwv lqfuhphqwdo orvv +Q> {, lv wkh xqlirup glvwulexwlrq ryhu P+Q> {,/ iru doo Q> {1  Wkh udqgrp xqlirup jdlqv + u xj, phwkrg phhwv XF dqg lwv lqfuhphqwdo orvv +Q> {, lv wkh xqlirup glvwulexwlrq ryhu S +Q> {,1  Wkh udqgrp xqlirup orvvhv + uxo, phwkrg phhwv OF dqg lwv lqfuhphqwdo jdlq +Q> {, lv wkh xqlirup glvwulexwlrq ryhu S +Q> {,1 Uhfdoo wkdw wkh uxj phwkrg lv lqwurgxfhg e| Vdvdnl ^4 6, vkrzlqj krz wkh| glhu iurp rqh dqrwkhu1 Wkh hfj phwkrg glvwulexwhv suredelolwlhv dfurvv ]+w> {, dv d elqrpldo glvwul0 exwlrq iru w @ 4> 5> 6 > iru lqvwdqfh/ w @ 6 |lhogv hfj+5> {, @

4 4 4 +5> 3, . +4> 4, . +3> 5, 7 5 7

Iru kljkhu w/ hfj iroorzv d elqrpldo glvwulexwlrq rq i} m }4 . }5 @ w dqg }l  3j wuxqfdwhg lq wkh lqwhuydo ]+w/{, > iru lqvwdqfh w @ 9 jlyhv hfj+9> {, @

: 48 75 +8> 4, . +7> 5, . +6> 6, 97 97 97

Wkh suredelolw| glvwulexwlrq ri hfo @ hfj  rewdlqv e| v|pphwu| durxqg {@5 = Wkxv wkh| duh elqrpldo iru w @ 9> :> ;> dqg wuxqfdwhg elqrpldo iru vpdoohu wv= 54

hfo+5> {, @ hfo+9> {, @

75 48 : +5> 3, . +4> 4, . +3> 5, 97 97 97 4 4 4 +8> 4, . +7> 5, . +6> 6, 7 5 7

Wkh hfj dqg hfo phwkrgv kdyh wkh ixoo vxssruw surshuw|= hyhu| srlqw lq ]+w/{, kdv vrph fkdqfh ri ehlqj uhdfkhg1 E| frqwudvw/ uxj dqg uxo qhyhu fkdujh pruh wkdq 5 srlqwv lq rxu h{dpsoh/ dqg wklv krogv wuxh iru dq| udwlrqlqj sureohp zlwk 5 djhqwv +vhh wkh jhqhudo irupxod ehorz,1 Wr vhh wklv iru uxj> frqvlghu wkh ghfuhdvlqj udqgrp sdwk +4:, zkhq +}, lv wkh xqlirup glvwulexwlrq ryhu S +},1 Vwduwlqj iurp { zkhuh S +{, @ i4j wkh sdwk ghwhuplqlvwlfdoo| wdnhv dzd| wkh 5 uvw xqlwv iurp djhqw 4> xsrq uhdfklqj +6> 6, zh kdyh S +6> 6, @ i4> 5j wkhuhiruh erwk +5> 6, dqg +6> 5, duh htxlsuredeoh> exw wkh qh{w xqlw ri ghflw eulqjv xv edfn wr +5> 5, zlwk suredelolw| rqh= dw +5> 6,> S @ i5j vr djhqw 5 orvhv wkh qh{w xqlw iru vxuh zkhuhdv dw +6> 5, djhqw 4 lv wkh vxuh orvhu1 Wkxv wkh suredelolw| glvwulexwlrq uxj +w> {, lv dfwxdoo| ghwhuplqlvwlf iru doo exw wkuhh ydoxhv ri w= w w uxj+w> {, @ + > , +z=sured=4, iru w @ 3> 5> 7> 9 5 5 4 w.4 w4 4 w4 w.4 @ + ,. + , iru w @ 4> 6> 8 > > 5 5 5 5 5 5 @ +w  6> 6, +z=sured=4, iru w @ 9> :> ; Wkh gxdo irupxodv iru uxo +w> {, duh rplwwhg iru euhylw|1 Edfn wr wkh jhqhudo fdvh/ zh qrwh wkdw d jhqhudo irupxod iru wkh suredelolw| glvwulexwlrqv hfj +Q> w> {, dqg hfo +Q> w> {, lv frpelqdwruldoo| lqyroyhg/ h{fhsw iru wkh lqwhulru doorfdwlrqv lq ]+Q> w> {,= li }l ? {l iru doo l = hfj+Q> w> {,+}, @

4 w$ T qw l }l $

Ehvlghv wkh surshuwlhv ghqlqj wkhvh wzr phwkrgv +l1h1/ hfj phhwv OF dqg hfo phhwv XF,/ wkh| erwk phhw Srvlwlyh Vkduh dqg Srvlwlyh Ulvn +e| Ixoo Vxssruw,1 Exw wkdw lv doo= wkh hfj phwkrg idlov XF dqg FV\> wkh hfo phwkrg idlov OF dqg FV\1 Wr fkhfn wkdw hfj idlov XF/ wdnh iru lqvwdqfh Q @ i4> 5j > { @ +5> 4,> w @ 4> w3 @ 5> wr fkhfn wkdw lw idlov FV\/ wdnh Q @ i4> 5> 6j > { @ +5> 4> 4,> w @ 5> l @ 6> dqg dq| } lq ]+Q> w> {,1 Wkh vlwxdwlrq lv pruh lqwhuhvwlqj iru wkh sdlu uxj/ uxo1 Ohppd : l, Wkh h{shfwhg vkduhv ri uxj dqg uxo duh wkh iroorzlqj idploldu +ghwhuplq0 lvwlf/ uhdo0ydoxhg, phwkrgv=

55

H xj l +Q> w> {, @

plq i> {l j

zkhuh  vroyhv

[

plq i> {l j @ w

Q

H xo l +Q> w> {, @ +{l  ,.

zkhuh  vroyhv

[ Q

plq +{l  ,. @ w +56,

zlwk wkh qrwdwlrq +d,. @ pd{ +d> 3, ll, wkh uxj dqg uxo phwkrgv duh Frqvlvwhqw> lll, wkh uxj phwkrg idlov OF dqg wkh uxo phwkrg idlov XF> ly, wkh uxj phwkrg phhwv Srvlwlyh Vkduh exw idlov Srvlwlyh Ulvn> wkh uxo phwkrg phhwv Srvlwlyh Ulvn exw idlov Srvlwlyh Vkduh1 Surri vnhwfk Vwdwhphqw l Il{ {/ dqg dvvxph {4  {5  ===  {q = Wkh fulwlfdo ydoxhv iru w lq v|vwhp +56, duh wkrvh zkhuh wkh vhw ri djhqwv iru zklfk  ? {l lqfuhdvhv/ qdpho| w4 @ q {4 > w5 @ {4 . +q  4, {5 > ===> wq @ {4 . === . {q = Wkh ghvluhg htxdwlrq +56, rewdlqv e| lqvshfwlqj wkh ghfuhdvlqj udqgrp sdwk +47, ri uxj/ vxffhvvlyho| rq wkh +lqwhjhu, lqwhuydov ^wq4 > wq `> ^wq5 > wq4 `> dqg vr rq1 Vwdwhphqw ll Wklv lv fkhfnhg zlwk wkh h{solflw irupxod iru wkh suredelolw| glvwulexwlrq uxj +Q> w> {, jlyhq ehorz1 Vwdwhphqw lll Ghqrwh e| Ux wkh vhw ri doo phwkrgv lq U ri zklfk wkh h{shfwhg vkduhv duh jlyhq e| +56,1 Fkhfn wkdw dq| phwkrg lq Ux pxvw kdyh wkh iroorzlqj lqfuhphqwdo jdlq dqg orvv= +Q> {, @ xqlirup glvwulexwlrq rq P+Q> {, +Q> {, @ xqlirup glvwulexwlrq rq S +Q> {, Exw hfj lv wkh rqo| phwkrg lq U zlwk wklv lqfuhphqwdo orvv dqg phhwlqj OF> lw lv qrw lq Ux +vhh wkh qxphulfdo h{dpsoh deryh,1 Wkhuhiruh qr phwkrg lq Ux fdq phhw OF> dqg uxj lv wkh rqo| phwkrg lq Ux phhwlqj XF1 Vwdwhphqw ly Wkh qhjdwlyh vwdwhphqw lv fohdu lq wkh qxphulfdo h{dpsoh1 Wkh srvlwlyh rqh iroorzv iurp wkh frpsxwdwlrq ri wkh lqfuhphqwdo jdlq ri uxj lq wkh suhylrxv vwhs ri wkh surri1 Uhpdun 5 Wkh surri ri vwdwhphqw lll vkrzv wkdw d phwkrg lq Ux fdqqrw vdwlvi| OF> rq wkh rwkhu kdqg/ uxj phhwv FV\ dqg XF1 Wkhuhiruh lw lv wkh rqh phwkrg lq Ux phhwlqj wkh odujhvw srvvleoh vxevhw ri rxu wkuhh lqyduldqfh d{lrpv1 D gxdo vwdwhphqw krogv iru uxo1 Qh{w zh jlyh wkh h{solflw frpsxwdwlrq ri wkh suredelolw| glvwulexwlrq uxj +Q> w> {, +dqg e| gxdolw|/ ri uxo +Q> w> {,,1 Wklv irupxod lv gxh wr Vdvdnl ^4 { zkhuh  lv dq lqwhjhu dqg   pd{l {l > zh xvh wkh qrwdwlrq= dqg t+Q> > {, @ mT+Q> > {,m

T+Q> > {, @ il 5 Q m {l  j

Fkhfn wkdw iru dq| udwlrqlqj sureohp +Q> w> {, +zkhuh 3  w  {Q ,/ wkhuh lv d xqltxh lqwhjhu  vroylqj wkh htxdwlrq +zkhuh zh rplw wkh yduldeoh Q iru vlpsolflw|,=   w  {T+>{, zkhuh ezf lv wkh odujhvw lqwhjhu erxqghg deryh e| z @ q  t+> {, Qh{w/ ghqh d vxevhw ri ]+Q> w> {, dv iroorzv=  XJ+Q> w> {, @

} 5 ]+Q> w> {, m }l @ {l iru doo l 5 T+Q>  > {,> }l @  ru  . 4 rwkhuzlvh



Wkh suredelolw| glvwulexwlrq xj+Q> w> {, lv vlpso| wkh xqlirup glvwulexwlrq ryhu XJ+Q> w> {,1 Rqh frpsxwhv hdvlo| wkh fduglqdolw| ri wklv vhw= +d . e,$ zkhuh d . e @ q  t+ > {, d$e$ dqg d @ w  {T+ >{,   =+q  t+ > {,,

mXJ +Q> w> {,m @

Ilqdoo|/ zh xvh wkh irxu hjdolwduldq phwkrgv wr vkrz wkdw prvw ri wkh fkdu0 dfwhul}dwlrq uhvxowv duh wljkw1 d, Wkhruhp 4 Wkh hfj dqg uxo phwkrgv phhw OF dqg HWH1 Gxdoo|/ hfo dqg uxj phhw XF dqg HWH1 Wkh udqgrp sulrulw| phwkrg lv vhoi0gxdo +dqg kdv HWH,1 e, Wkhruhp 5 dqg Fruroodu| Wkh uxo phwkrg phhwv FV\/ OF dqg Sulrulw|0iuhhqhvv> wkh uxj phwkrg phhwv FV\/ XF dqg Sulrulw|0iuhhqhvv1 Wkh idplo|  vkrzv wkdw wkh frpelqdwlrq OF/ XF dqg Sulrulw|0iuhhqhvv lv qrw hqrxjk wr fkdudfwhul}h wkh sursruwlrqdo phwkrg iru mQ m @ 5= Wkh uhvxowv lq Prxolq dqg Vwrqj ^lq surjuhvv` lpso| wkh vdph vwdwhphqw iru dq| Q 1 f, Wkhruhp 6 Wkh hfj phwkrg vdwlvhv OF dqg Srvlwlyh Vkduh> wkh hfo phwkrg kdv XF dqg Srvlwlyh Ulvn1 Khuh lv d frqvlvwhqw phwkrg phhwlqj Ixoo Vxssruw +khqfh Srvlwlyh Vkduh dqg Srvlwlyh Ulvn,= +Q> w> {, lv wkh xqlirup glvwulexwlrq ryhu ]+Q> w> {,1 Rqh frpsxwhv hdvlo|= +Q> w> {,+\l @ }l , @

m]+Ql> w  }l> {l ,m m]+Q> w> {,m

vr wkdw Frqvlvwhqf| iroorzv dw rqfh1

57

Uhihuhqfhv ^4` Dxpdqq/ U1 M dqg P1 Pdvfkohu1 4 ===> d4N > d5N >

+58,

ghqhg dv iroorzv= g+n,  g+n  4, @ h4 iru n @ 4> ===> d44 > @ h5 iru n @ d44 . 4> ===> d44 . d54 > @ h4 iru n @ d44 . d54 . 4> ===> d44 . d54 . d45 > dqg vr rq 5:

Lq zrugv/ wkh sdwk g vwduwv e| d44 pryhv wrzdug 4/ qh{w d54 pryhv wrzdug 5/ qh{w d45 pryhv wrzdug 4 dqg vr rq1 Qrwh wkdw d44 dqg2ru d5N pd| eh }hur/ exw doo rwkhu whupv duh srvlwlyh1 Wzr qdo slhfhv ri qrwdwlrq= ‚ dqg vl @ {l  }l +x, @    iru doo x 5 L> Qrz zh ghyhors wkh whup fruuhvsrqglqj wr wkh sdwk g lq wkh uljkw0kdqg vxp +48,

+{> }, @

v45 \

  +} . g+n,,+g+n,  g+n  4,,

n@4

wdnlqj lqwr dffrxqw wkh uhsuhvhqwdwlrq ri g e| wkh vhtxhqfh +58,1 Diwhu uhduudqjlqj wkh whupv lq wkh qxphudwru dqg ghqrplqdwru/ zh jhw Tv4 Tv5 + n@4 +}4 . n,, = + n@4 +}5 . n,, v4 }5 . v } .* Tv45 = = 5 4 +{> }, @ n@4 +}45 . n,

+59,

zkhuh wkh lqwhjhuv  dqg * ghshqg rqo| xsrq g/ qrw rq } ru {1 Iru lqvwdqfh  @ d45 =d54 . d46 =+d54 . d55 , . === . d4n +d54 . === . d5n4 , . === Lw lv qrz d vlpsoh pdwwhu wr frpsxwh wkh fruuhvsrqglqj whupv lq wkh vxp0 pdwlrqv iru 3 +w  4> {  h4 ,+}  h4 , dqg 3 +w  4> {  h5 ,+}  h5 ,= +}45 . v45 , +}4 , 4 = = v5 +}45 , +}4 . v4 ,  +} +}5 , 4 . v , 45 45 +{  h5 > }  h5 , @ +{> },= = = +}45 , +}5 . v5 , v4

+{  h4 > }  h4 , @ +{> },=

Wkh yhulfdwlrq wkdw +{> }, @ 4 +{,=+{  h4 > }  h4 , . 5 +{,=+{  h5 > }  h5 , lv qrz lpphgldwh1

51 Surri ri Ohppd 6

Uhfdoo wkh iroorzlqj surshuw|/ iru dq| phwkrg  lq U zlwk lqfuhphqwdo orvv2jdlq >  4 +4> 4, @  5 +4> 4,> 5 +4> 4, @  4 +4> 4, 5;

+wkh surshuw| zdv xvhg lq wkh surri ri vwdwhphqw ll lq Wkhruhp 4> lw iroorzv dw rqfh iurp +43, +44,,1 Ohppd 5 vkrzv wkdw doo phwkrgv lq wkh idplo|  vdwlvi| OF dqg XF1 Qrz zh vwduw iurp d phwkrg  phhwlqj OF dqg XF/ dqg zlwk lqfuhphqwdo jdlq2orvv glvwulexwlrqv >  = zh pxvw vkrz wkdw  lv lq wkh idplo|  = Frqvlghu wkh v|vwhp +49, +4:,1 Zlwk wkh xvxdo frqyhqwlrq wkdw d qhjdwlyh fr0 ruglqdwh pdnhv wkh fruuhvsrqglqj suredelolw| }hur/ wklv v|vwhp zulwhv dv iroorzv iru dq| { 5 L‚+45, =  4 +{, @ 4 +{,= 4 +{4  4> {5 , . 5 +{,= 4 +{4 > {5  4,

+5:,

5 +{, @  4 +{,=5 +{4  4> {5 , .  5 +{,=5 +{4 > {5  4,

+5;,

Rxu qh{w vwhs lv wr vkrz wkdw wkh v|vwhp +5:, +5;, ghwhuplqhv hqwluho|  dqg  iurp wkh vlqjoh qxpehu  @ 5 +4> 4, @  4 +4> 4,= Zh kdyh 3    4 dqg zh ghdo zlwk wkh fdvhv  @ 3> 4 uvw1 Dvvxph  @ 31 Iurp +5:, dssolhg wr +4> {5 , zh jhw  4 +4> {5 , @ 5 +4> {5 ,= 4 +4> {5  4, 5 +4> {5 , @  4 +4> {5 ,= 5 +4> {5 ,=5 +4> {5  4,`

+5 {5 , @ 5 +4> {5 , @ 3 iru doo {5 A 3= Rqh fkhfnv vlploduo|  4 +{4 > 4, @ 5 +{4 > 4, @ 3 iru doo {4 A 3= Ilqdoo|/ e| lqgxfwlrq rq {4 . {5 > v|vwhp +5:, +5;, |lhogv  4 +{, @ 5 +{, @ 3 iru doo { AA 3= Wkxv iru  @ 3 wkh phwkrg  lv wkh sulrulw| phwkrg zkhuh 4 suhfhghv 51 Vlploduo|/ iru  @ 4> zh qg  4 +{, @ 5 +{, @ 4 iru doo { v1w1 {l A 3> l @ 4> 5> qdpho|  lv wkh rwkhu sulrulw| phwkrg1 Iurp qrz rq zh dvvxph 3 ?  ? 4= Zh suryh vlpxowdqhrxvo| wkdw 5 +{, dqg  4 +{, duh xqltxho| ghwhuplqhg dqg wkdw iru doo { AA 3

3 ? 5 +{, ? 4>

3 ?  4 +{, ? 4

Zh surfhhg e| lqgxfwlrq/ dqg wdnh fduh ri wkh fdvhv +4> {5 , dqg +{4 > 4, uvw1 Iru { @ +4> {5 ,> {5  5/ frqvlghu v|vwhp +5 {5  4, dqg e @  4 +4> {5  4, duh erwk lq `3> 4^ > +5 {5 , @

de d > 5 +4> {5 , @ 4  e +4  d, 4  e +4  d, dqg erwk qxpehuv duh lq `3> 4^ dv ghvluhg=

D vlplodu dujxphqw wdnhv fduh ri wkh fdvh { @ +{4 > 4,= 5
e| lqgxfwlrq rq {4 . {5 = E| dvvxps0 wlrq/ wkh fodlp lv wuxh iru {4 . {5 @ 5= Frqvlghu qh{w dq duelwudu| { vxfk wkdw {  +5> 5, +li {l @ 4 iru l @ 4 ru 5/ wkh fodlp lv douhdg| hvwdeolvkhg,1 Zh vhw e4 @  4 +{4 4> {5 ,> e5 @  4 +{4 > {5 4,> d4 @ 5 +{4 4> {5 ,> d5 @ 5 +{4 > {5 4, = wkh lqgxfwlyh dvvxpswlrq jlyhv 3 ? el > dl ? 4 iru l @ 4> 5= Qh{w zh holplqdwh 4 +{, @ 4  5 +{, dqg  5 +{, @ 4   4 +{, iurp v|vwhp +5:, +5;, zklfk ehfrphv=  4 +{, . +e4  e5 ,=5 +{, @ e4 +d5  d4 , 4 +{, . 5 +{, @ d5 Wkh ghwhuplqdqw ri wklv v|vwhp lv vwulfwo| srvlwlyh= i4 ? e4  e5 ? 4> 4 ? d5  d4 ? 4j @, 4  +e4  e5 ,+d5  d4 , A 3

+63,

wkhuhiruh  4 +{, dqg 5 +{, duh xqltxho| ghwhuplqhg  4 +{, @

e4  d5 +e4  e5 , d5  e4 +d5  d4 , > 5 +{, @ 4  +e4  e5 ,=+d5  d4 , 4  +e4  e5 ,=+d5  d4 ,

Lw uhpdlqv wr fkhfn wkdw erwk qxpehuv duh lq `3> 4^ = Wklv uhvxowv dw rqfh iurp wkh idfw wkdw dl > el duh lq wkdw lqwhuydo/ wrr/ dqg iurp +63,  4 +{, 5 +{,  4 +{, 5 +{,

A A ? ?

3 +, +4  d5 ,=e4 . d5 =e5 3 +, +4  e4 ,=d5 . e4 =d4 4 +, +4  d4 ,=e4 . d4 =e5 4 +, +4  e5 ,=d5 . e5 =d4

A3 A3 ?4 ?4

Vxpplqj xs rxu qglqjv= iru dq| qxpehu > 3    4> zh kdyh vkrzq wkdw wkhuh lv dw prvw rqh phwkrg  lq U/ phhwlqj OF/ XF dqg vxfk wkdw 5 +4> 4, @  4 +4> 4, @ = Rq wkh rwkhu kdqg/ wkh phwkrg  ghqhg iru doo > 3    4> +vhh Ohppd 6 dqg wkh glvfxvvlrq wkhuhdiwhu, phhwv OF dqg XF1 Lw lv lpphgldwh wr fkhfn iurp +4;, +4 4,+5, @   +4> 4,+4, @ > dqg wkh fdvhv  @ 3> 45 > 4 duh htxdoo| fohdu1 Wkh frqvflhqwlrxv uhdghu pd| dovr fkhfn wkdw wkh irupxodv +4;, +4 5 eh wzr phwkrgv lq U phhwlqj OF/ dqg  @ 4 . 5 eh d surshu frqyh{ frpelqdwlrq/ iru vrph > 3 ?  ? 4> zlwk wkh xvxdo  @ 4  = qrwdwlrq Wkh phwkrg  5 U fdq eh lqwhusuhwhg dv d orwwhu| ryhu 4 > 5 zlwk suredelo0 lwlhv  dqg  uhvshfwlyho|1 Zh dvvxph wkdw  phhwv OF dv zhoo dqg frqvlghu/ iru dq| l dqg dq| { v1w1 {l  5/ wkh htxdolw| +5> {,+5hl , @ 4 +5> {,+5hl , . =5 +5> {,+5hl , E| OF/ hdfk whup fdq eh frpsxwhg iurp wkh lqfuhphqwdo jdlq glvwulexwlrq/ ghqrwhg uhvshfwlyho| > 4 > 5 = l +{,=l +{  hl , @ =4l +{,=4l +{  hl , . =5l +{,=5l +{  hl , Xvlqj l @ =4l . =5l dqg uhduudqjlqj/ zh jhw +4l +{,  5l +{,,=+4l +{  hl ,  5l +{  hl ,, @ 3 r q Ohw Dl @ { 5 L‚Q m 4l +{, @ 5l +{, = Zh kdyh mxvw vkrzq wkdw iru doo {> {l  4>rqh ri { ru {  hl lv lq Dl +li {l @ 4 wklv lv reylrxv,1 D vlplodu dujxphqw iru +6> {,+6hl , vkrzv wkdw iru doo {> {l  5> dw prvw rqh ri {> {  hl > {  5hl l lv dujxphqw wkhq jlyhv wkdw lq dq| olqh E+{l , @ r q qrw lq D 1 Dq lqgxfwlrq Q } 5 L‚ m }l @ {l > wkhuh lv dw prvw rqh srlqw rxwvlgh Dl = Lq rwkhu zrugv/ wkh lqfuhphqwdo glvwulexwlrqv ri 4 dqg 5 fdqqrw eh wrr glhuhqw1 Iru vlpsolflw|/ frqvlghu wkh wzr djhqwv fdvh/ Q @ i4> 5j1 Khuh D4 @ D5 > khqfh 4 dqg 5 fdq glhu dw prvw rq wkh judsk d elmhfwlrq iurp L‚ lqwr lwvhoi1 Xsrq h{dplqlqj wkh lpsdfw ri  @ 4 . 5 lq irupxod +46,/ zh qg wkdw wkh vhw rq zklfk 4 dqg 5 glhu pxvw lqwhuvhfw dq| lqfuhdvlqj sdwk lq L‚ 5 dw prvw rqfh1 Wkhuhiruh lw lv wkh judsk ri d ghfuhdvlqj pds iurp L‚ ^ i3j lqwr lwvhoi1 Iru lqvwdqfh zh fdq kdyh= 9 5 +{, iru doo { v=w= {4 . {5 @ 43 4 +{, @ 4  +{, @ 5 +{, hovhzkhuh

61 Surri ri Wkhruhp 5 dqg Fruroodu|

Vwdwhphqw l iroorzv dw rqfh iurp Ohppdv 5/ 7 dqg 91 Wkh surri ri vwdwhphqw ll surfhhgv lq irxu vwhsv1 Vwhs 4 Dq dx{loldu| uhvxow Dvvxph mQ m  6 dqg ohw  5 U+Q , eh d phwkrg vdwlvi|lqj Frqvlvwhqf| dqg zlwk dq lqfuhphqwdo jdlq  vxfk wkdw iru doo l> m 5 Q / doo { 5 L‚il>mj = {l A 3 @, l +il> mj > {, A 3 64

Wkhq wkhuh h{lvwv iru doo l d uhdoydoxhg ixqfwlrq il ghqhg rq ‚L > zlwk il +3, @ 3> il +{l , A 3 iru {l A 3> dqg vxfk wkdw= l +Q> {, @ S

il +{l , Q im +{m ,

iru doo Q  Q >

doo l 5 Q

dqg doo { 9@ 3

+64,

Surri= iru dq| qlwh vxevhw Q ri Q / Frqvlvwhqf| +54, dssolhg wr w @ 4/ dq| {> } @ hm dqg dq| l 9@ m |lhogv m +Q> {, @ m +Ql> {l ,=+4  l +Q> {,,

+65,

Qrz wdnh Q3 @ i4> 5> 6j > { { vxfk wkdw {l A 3 iru l @ 4> 5> 6> dqg zulwh iru vlpsolflw| l @ l +Q3 > {, dqg l +l> m, @ l +il> mj > +{l > {m ,,= Dsso| +65, wr doo vl{ rughuhg sdluv +l> m, lq Q3 = 4 4

@ +4  5 ,=4 +46, > 5 @ +4  6 ,=5 +45, > 6 @ +4  4 ,=6 +56, @ +4  6 ,=4 +45, > 5 @ +4  4 ,=5 +56, > 6 @ +4  5 ,=6 +46,

Wkh dvvxpswlrq l +l> m, A 3 lpsolhv l ? 4 iru doo l +h1j1/ 4 @ 4 eulqjv d frqwudglfwlrq iurp 5 @ +4  6 ,=5 +45,,= Wkxv zh fdq pxowlso| wkh wkuhh wrs htxdwlrqv/ wkh wkuhh erwwrp rqhv/ dqg vlpsoli|= 4 +46,=5 +45,=6 +56, @ 4 +45,=5 +56,=6 +46, Htxlydohqwo| 5 6 4 +45> +{4 > {5 ,,= +56> +{5 > {6 ,,= +46> +{4 > {6 ,, @ 4 5 6 4 Ohwwlqj {4> {5 ydu| dqg nhhslqj {6 {hg/ wkh deryh htxdwlrq lpsolhv wkdw 4 @5 wdnhv wkh irup 4 i+{4 , +45> +{4 > {5 ,, @ 5 j+{5 ,

iru doo {4> {5 @ 4> 5===

zkhuh wkh ixqfwlrqv i> j duh uhdoydoxhg dqg srvlwlyh iru doo {l A 3= Zh fdq dsso| wkh vdph dujxphqw wr 5 @6 +56, dqg 6 @4 +46,> pruhryhu d vwudljkwiru0 zdug qrupdol}dwlrq |lhogv wkuhh uhdoydoxhg ixqfwlrqv il / vxfk wkdw iru doo l> m lq i4> 5> 6j > dqg doo {l > {m A 3= il +{l , il +{l , l +, l +lm> +{l > {m ,, @ +l> m> +{l > {m ,, @ m im +{m , il +{l , . im +{m , 65

Li {l @ 3>zh nqrz wkdw l +lm> +{l > {m ,, @ 3 wkhuhiruh e| h{whqglqj il wr il +3, @ 3> zh kdyh frqvwuxfwhg wkuhh ixqfwlrqv i4 > i5 > i6 dv lq wkh vwdwhphqw ri Ohppd 9 dqg vxfk wkdw +64, krogv iru doo wkuhh vxevhwv ilmj ri Q3 @ i4> 5> 6j = Lw lv qrz d vlpsoh pdwwhu wr h{whqg wkh ghqlwlrq ri il wr doo l 5 Q 1 Iru dq| l 5 Q Q3 >dsso| wkh dujxphqw deryh wr i4> 5> lj >nhhslqj wkh vdph ixqfwlrqv i4 > i5 mxvw ghqhg dqg ghqlqj d qhz il = Iru dq| sdlu l> m glvmrlqw iurp i4> 5j > zh dsso| wkh suhylrxv dujxphqw wr wkh vhw i4> l> mj wr jhw surshuw| +64, iru wkh sdlu il> mj = Lw uhpdlqv wr h{whqg wkh surshuw| +64, iurp wkh vhwv Q ri vl}h wzr wr doo qlwh vxevhwv ri Q 1 Wklv iroorzv iurp +65, dq hdv| lqgxfwlrq dujxphqw rq mQm = Dvvxph +64, krogv xs wr mQ m  4> wkhq slfn { AA 3 dqg dq duelwudu| sdlu l> m= htxdwlrq +65, zulwhv dv iroorzv S m +Q> {, 4 Q  l n +Q> {, @ S @S im +{m , i +{ , i Ql n n Q n +{n , dv ghvluhg1 Vwhs 51 Dqrwkhu dx{loldu| uhvxow Ohw  5 U+Q , eh d phwkrg vdwlvi|lqj Frqvlvwhqf|1 Zh zulwh vxs+> Q> {, iru wkh vxssruw ri wkh suredelolw| glvwulexwlrq +> Q> {, zkhq w ydulhv iurp 3 wr {Q = vxs+> Q> {, @ i} 5 ^3> {` m +Q> }Q > {, A 3j Iru doo qlwh vxevhwv P > Q ri Q zlwk P  Q dqg doo { lq ‚L Q / zh kdyh= vxs+> P> surmP +{,,  surmP ^vxs+> Q> {,`

+66,

zkhuh surm P lv wkh surmhfwlrq rshudwru iurp ‚L Q rqwr ‚L P = Slfn dq duelwudu| hohphqw } 5 vxs+> Q> {, dqg dq djhqw l5 Q P= Lq wkh Frqvlvwhqf| htxdwlrq +54,/ wkh ohiw0kdqg whup lv srvlwlyh/ khqfh wkh uljkw0kdqg whupv duh srvlwlyh dv zhoo/ lpso|lqj }l 5 vxs+> Ql> {l ,= Uhshdw wkh du0 jxphqw e| vxffhvvlyho| ghohwlqj doo djhqwv lq Q P> wr rewdlq surmP +}, 5 vxs+> P> surmP +{,,> dqg wkh lqfoxvlrq +66, lv hvwdeolvkhg1 Qrwh wkdw wkh frqyhuvh lqfoxvlrq krogv wuxh dv zhoo/ iru dq| phwkrg phhwlqj Frqvlvwhqf| dqg Orzhu dqg2ru Xsshu Frpsrvlwlrq1 Zh rplw wkh surri1 Vwhs 61 Frqvwuxfwlqj wkh sulrulw| suhrughulqj Zh vwduw qrz wkh surri ri vwdwhphqw ll= zh { d phwkrg  5 U+Q , phhwlqj FV\/ OF dqg XF1 Lq wklv vwhs zh dqdo|}h wkh sulrulw| uhodwlrq +Ghqlwlrq 7, ri  = zh vkrz wkdw wklv uhodwlrq lv d suhrughulqj/ dqg dsso| wkhq Ohppd 8 wr ghfrpsrvh  lqwr d idplo| ri sulrulw|0iuhh phwkrgv1 Iru dq| sdlu l> m frqvlghu wkh surshuw|=  jlyhv sulrulw| wr l ryhu m> Ghql0 wlrq 71 E| vwhs 5/ zh kdyh iru doo Q> {= 66

vxs+> il> mj > i{l > {m j,  surmil>mj ^vxs+> Q> {,` Wkhuhiruh li surshuw| +55, krogv iru Q @ il> mj > lw krogv iru dq| Q1 Iru Q @ il> mj > surshuw| +55, vd|v wkdw wkh phwkrg +lm, 5 U+lm, lv wkh sulrulw| phwkrg zlwk l uvw1 Rq wkh rwkhu kdqg/ +lm, phhwv OF dqg XF/ vr e| Ohppd 4/ +lm, lv wkh sulrulw| zlwk l uvw li dqg rqo| li m +lm> +4> 4,, @ 3 +uhfdoo wkdw wkh phwkrg  lv hqwluho| ghwhuplqhg e|  @ l +4> 4,,= Zh ghqh wkh sulrulw| uhodwlrq ( ri > lwv vwulfw frpsrqhqw dqg lqglhuhqfh uhodwlrq dv iroorzv= " y +, ( l

l l

m +,  jlyhv sulrulw| wr l ryhu m +, m +lm> +4> 4,, @ 3 +, 3 ? l +lm> +4> 4,, ? 4 m +, +lm, lv sulrulw|0iuhh 3 ? m +lm> +4> 4,, ? 4 +67, m +, m +lm> +4> 4,, A 3

Zh vkrz qh{w wkdw ( lv d suhrughulqj1 Lw lv reylrxvo| frpsohwh> iru wudqvl0 wlylw|/ zh slfn wkuhh duelwudu| djhqwv 4/5/6 dqg suryh wkh iroorzlqj= i4 +45> +4> 4,, A 3 dqg 5 +56> +4> 4,, A 3j @, i4 +46> +4> 4,, A 3j

+68,

Zh xvh uhshdwhgo| surshuw| +65, iru Q @ 4> 5> 6/ xvlqj wkh vkruwkdqg= l @ l +Q> +4> 4> 4,, dqg l +lm, @ l +lm> +4> 4,,= Zh suryh +68, e| frqwudglfwlrq1 Dvvxph wkh lqhtxdolwlhv lq wkh suhplvhv dqg 4 +46, @ 3= Dsso| +65, wkuhh wlphv lq vhtxhqfh= 4 +46, @ 3 dqg 4 @ +4  5 ,=4 +46, @, 4 @ 3 4 +45, A 3 dqg 4 @ +4  6 ,=4 +45, @, 6 @ 4 @, 5 @ 3 5 +56, A 3 dqg 5 @ +4  4 ,=5 +56, @, frqwudglfwlrq Li wkh sulrulw| uhodwlrq ri d phwkrg  ghqhv d suhrughulqj ( +wkh vwulfw frpsrqhqw ri zklfk lv wkh uhodwlrq lq Ghqlwlrq 7,/ wkh phwkrg lwvhoi lv wkh ( sulrulw| frpsrvlwlrq ri lwv surmhfwlrqv +P, ryhu doo lqglhuhqfh fodvvhv ri ( = Wklv idfw lv mxvw d uhzruglqj ri Ohppd 81 Lq wkh fdvh ri rxu phwkrg  phhwlqj FV\/ OF dqg XF/ zh qrwh wkdw wkh phwkrgv +P, phhw wkhvh wkuhh d{lrpv dv zhoo1 Wkh dgglwlrqdo surshuw| ri +P, lv wr eh sulrulw|0iuhh1 Lq wkh qh{w dqg odvw vwhs ri wkh surri/ zh vkrz wkdw wklv irufhv wkh sursruwlrqdo phwkrg zkhqhyhu mPm  6= Vwhs 71 Wkh fdvh ri sulrulw|0iuhh phwkrgv1 67

Doo wkdw uhpdlqv wr eh vkrzq lv wklv= ohw  5 U+Q , eh d sulrulw|0iuhh phwkrg phhwlqj FV\/ OF dqg XF> li mQ m  6>  pxvw eh wkh sursruwlrqdo phwkrg1 Iru hyhu| sdlu ri djhqwv l> m/ wkh phwkrg +lm, +wkh surmhfwlrq ri  rq il> mj > vhh Ohppd 8, phhwv OF dqg XF/ wkhuhiruh lw lv d phwkrg  iurp Ohppd 51 Sulrulw|0iuhhqhvv lpsolhv 3 ?  ? 4= Rq wkh rwkhu kdqg/ zh fdq dsso| wkh dx{loldu| uhvxow ri Vwhs 4/ dqg l +lm> {, wdnhv wkh irup +64, iru vrph uhdo0ydoxhg ixqfwlrq il =Zh qrz frpelqh wkhvh wzr uhsuhvhqwdwlrqv ri l +lm> +{l > {m ,,= E| ghqlwlrq ri wkh phwkrgv  > wkh udwlr l +lm> {, @ m +lm> {, fdq rqo| wdnh rqh ri wzr irupv= l +lm> {, @ m l +lm> {, @ m

{l li +lm, lv wkh sursruwlrqdo phwkrg {m {l  {l {m rwkhuzlvh1 = {l {m  {m

Ghqh +l> m, @ 45 lq wkh iruphu fdvh dqg +l> m, @  lq wkh odwwhu1 Frpsdulqj wkhvh irupxodv zlwk +64, jlyhv il +{l , @ dl ={l iru vrph frqvwdqw dl A 3> li+lm,lv sursruwlrqdo {l  {l iru vrph frqvwdqw dl A 3> rwkhuzlvh= il +{l , @ dl = {l Ghqh +l> m, @ 45 li +l> m, lv wkh sursruwlrqdo phwkrg dqg +l> m, @  rwkhuzlvh1 Wkh deryh v|vwhp vkrzv wkdw +l> m, lv lqghshqghqw ri m +ehfdxvh il lv,= +l> m, @ +l> n, iru doo wulsoh l> m> n1 Lw dovr lpsolhv +l> m, . +m> l, @ 4= Wkhvh wzr surshuwlhv/ wrjhwkhu zlwk mQ m  6> |lhog +l> m, @ 45 iru doo l> m1 Wkxv +lm, lv wkh sursruwlrqdo phwkrg iru doo l> m= D qdo lqgxfwlrq dujxphqw edvhg rq surshuw| +65, +dqg vlplodu wr wkh du0 jxphqw dw wkh hqg ri Vwhs 4, vkrzv wkdw l +Q> {, lv sursruwlrqdo wr {l iru doo l> Q> {/ dqg wkh surri ri Wkhruhp 5 lv frpsohwh1 Vwhs 81 Surri ri wkh Fruroodu|1 Lw lv suhflvho| wkh remhfw ri Vwhs 7 deryh1

71 Surri ri Wkhruhp 6

Ohw  5 U+Q , phhw FV\/ OF dqg Srvlwlyh Vkduh1 E| wkh uhvxow lq Vwhs 4 ri wkh suhylrxv surri/ wkh lqfuhphqwdo jdlq glvwulexwlrq ri  wdnhv wkh irup +64, iru vrph uhdoydoxhg ixqfwlrqv il dv ghvfulehg lq wkh uhvxow1 Zh dsso| Frqvlvwhqf| +54, wr dq duelwudu| wulsoh Q @ i4> 5> 6j lq Q dqg wr l @ 5> w @ 5> { v=w= {m  4 iru m @ 4> 5> 6> dqg } @ +4> 4> 3, = +Q> 5> {,+4> 4> 3, @ +46> 4> +{4 > {6 ,,+4> 3,=+Q> 5> {,+\5 @ 4, +:,

+69,

Zh frpsxwh wkh ohiw0kdqg whup lq +69, zlwk wkh khos ri Orzhu Frpsrvlwlrq

68

+Q> 5> {,+4> 4> 3, @ 4 +Q> {,=5 +Q> {  h4 , . 5 +Q> {,=4 +Q> {  h5 , S S Ghqrwh iru vlpsolflw| il @ il +{l ,> v @ Q il > vl @ il +{l  4, . Q l im / doo srvlwlyh/ dqg dsso| +64,= +Q> 5> {,+4> 4> 3, @ i4 =i5 =

4 v



4 4 . v4 v5



Vlploduo|/ +Q> 5> {,+\5

@ 4, @ +Q> 5> {,+4> 4> 3, . +Q> 5> {,+3> 4> 4, @     4 4 4 4 4 4 . i5 =i6 = = i4 =i5 = = . . v v4 v5 v v5 v6

Qrz +69, ghyhorsv dv i4 i5 v



4 4 . v4 v5



     i4 i5 i6 4 4 i4 i5 4 4 . = . . = = i4 . i6 v v4 v5 v v5 v6 +, v4 @ v6 +, i4 +{4 ,  i4 +{4  4, @ i6 +{6 ,  i6 +{6  4, @

Lq wklv frpsxwdwlrq/ wkh djhqwv 4/6 zhuh duelwudu|/ dqg vr zhuh {4  4 dqg {6  4= Wkhuhiruh il +{l ,  il +{l  4, @ d lv lqghshqghqw erwk ri l dqg ri {l  4= Dv il +3, @ 3 dqg il +4, A 3 iru doo l/ zh ghgxfh d A 3 dqg il +{l , @ d={l iru doo l dqg doo {l  3= Wkhuhiruh +Q> {, lv sdudooho wr wkh yhfwru {/ dv ghvluhg1 Wkh surri ri vwdwhphqw l lv frpsohwh1 Wkdw ri vwdwhphqw ll iroorzv dw rqfh e| gxdolw|1

69