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@ S ^ @ D` @

4

85

S ^[ +, @ 59` @ S @ [4 +59,

@ S ^ @ N` @

4

85S ^[ +, @ 5;=<` @ S

@ [4 +5;=<,

@ S ^!` @ 3

S ^[ +, @ 3` @ S @ [4 +3,

@ S ^!` @ 3

S ^[ +, 5` @ S @ [4 +4>5`

@ S ^ @ iD>5j` @

5

85

9

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S ^V +, @ 4` @ S @ V4 +4,

@ S ^ @ iD> >5> 6>7> 8>9> :>;> <>43> M>T>Nj` @4

7

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@

4

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@ V4 +5=8,

@ S ^!` @ 3

S ^5 V +, 6` @ S @ V4 ^5> 6`

@ S ^ @ idoo 3

v dqg doo j` @4

5

Fxpxodwlyh Glvwulexwlrq Ixqfwlrqv dqg Suredelolw| Ghqvlw| Ixqfwlrqv

Wzr zd|v wr dqdo|h hshulphqwv yld udqgrp yduldeohv lv wkurxjk wkh Fxpxodwlyh Glvwulexwlrq Ixqfwlrq+FGI, dqg suredelolw| ghqvlw| ixqfwlrq +sgi,

Ghqlwlrq ; Ohw [ +, eh d udqgrp yduldeoh ghqhg rq d vdpsoh vsdfh 1 Wkhq wkh Fxpxodwlyh Glvwul0exwlrq Ixqfwlrq +FGI, ri [ lv ghqrwhg e| wkh ixqfwlrq I[ +3, dqg lv ghqhg dv iroorzv

I[ +3, @ S ^[ 3` +54,

zkhuh wkh vhw ^[ 3` ghqhv dq hyhqw ru d froohfwlrq ri rxwfrphv1

Hdpsoh : Frqvlghu wkh udqgrp yduldeoh lq Hdpsoh 61 Wkh FGI ri [ lv

I[ +3, @ S ^[ 3` @4

85

85[

n@4

x +3 n,

1

1 5 2 x

F (x)X

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IV +v3, @4

7x +v3 4, .

4

7x +v3 5, .

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Vr

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;AAAA?AAAA=

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4

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6

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4 v3 7

+56,

:

s o

1

1 2 3 4

F (s )S o

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i[ +, @g

gI[ +, @

g

gS ^[ +, ` +57,

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I[ +, @

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i[ +, g +58,

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4

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dv iroorzv

S ^4 ? [ 5` @ S ^[ 5` S ^[ 4` @ I[ +5, I[ +4, @

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4

i[ +, g +5:,

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Prphqwv ri Udqgrp Yduldeohv

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[/ lv

[dyj @ H ^[` /

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4

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5

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k+[ [dyj,

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l/

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[ @

uH

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l/

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4

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;

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pq

[@

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4

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q

[@

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\ @ j +[, +66,

zklfk kdv lwv rzq FGI dqg sgi/ zklfk pxvw eh irxqg wkurxjk wkh xvh ri udqgrp yduldeoh wudqvirupdwlrq

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4

j +, i[ +, g +67,

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4 3 ? 4

3 rwkhuzlvh

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f (x )X

1

1-1

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ri [1 Lq idfw zh zloo xvh lqirupdwlrq derxw wkh I[ +,/ i[ +,/ dqg j +[, wr ghwhuplqh I\ +|, dqg i\ +|,

Wkh glvwulexwlrq ri t ' Ef

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vxfk wkdw j ^[ +,` |/ dqg wklv lv htxlydohqw wr wkh vhw ri doo rxwfrph 5 vxfk wkdw [ +, j4 +|,1 Vr

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4 +|,

+69,

<

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i\ +|, @g

g|I\ +|, +6:,

Hdpsohv

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\ @ j +[, @ 5[ .4

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dqg | lv vlpso| d qxpehu1 Frqvlghu wkh iroorzlqj judsk

X

Y

y

Y y≤

Y= 2X+1

x=(y-1)/2X (y-1)/2≤

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hyhqw = [ +, 4

5+| 4,

1 Erwk hyhqwv kdyh wkh hdfw vdph rxwfrphv1 Wkhuhiruh

i = \ +, |j @

= [ +,

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Wkhuhiruh

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[

4

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@[ j

4 +|,

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j4 +\ , @4

5+[ 4,

Vr

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[

4

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@ I[

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i[ +, @ x +, x + 4, @

4 3 43 rwkhuzlvh

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;?=

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3 4

4 A 4

+6<,

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| @ 3 I\ +3, @ I[

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@ I[ +4, @ 4

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I\ +|, @

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4 | A 6+74,

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i\ +|, @g

g|I\ +|, +75,

dqg iurp +74, zh kdyh wkdw

i\ +|, @

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54 | 6

3 rwkhuzlvh+76,

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i\ +|, @g

g|I\ +|, @

g

g|I[

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@

4

5i[

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+77,

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\ @ j +[, @ [5

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X

Y

y

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Y=X2

y-y ½½

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j44

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j4

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s\ +79,

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i\ +|, @g

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s|, .

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5s|i[ +

s|,

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I\ +|, @ 3 | ? 3

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I\ +|, @

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i\ +|, @

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5s|

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3 Rwkhuzlvh+7:,

44

F (x )X

σ

Iljxuh 4= sgi ri d Jdxvvldq Udqgrp Yduldeoh

Frpprq Udqgrp Yduldeohv

Wkh Jdxvvldq Udqgrp Yduldeoh

Wkh Jdxvvldq udqgrp yduldeoh lv wkh prvw frpprq ri doo udqgrp yduldeohv1 Lw lv xvhg wr fkdudfwhulh d

qxpehu ri udqgrp skhqrphqrq vxfk dv qrlvh prvw frppxqlfdwlrq v|vwhp wr wkh udqgrp xfwxdwlrqv ri

wkh ghvluhg uhfhlyhg yrowdjh lq qrq0olqh0ri0vljkw zluhohvv frppxqlfdwlrqv v|vwhpv vxfk dv fhooxodu v|vwhpv

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e| lwv phdq p dqg yduldqfh 51 Ohw [ eh d Jdxvvldq udqgrp yduldeoh zlwk d phdq ri p[ dqg d yduldqfh

ri 5

[1 Wkhq/ i[ +, lv

i[ +, @4

s55

[

h

+p,5

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I[ +, @

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i[ +, g @4

s55

[

]

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h

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5

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T +, @4s5

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Wkhuhiruh/

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p[

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hui +, @5s

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h

5

g +85,

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huif +, @5s

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T +, @4

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s5

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S ^4 ? [ 5` @4

s5

5

[

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4

h

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5 p[

[

T

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Wkh Ud|olhjk Udqgrp Yduldeoh

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[@

5

\@

51

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] @

s[5 . \ 5

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uhsuhvhqwv wkh uhfhlyhg hqyhorsh/ qdpho|sY 5

[. Y 5

\1 ] lv fdoohg d Ud|olhjk udqgrp yduldeoh1 Wkh sgi ri ]

lv

i] +, @

5h

5

55 x +, +89,

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[@

5

W@

5

0 1 2 3 4 5 6 7 8 9 100

0.1

0.2

0.3

0.4

0.5

0.6

0.7

x

Fx(x

)

Rayleigh distributions for s=1,2,3,...,10

1

2

3

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I] +, @

]

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i] +, g @

]

3

i] +, g @ 4 h

5

55 +8:,

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Wkh Hsrqhqwldo Udqgrp Yduldeoh

Ohw ] eh d Ud|ohljk udqgrp yduldeoh1 Vxssrvh zh ghqh d qhz udqgrp yduldeoh/ Z / vxfk wkdw

Z @ ]5 +8;,

Li ] uhsuhvhqwv wkh yrowdjh hqyhorsh ri d vljqdo/ wkh Z uhsuhvhqwv wkh srzhu lq d vljqdo/ wr zlwklq d

frqvwdqw1 Wkhq Z kdv wkh iroorzlqj sgi

iZ +z, @4

5h

z

5x +z, +8<,

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46

0 1 2 3 4 5 6 7 8 9 100

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

x

Fx(x

)

Exponential distributions for s=1,2,3,...,10

1

2

3

4

Wkh FGI ri Z lv

IZ +z, @4 h

5

5

x +z, +93,

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Xqlirup Udqgrp Yduldeoh

Lq v|vwhpv ru vljqdov zkhuh wkh skdvh lv qrw nqrzq/ lw lv jhqhudoo| prghohg dv d udqgrp yduldeoh / zklfk

lv xqlirupo| glvwulexwhg ehwzhhq 3 dqg 51 Wkh sgi ri vxfk d udqgrp yduldeoh lv

i +, @4

5^x +, x + 5,` @

4

53 5

3 rwkhuzlvh+94,

Wkh FGI lv

I +, @

5^x +, x + 5,` . x + . 5, @

;?=

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53 5

4 A 5

+95,

Wkh Fhqwudo Olplw Wkhruhp

Vxssrvh zh wdnh d odujh qxpehu ri udqgrp yduldeohv dqg vxp wkhp wrjhwkhu1 Wkh fhqwudo olplw wkhruhp

vwdwhv wkdw wkh uhvxowdqw udqgrp yduldeoh zloo kdyh d Jdxvvldq glvwulexwlrq1 Wklv lv rqh ri wkh uhdvrqv zk|

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d yduldqfh ri 41 Ghqh d qhz udqgrp yduldeoh/ \ / dv iroorzv

\ @ olpQ$4

4

Q

Q[

l@4

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\@ 41

Ulfldq Udqgrp Yduldeohv

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iroorzv d Ud|olhjk glvwulexwlrq1 Krzhyhu/ li olqh0ri0vljkw lv hvwdeolvkhg/ wkhq wkh vljqdo iroorzv d Ulfldq

glvwulexwlrq/ zklfk kdv wkh iroorzlqj sgi

i] +, @

5h

5.y5

55 L3

y

5

x +, +97,

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ghjhqhudwhv wr d Ud|olhjk glvwulexwlrq1

47