❊♥s❛✐♦s ❊❝♦♥ô♠✐❝♦s
❊s❝♦❧❛ ❞❡
Pós✲●r❛❞✉❛çã♦
❡♠ ❊❝♦♥♦♠✐❛
❞❛ ❋✉♥❞❛çã♦
●❡t✉❧✐♦ ❱❛r❣❛s
◆◦ ✸✻✽ ■❙❙◆ ✵✶✵✹✲✽✾✶✵
❈♦rr✉♣t✐♦♥ ❆♥❞ ❚❤❡ ❈❤♦✐❝❡ ❖❢ ❆✉❝t✐♦♥ ❋♦r✲
♠❛t
❋❧❛✈✐♦ ▼❛rq✉❡s ▼❡♥❡③❡s✱ P❛✉❧♦ ❑❧✐♥❣❡r ▼♦♥t❡✐r♦
❋❡✈❡r❡✐r♦ ❞❡ ✷✵✵✵
❖s ❛rt✐❣♦s ♣✉❜❧✐❝❛❞♦s sã♦ ❞❡ ✐♥t❡✐r❛ r❡s♣♦♥s❛❜✐❧✐❞❛❞❡ ❞❡ s❡✉s ❛✉t♦r❡s✳ ❆s
♦♣✐♥✐õ❡s ♥❡❧❡s ❡♠✐t✐❞❛s ♥ã♦ ❡①♣r✐♠❡♠✱ ♥❡❝❡ss❛r✐❛♠❡♥t❡✱ ♦ ♣♦♥t♦ ❞❡ ✈✐st❛ ❞❛
❋✉♥❞❛çã♦ ●❡t✉❧✐♦ ❱❛r❣❛s✳
❊❙❈❖▲❆ ❉❊ PÓ❙✲●❘❆❉❯❆➬➹❖ ❊▼ ❊❈❖◆❖▼■❆ ❉✐r❡t♦r ●❡r❛❧✿ ❘❡♥❛t♦ ❋r❛❣❡❧❧✐ ❈❛r❞♦s♦
❉✐r❡t♦r ❞❡ ❊♥s✐♥♦✿ ▲✉✐s ❍❡♥r✐q✉❡ ❇❡rt♦❧✐♥♦ ❇r❛✐❞♦ ❉✐r❡t♦r ❞❡ P❡sq✉✐s❛✿ ❏♦ã♦ ❱✐❝t♦r ■ss❧❡r
❉✐r❡t♦r ❞❡ P✉❜❧✐❝❛çõ❡s ❈✐❡♥tí✜❝❛s✿ ❘✐❝❛r❞♦ ❞❡ ❖❧✐✈❡✐r❛ ❈❛✈❛❧❝❛♥t✐
▼❛rq✉❡s ▼❡♥❡③❡s✱ ❋❧❛✈✐♦
❈♦rr✉♣t✐♦♥ ❆♥❞ ❚❤❡ ❈❤♦✐❝❡ ❖❢ ❆✉❝t✐♦♥ ❋♦r♠❛t✴
❋❧❛✈✐♦ ▼❛rq✉❡s ▼❡♥❡③❡s✱ P❛✉❧♦ ❑❧✐♥❣❡r ▼♦♥t❡✐r♦ ✕ ❘✐♦ ❞❡ ❏❛♥❡✐r♦ ✿ ❋●❱✱❊P●❊✱ ✷✵✶✵
✭❊♥s❛✐♦s ❊❝♦♥ô♠✐❝♦s❀ ✸✻✽✮
■♥❝❧✉✐ ❜✐❜❧✐♦❣r❛❢✐❛✳
Fruuxswlrq dqg wkh Fkrlfh ri Dxfwlrq Irupdw
Iodylr P1 Phqh}hv dqg Sdxor N1 Prqwhlur
Judgxdwh Vfkrro ri Hfrqrplfv
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Wkh dxfwlrqhhu lv fruuxsw1 Zh frqvlghu wzr srvvleoh w|shv ri fruuxsw sudfwlfhv1 Lq wkh uvw fdvh/ wkh dxfwlrqhhu dssurdfkhv wkh zlqqhu dqg rhuv klp wr uhgxfh klv elg wr wkh vhfrqg kljkhvw elg lq h{fkdqjh iru d euleh 1 Li wklv elgghu djuhhv wr sd| wkh euleh/ wkhq kh zlqv wkh remhfw sd|lqj zkdw lv hhfwlyho| wkh vhfrqg kljkhvw elg +soxv wkh euleh wr wkh dxfwlrqhhu,1 Li wklv sod|hu grhv qrw djuhh wr sd| wkh euleh/ wkhq kh vwloo zlqv wkh remhfw dqg sd|v dffruglqjo| wr wkh dxfwlrq uxohv h1j1/ klv elg zkhq d uvw sulfh dxfwlrq lv xvhg1 Lq wkh vhfrqg fdvh/ wkh dxfwlrqhhu dssurdfkhv wkh orvhu dqg rhuv klp wr lqfuhdvh klv elg wr pdwfk wkh kljkhvw elg lq h{fkdqjh iru d euleh1 Li wklv sod|hu djuhhv/ kh zlqv wkh dxfwlrq dqg sd|v wklv kljkhvw elg1 Rwkhuzlvh/ wklv sod|hu orvhv wkh dxfwlrq1 Qrwh wkdw wkh eulehu| duudqjhphqw lv frpprq nqrzohgjh1 Pruhryhu/ erwk eulehu| duudqjhphqwv duh frqvlvwhqw zlwk wkh hylghqfh ri olwwoh glvshuvlrq dprqjvw revhuyhg elgv dv glvfxvvhg lq wkh suhylrxv vhfwlrq ehfdxvh xqghu fruuxswlrq wkh wzr revhuyhg elgv zloo eh lghqwlfdo1
Lq wklv sdshu wkh vl}h ri wkh euleh// lv {hg1 Iru h{dpsoh/pljkw kdyh ehhq ghwhuplqhg e| d vrfldo frqyhqwlrq ru qrup1 Dowkrxjk d pruh frpsohwh prgho zrxog kdyh dv hqgrjhqrxv/ shukdsv dv d iudfwlrq ri wkh zlqqlqj elg/ wkh dqdo|vlv ri {hg douhdg| |lhogv vhyhudo lqwhuhvwlqj uhvxowv1 Zh dovr ljqruh wkh sulqflsdo0djhqw uhodwlrqvkls ehwzhhq wkh vhoohu dqg wkh dxfwlrqhhu1 Dv phqwlrqhg hduolhu/ rxu h{dpsoh lv wkdw ri d jryhuqphqw r!fldo zkr kdv d fkrlfh ehwzhhq dq rudo dxfwlrq dqg d uvw sulfh dxfwlrq wr vhoo d jryhuqphqw0
7Lq wkh dsshqgl{ zh frqvlghu d vhwxs zlwk q elgghuv dqg d jhqhudo glvwulexwlrq ri ydoxhv zkhq wkh dxfwlrqhhu dssurdfkhv wkh zlqqhu1 Wr rewdlq forvh irup vroxwlrqv iru wkh htxloleulxp elgglqj vwudwhjlhv dqg wr frpsxwh wkh vhoohu*v h{shfwhg uhyhqxh dqg wkh h{shfwhg euleh zh olplw rxuvhoyhv wr wkh wzr0elgghu xqlirupo|0glvwulexwhg ydoxhv fdvh1
rzqhg jrrg1 Qh{w zh dujxh wkdw dq rudo dxfwlrq lv fruuxswlrq surri18 Lq wkh qh{w vhfwlrq zh lqyhvwljdwh xqghu zklfk frqglwlrqv fruuxswlrq zloo rffxu lq d uvw sulfh dxfwlrq1
Sursrvlwlrq 4 Xqghu wkh wzr dowhuqdwlyh eulehu| duudqjhphqwv/ rudo dxf0 wlrqv duh fruuxswlrq iuhh1
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Qrz vxssrvh wkdw wkh dxfwlrqhhu dssurdfkhv wkh orvhu ri wkh dxfwlrq1 Dvvxph wkdw Elgghu 5 elgv dq duelwudu| qxpehuK2 dqg Elgghu 4 elgvK : 1 Dv deryh/ Elgghu 4 grhv qrw jdlq dq|wklqj e| elgglqj pruh wkdq klv ydoxh exw pd| dv zhoo orvh li K : K2 : dqg Elgghu 5 ghflghv qrw wr sd| wkh euleh1 Qrz vxssrvh Elgghu 4 elgv K Zkhq K : K2 Elgghu 5 lv rhuhg wkh rssruwxqlw| wr pdwfk 4*v elg dqg zlq wkh dxfwlrq1 Lq wklv fdvh/ e| lqfuhdvlqj klv elg +xs wr,/ Sod|hu 4 zrxog lqfuhdvh klv h{shfwhg surwv1 Li : K2 : K/ wkhq Sod|hu 4 lv rhuhg wr pdwfk 5*v elg dqg sd| wkh euleh1 E| lqfuhdvlqj klv elg/ Sod|hu 4 zrxog lqfuhdvh klv h{shfwhg surwv e| qrw kdylqj wr sd| wkh euleh1 Dv lq wkh suhylrxv fdvh/ wkhuh lv qhyhu fruuxswlrq ehfdxvh wkh zlqqhu dozd|v sd|v wkh vhfrqg kljkhvw elg +zlwkrxw wkh qhhg wr sd| d euleh,1
8Lq wklv sdshu zh gr qrw glvwlqjxlvk ehwzhhq vhfrqg0sulfh vhdohg0elg dqg Hqjolvk dxf0 wlrqv> wkh| duh vwudwhjlfdoo| htxlydohqw lq dq lqghshqghqw0sulydwh ydoxhv prgho1
6
Fruuxswlrq lq Iluvw0Sulfh Dxfwlrqv
Lq wklv vhfwlrq zh lqyhvwljdwh wkh hhfwv ri fruuxswlrq rq elgglqj ehkdylru dqg wkh vhoohu*v h{shfwhg uhyhqxh lq d uvw sulfh dxfwlrq1 Zh dovr frpsxwh wkh suredelolw| ri fruuxswlrq/ lqyhvwljdwh wkh h!flhqf| ri uvw sulfh dxfwlrqv xqghu fruuxswlrq dqg frpsxwh wkh vhoohu*v h{shfwhg uhyhqxh1 Zh h{dplqh wkh wzr eulehu| duudqjhphqwv vhsdudwho|1
614
Wkh zlqqhu lv dssurdfkhg e| wkh dxfwlrqhhu1
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Sursrvlwlrq 5
KE '
2 li f 2
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e32
2 li 2
lv dq htxloleulxp li 2 ns2
c wkdw lv/ li f2b2 Hb 9
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51
0 0.1 0.2 0.3 0.4 0.5
0.2 0.4 0.6 0.8
Iljxuh 4= Judsk riKE E 'e
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E% ' 2 E%
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KE ' 2 li dqg rqo| li '
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zh duh grqh1
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Sursrvlwlrq 6 Iru 2b2 D/ wkh suredelolw| ri fruuxswlrq lv htxdo wr
22
Surri1 Vxssrvh Sod|hu 4 kdv d kljkhu ydoxdwlrq1 Wkdw lv/ : 2 Fru0 uxswlrq zloo rffxu zkhqhyhu 4*v ydoxh dqg Sod|hu 5*v elg lv vxfk wkdw lw lv ihdvleoh iru Sod|hu 4 wr sd| wkh euleh soxv wkh uhylvhg elg/ wkdw lv/ zkhqhyhu
KE2 n 1
Ghqh ' 4@ ic 2j dqg2 ' 4?ic 2jZh fdq qrz zulwh wkh sured0 elolw| ri fruuxswlrq dv
hdFruuxswlrqo ' hdKE2 n o
Wkdw lv
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hd : 2c KE2 n o ' hd2 2c2
2 n o n
hd : 2 :2c KE2 n o
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2 2n 2
22 ' 22
0.68 0.7 0.72 0.74 0.76 0.78 0.8 0.82
0.3 0.32 0.34 0.36 0.38 0.4
B
Suredelolw| ri Fruuxswlrq
Lq wklv fdvh/ wkh suredelolw| ri fruuxswlrq lv txlwh kljk1 Wkh qh{w uhvxow iroorzv iurp wkh Uhyhqxh Htxlydohqfh Wkhruhp jlyhq wkdw wkh h{shfwhg euleh lv vlpso| wkh euleh wlphv wkh suredelolw| ri fruuxswlrq1
Fruroodu| 5 Iru 2b2 D/ wkh vhoohu*v h{shfwhg uhyhqxh lv htxdo wr
E22
0.065 0.07 0.075 0.08 0.085
0.3 0.32 0.34 0.36 0.38 0.4B 0.42 0.44 0.46 0.48 0.5
Wkh vhoohu*v h{shfwhg uhyhqxh
Wkdw lv/ zkhq wkh dxfwlrqhhu dssurdfkhv wkh zlqqhu/ wkh vhoohu*v h{shfwhg uhyhqxh lv uhgxfhg txlwh gudpdwlfdoo| iru vx!flhqwo| odujh ydoxhv ri 1 Wklv ghprqvwudwhv wkh srwhqwldo ghydvwdwlqj hhfwv rq wkh jryhuqphqw*v uhyhqxh lq yhu| fruuxsw hfrqrplhv1
Ilqdoo|/ qrwh wkdw fkdqjlqj wkh zd| wkh dxfwlrqhhu lv frpshqvdwhg/ vd| iurp d {hg vdodu| wr d {hg shufhqwdjh ri wkh vdohv uhyhqxh dv frpplvvlrq/ pd| qrw holplqdwh ru hyhq uhgxfh fruuxswlrq1 Fruuxswlrq fdq rqo| eh holpl0 qdwhg li wkh frpplvvlrq lv vx!flhqwo| odujh vr wkdw wkh h{shfwhg frpplvvlrq lv odujhu wkdq wkh h{shfwhg eulehu|1 Wklv qglqj frqwudvwv zlwk wkdw ri wkh fodvvlfdo hfrqrplf wkhru| ri fruuxswlrq h1j1/ Ehfnhu dqg Vwljohu +4<:7, exw lw lv frqvlvwhqw zlwk uhfhqw qglqjv +Prrnkhumhh dqg Sqj/ 4<<8, wkdw wr zlsh rxw fruuxswlrq d odujh glvfuhwh mxps lq wkh r!fldo*v frpshqvdwlrq lv uhtxluhg1
615
Wkh orvhu lv dssurdfkhg e| wkh dxfwlrqhhu
Zh qrz dvvxph wkdw wkh dxfwlrqhhu dssurdfkhv wkh elgghu zkr orvw wkh dxf0 wlrq wr rhu klp wkh srvvlelolw| ri uhylvlqj klv elg wr pdwfk wkh kljkhvw elg
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Sursrvlwlrq 7
KE '
2 li 2
li 2
lv d v|pphwulf htxloleulxp li
0 0.1 0.2 0.3 0.4
0.2 0.4 v 0.6 0.8 1
Iljxuh 5= Judsk ri KE + 'e,
Surri1 Li Elgghu 5 elgv dffruglqj wr KE wkhq li Elgghu 4 kdv d ydoxdwlrq
dqg elgv % f klv h{shfwhg xwlolw| li wkhuh lv qr srvvlelolw| ri d wlh lv htxdo wr
E% ' E% h E% : KE+c %n : + n
]
% KE+
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% 9' Elgghu 4*v h{shfwhg xwlolw| lv E% dv deryh1 Li %' zh uhghqh
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2 E% f wkh h{shfwhg xwlolw| lv qhyhu pd{lpl}hg zlwk % : Vlqfh
En E zh kdyh wkdw 4@ iE%c %j ' EVxssrvh qrz wkdw f% Wkhq
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li 2 Lw uhpdlqv wr frpsduh2' 22 zlwk E ' E 2n322 Vroylqj wkh lqhtxdolw|
2
2 E 2n
2
2
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Sursrvlwlrq 8 Wkh remhfw grhv qrw jr wr wkh elgghu zlwk wkh kljkhvw ydoxd0 wlrq zlwk suredelolw| E322 2
Surri1 Ohw xv vxssrvh wkdw : / Wkh remhfw zloo jr wr wkh elgghu zlwk wkh orzhvw ydoxdwlrq zlwk suredelolw| 2 li dqg rqo| li / 2 Wkxv wkh suredelolw| wkdw wkh dxfwlrq lv lqh!flhqw lv E322 2
Dv fruuxswlrq rffxuv rqo| li erwk sod|huv kdyh ydoxdwlrq deryh 2/ wkh qh{w uhvxow iroorzv lpphgldwho|1
Sursrvlwlrq 9 Wkh suredelolw| ri fruuxswlrq lv htxdo wr E22
0.04 0.06 0.08 0.1 0.12 0.14 0.16
0.3 0.32 0.34 0.36 0.38 0.4
B
Suredelolw| ri Fruuxswlrq
Wkh vhoohu*v uhyhqxh lv htxdo wr li dw ohdvw rqh ri wkh sod|huv kdv d ydoxh juhdwhu wkdq 2 wkh suredelolw| ri wklv hyhqw lv E
E22
Li wkh wzr sod|huv kdyh ydoxhv ehorz 2 wkh vhoohu*v uhyhqxh lv htxdo wr wkh pd{lpxp ri i
2c
2
2j E| wdnlqj wkh h{shfwhg ydoxh zh rewdlq wkh vhoohu*v h{shfwhg
uhyhqxh dv hvwdeolvkhg lq wkh qh{w sursrvlwlrq1
Sursrvlwlrq : Wkh h{shfwhg euleh lv htxdo wr E22 dqg wkh vhoohu*v h{shfwhg uhyhqxh lv htxdo wr HnEe2
0.27 0.28 0.29 0.3 0.31 0.32 0.33
0.3 0.32 0.34 0.36 0.38 0.4B 0.42 0.44 0.46 0.48 0.5
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