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SLIDE 1

❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈✐♥❣ Pr♦t♦❝♦❧s ✇✐t❤ ❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s

❖✳ ❇❧❛③②✱ ❉✳P♦✐♥t❝❤❡✈❛❧✱ ❉✳ ❱❡r❣♥❛✉❞

❊◆❙✱❈◆❘❙✱ ■◆❘■❆

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶ ✴ ✷✼

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SLIDE 2

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷ ✴ ✷✼

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SLIDE 3

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷ ✴ ✷✼

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SLIDE 4

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷ ✴ ✷✼

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SLIDE 5

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷ ✴ ✷✼

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SLIDE 6

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷ ✴ ✷✼

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SLIDE 7

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

▼♦t✐✈❛t✐♦♥ ❆♣♣r♦❛❝❤ ✇✐t❤ ✭◆■✮❩❑ ❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✸ ✴ ✷✼

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SLIDE 8

❈♦♥❞✐t✐♦♥❛❧ ❆❝t✐♦♥s

❈❡rt✐✜❝❛t✐♦♥ ♦❢ ❛ ♣✉❜❧✐❝ ❦❡②

  • r♦✉♣ ▼❛♥❛❣❡r

❯s❡r ♣❦, π ← → ❈❡rt ❚❤❡ ❯s❡r s❤♦✉❧❞ ❦♥♦✇ t❤❡ ❛ss♦❝✐❛t❡❞ s❦✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✹ ✴ ✷✼

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SLIDE 9

❈♦♥❞✐t✐♦♥❛❧ ❆❝t✐♦♥s

❙✐❣♥❛t✉r❡ ♦❢ ❛ ❜❧✐♥❞❡❞ ♠❡ss❛❣❡ ❙✐❣♥❡r ❯s❡r C(▼), π ← → σ ❚❤❡ ❯s❡r s❤♦✉❧❞ ❦♥♦✇ t❤❡ ♣❧❛✐♥t❡①t ▼✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✹ ✴ ✷✼

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SLIDE 10

❈♦♥❞✐t✐♦♥❛❧ ❆❝t✐♦♥s

❚r❛♥s♠✐ss✐♦♥ ♦❢ ♣r✐✈❛t❡ ✐♥❢♦r♠❛t✐♦♥ ❙❡r✈❡r ❯s❡r ❘❡q✉❡st, π ← → ✐♥❢♦ ❚❤❡ ❯s❡r s❤♦✉❧❞ ♣♦ss❡ss s♦♠❡ ❝r❡❞❡♥t✐❛❧s✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✹ ✴ ✷✼

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SLIDE 11

❙❡♠❛♥t✐❝ s❡❝✉r✐t②

❖♥❧② ♣❡♦♣❧❡ ✇✐t❤ t❤❡ r❡q✉❡st❡❞ s❡❝r❡t s❤♦✉❧❞ ❜❡ ❛❜❧❡ t♦ ❛❝❝❡ss t❤❡ ✐♥❢♦r♠❛t✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✺ ✴ ✷✼

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SLIDE 12

❙❡♠❛♥t✐❝ s❡❝✉r✐t②

❖♥❧② ♣❡♦♣❧❡ ✇✐t❤ t❤❡ r❡q✉❡st❡❞ s❡❝r❡t s❤♦✉❧❞ ❜❡ ❛❜❧❡ t♦ ❛❝❝❡ss t❤❡ ✐♥❢♦r♠❛t✐♦♥

❊s❝r♦✇✲❋r❡❡♥❡ss

❚❤❡ ❛✉t❤♦r✐t② s❤♦✉❧❞ ♥♦t ❧❡❛r♥ ✇❤❡t❤❡r ❤❡ ♣♦ss❡ss❡s t❤❡ r❡q✉❡st❡❞ s❡❝r❡t✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✺ ✴ ✷✼

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SLIDE 13

❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s✿ ❩❑P♦❑

❆ ✉s❡r ❝❛♥ ❛s❦ ❢♦r t❤❡ ❝❡rt✐✜❝❛t✐♦♥ ♦❢ ❛ ♣❦✱ ❜✉t ✐❢ ❤❡ ❦♥♦✇s t❤❡ ❛ss♦❝✐❛t❡❞ s❦ ♦♥❧②✿

❲✐t❤ ❛♥ ■♥t❡r❛❝t✐✈❡ ❩❡r♦✲❑♥♦✇❧❡❞❣❡ Pr♦♦❢ ♦❢ ❑♥♦✇❧❡❞❣❡

t❤❡ ✉s❡r ❯ s❡♥❞s ❤✐s ♣✉❜❧✐❝ ❦❡② ♣❦❀ ❯ ❛♥❞ t❤❡ ❛✉t❤♦r✐t② ❆ r✉♥ ❛ ❩❑ ♣r♦♦❢ ♦❢ ❦♥♦✇❧❡❞❣❡ ♦❢ s❦ ✐❢ ❝♦♥✈✐♥❝❡❞✱ ❆ ❣❡♥❡r❛t❡s ❛♥❞ s❡♥❞s t❤❡ ❝❡rt✐✜❝❛t❡ ❈❡rt ❢♦r ♣❦

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✻ ✴ ✷✼

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SLIDE 14

❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s✿ ❩❑P♦❑

❆ ✉s❡r ❝❛♥ ❛s❦ ❢♦r t❤❡ ❝❡rt✐✜❝❛t✐♦♥ ♦❢ ❛ ♣❦✱ ❜✉t ✐❢ ❤❡ ❦♥♦✇s t❤❡ ❛ss♦❝✐❛t❡❞ s❦ ♦♥❧②✿

❲✐t❤ ❛♥ ■♥t❡r❛❝t✐✈❡ ❩❡r♦✲❑♥♦✇❧❡❞❣❡ Pr♦♦❢ ♦❢ ❑♥♦✇❧❡❞❣❡

t❤❡ ✉s❡r ❯ s❡♥❞s ❤✐s ♣✉❜❧✐❝ ❦❡② ♣❦❀ ❯ ❛♥❞ t❤❡ ❛✉t❤♦r✐t② ❆ r✉♥ ❛ ❩❑ ♣r♦♦❢ ♦❢ ❦♥♦✇❧❡❞❣❡ ♦❢ s❦ ✐❢ ❝♦♥✈✐♥❝❡❞✱ ❆ ❣❡♥❡r❛t❡s ❛♥❞ s❡♥❞s t❤❡ ❝❡rt✐✜❝❛t❡ ❈❡rt ❢♦r ♣❦ ❊s❝r♦✇✲❋r❡❡♥❡ss

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✻ ✴ ✷✼

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SLIDE 15

❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s✿ ❩❑P♦❑

❆ ✉s❡r ❝❛♥ ❛s❦ ❢♦r t❤❡ ❝❡rt✐✜❝❛t✐♦♥ ♦❢ ❛ ♣❦✱ ❜✉t ✐❢ ❤❡ ❦♥♦✇s t❤❡ ❛ss♦❝✐❛t❡❞ s❦ ♦♥❧②✿

❲✐t❤ ❛ ◆♦♥✲■♥t❡r❛❝t✐✈❡ ❩❡r♦✲❑♥♦✇❧❡❞❣❡ Pr♦♦❢ ♦❢ ▼❡♠❜❡rs❤✐♣

t❤❡ ✉s❡r ❯ s❡♥❞s ❤✐s ♣✉❜❧✐❝ ❦❡② ♣❦✱ ❛♥❞ ❛♥ ❡♥❝r②♣t✐♦♥ C ♦❢ s❦ t♦❣❡t❤❡r ✇✐t❤ ❛ ◆■❩❑ ♣r♦♦❢✱ π ✐❢ ❝♦♥✈✐♥❝❡❞✱ ❆ ❣❡♥❡r❛t❡s ❛♥❞ s❡♥❞s t❤❡ ❝❡rt✐✜❝❛t❡ ❈❡rt ❢♦r ♣❦

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✻ ✴ ✷✼

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SLIDE 16

❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s✿ ❩❑P♦❑

❆ ✉s❡r ❝❛♥ ❛s❦ ❢♦r t❤❡ ❝❡rt✐✜❝❛t✐♦♥ ♦❢ ❛ ♣❦✱ ❜✉t ✐❢ ❤❡ ❦♥♦✇s t❤❡ ❛ss♦❝✐❛t❡❞ s❦ ♦♥❧②✿

❲✐t❤ ❛ ◆♦♥✲■♥t❡r❛❝t✐✈❡ ❩❡r♦✲❑♥♦✇❧❡❞❣❡ Pr♦♦❢ ♦❢ ▼❡♠❜❡rs❤✐♣

t❤❡ ✉s❡r ❯ s❡♥❞s ❤✐s ♣✉❜❧✐❝ ❦❡② ♣❦✱ ❛♥❞ ❛♥ ❡♥❝r②♣t✐♦♥ C ♦❢ s❦ t♦❣❡t❤❡r ✇✐t❤ ❛ ◆■❩❑ ♣r♦♦❢✱ π ✐❢ ❝♦♥✈✐♥❝❡❞✱ ❆ ❣❡♥❡r❛t❡s ❛♥❞ s❡♥❞s t❤❡ ❝❡rt✐✜❝❛t❡ ❈❡rt ❢♦r ♣❦ ❊s❝r♦✇✲❋r❡❡♥❡ss

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✻ ✴ ✷✼

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SLIDE 17

❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s✿ ❙P❍❋ ❬❆❈P✵✾❪

❆ ✉s❡r ❝❛♥ ❛s❦ ❢♦r t❤❡ ❝❡rt✐✜❝❛t✐♦♥ ♦❢ ♣❦✱ ❜✉t ✐❢ ❤❡ ❦♥♦✇s t❤❡ ❛ss♦❝✐❛t❡❞ s❦ ♦♥❧②✿

❲✐t❤ ❛ ❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥

L✿ ♣❦ ❛♥❞ ❈ = C(s❦; r) ❛r❡ ❛ss♦❝✐❛t❡❞ t♦ t❤❡ s❛♠❡ s❦ ❯ s❡♥❞s ❤✐s ♣❦✱ ❛♥❞ ❛♥ ❡♥❝r②♣t✐♦♥ ❈ ♦❢ s❦❀ ❆ ❣❡♥❡r❛t❡s t❤❡ ❝❡rt✐✜❝❛t❡ ❈❡rt ❢♦r ♣❦✱ ❛♥❞ s❡♥❞s ✐t✱ ♠❛s❦❡❞ ❜② ❍❛s❤ = ❍❛s❤(❤❦; (♣❦, ❈))❀ ❯ ❝♦♠♣✉t❡s ❍❛s❤ = Pr♦❥❍❛s❤(❤♣; (♣❦, ❈), r))✱ ❛♥❞ ❣❡ts ❈❡rt✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✼ ✴ ✷✼

slide-18
SLIDE 18

❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s✿ ❙P❍❋ ❬❆❈P✵✾❪

❆ ✉s❡r ❝❛♥ ❛s❦ ❢♦r t❤❡ ❝❡rt✐✜❝❛t✐♦♥ ♦❢ ♣❦✱ ❜✉t ✐❢ ❤❡ ❦♥♦✇s t❤❡ ❛ss♦❝✐❛t❡❞ s❦ ♦♥❧②✿

❲✐t❤ ❛ ❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥

L✿ ♣❦ ❛♥❞ ❈ = C(s❦; r) ❛r❡ ❛ss♦❝✐❛t❡❞ t♦ t❤❡ s❛♠❡ s❦ ❯ s❡♥❞s ❤✐s ♣❦✱ ❛♥❞ ❛♥ ❡♥❝r②♣t✐♦♥ ❈ ♦❢ s❦❀ ❆ ❣❡♥❡r❛t❡s t❤❡ ❝❡rt✐✜❝❛t❡ ❈❡rt ❢♦r ♣❦✱ ❛♥❞ s❡♥❞s ✐t✱ ♠❛s❦❡❞ ❜② ❍❛s❤ = ❍❛s❤(❤❦; (♣❦, ❈))❀ ❯ ❝♦♠♣✉t❡s ❍❛s❤ = Pr♦❥❍❛s❤(❤♣; (♣❦, ❈), r))✱ ❛♥❞ ❣❡ts ❈❡rt✳ ■♠♣❧✐❝✐t ♣r♦♦❢ ♦❢ ❦♥♦✇❧❡❞❣❡ ♦❢ s❦

  • ❊s❝r♦✇✲❋r❡❡♥❡ss

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✼ ✴ ✷✼

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SLIDE 19

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ❬❈❙✵✷❪

❉❡✜♥✐t✐♦♥ ❬❈❙✵✷✱●▲✵✸❪

▲❡t {❍} ❜❡ ❛ ❢❛♠✐❧② ♦❢ ❢✉♥❝t✐♦♥s✿ ❳✱ ❞♦♠❛✐♥ ♦❢ t❤❡s❡ ❢✉♥❝t✐♦♥s ▲✱ s✉❜s❡t ✭❛ ❧❛♥❣✉❛❣❡✮ ♦❢ t❤✐s ❞♦♠❛✐♥ s✉❝❤ t❤❛t✱ ❢♦r ❛♥② ♣♦✐♥t ① ✐♥ ▲✱ ❍(①) ❝❛♥ ❜❡ ❝♦♠♣✉t❡❞ ❜② ✉s✐♥❣ ❡✐t❤❡r ❛ s❡❝r❡t ❤❛s❤✐♥❣ ❦❡② ❤❦✿ ❍(①) = ❍❛s❤▲(❤❦; ①)❀ ♦r ❛ ♣✉❜❧✐❝ ♣r♦❥❡❝t❡❞ ❦❡② ❤♣✿ ❍′(①) = Pr♦❥❍❛s❤▲(❤♣; ①, ✇) P✉❜❧✐❝ ♠❛♣♣✐♥❣ ❤❦ → ❤♣ = Pr♦❥❑●▲(❤❦, ①)

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✽ ✴ ✷✼

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SLIDE 20

Pr♦♣❡rt✐❡s

❋♦r ❛♥② ① ∈ ❳✱ ❍(①) = ❍❛s❤▲(❤❦; ①) ❋♦r ❛♥② ① ∈ ▲✱ ❍(①) = Pr♦❥❍❛s❤▲(❤♣; ①, ✇) ✇ ✇✐t♥❡ss t❤❛t ① ∈ ▲

❙♠♦♦t❤♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ❛♥❞ ❤♣ ❛r❡ ✐♥❞❡♣❡♥❞❡♥t

Ps❡✉❞♦✲❘❛♥❞♦♠♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ✐s ♣s❡✉❞♦✲r❛♥❞♦♠✱ ✇✐t❤♦✉t ❛ ✇✐t♥❡ss ✇ ❚❤❡ ❧❛tt❡r ♣r♦♣❡rt② r❡q✉✐r❡s ▲ t♦ ❜❡ ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳✿

❍❛r❞✲P❛rt✐t✐♦♥❡❞ ❙✉❜s❡t

▲ ✐s ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳ ✐❢ ✐t ✐s ❝♦♠♣✉t❛t✐♦♥❛❧❧② ❤❛r❞ t♦ ❞✐st✐♥❣✉✐s❤ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ▲ ❢r♦♠ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ❳ \ ▲

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✾ ✴ ✷✼

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SLIDE 21

Pr♦♣❡rt✐❡s

❋♦r ❛♥② ① ∈ ❳✱ ❍(①) = ❍❛s❤▲(❤❦; ①) ❋♦r ❛♥② ① ∈ ▲✱ ❍(①) = Pr♦❥❍❛s❤▲(❤♣; ①, ✇) ✇ ✇✐t♥❡ss t❤❛t ① ∈ ▲

❙♠♦♦t❤♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ❛♥❞ ❤♣ ❛r❡ ✐♥❞❡♣❡♥❞❡♥t

Ps❡✉❞♦✲❘❛♥❞♦♠♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ✐s ♣s❡✉❞♦✲r❛♥❞♦♠✱ ✇✐t❤♦✉t ❛ ✇✐t♥❡ss ✇ ❚❤❡ ❧❛tt❡r ♣r♦♣❡rt② r❡q✉✐r❡s ▲ t♦ ❜❡ ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳✿

❍❛r❞✲P❛rt✐t✐♦♥❡❞ ❙✉❜s❡t

▲ ✐s ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳ ✐❢ ✐t ✐s ❝♦♠♣✉t❛t✐♦♥❛❧❧② ❤❛r❞ t♦ ❞✐st✐♥❣✉✐s❤ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ▲ ❢r♦♠ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ❳ \ ▲

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✾ ✴ ✷✼

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SLIDE 22

Pr♦♣❡rt✐❡s

❋♦r ❛♥② ① ∈ ❳✱ ❍(①) = ❍❛s❤▲(❤❦; ①) ❋♦r ❛♥② ① ∈ ▲✱ ❍(①) = Pr♦❥❍❛s❤▲(❤♣; ①, ✇) ✇ ✇✐t♥❡ss t❤❛t ① ∈ ▲

❙♠♦♦t❤♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ❛♥❞ ❤♣ ❛r❡ ✐♥❞❡♣❡♥❞❡♥t

Ps❡✉❞♦✲❘❛♥❞♦♠♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ✐s ♣s❡✉❞♦✲r❛♥❞♦♠✱ ✇✐t❤♦✉t ❛ ✇✐t♥❡ss ✇ ❚❤❡ ❧❛tt❡r ♣r♦♣❡rt② r❡q✉✐r❡s ▲ t♦ ❜❡ ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳✿

❍❛r❞✲P❛rt✐t✐♦♥❡❞ ❙✉❜s❡t

▲ ✐s ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳ ✐❢ ✐t ✐s ❝♦♠♣✉t❛t✐♦♥❛❧❧② ❤❛r❞ t♦ ❞✐st✐♥❣✉✐s❤ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ▲ ❢r♦♠ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ❳ \ ▲

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✾ ✴ ✷✼

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SLIDE 23

Pr♦♣❡rt✐❡s

❋♦r ❛♥② ① ∈ ❳✱ ❍(①) = ❍❛s❤▲(❤❦; ①) ❋♦r ❛♥② ① ∈ ▲✱ ❍(①) = Pr♦❥❍❛s❤▲(❤♣; ①, ✇) ✇ ✇✐t♥❡ss t❤❛t ① ∈ ▲

❙♠♦♦t❤♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ❛♥❞ ❤♣ ❛r❡ ✐♥❞❡♣❡♥❞❡♥t

Ps❡✉❞♦✲❘❛♥❞♦♠♥❡ss

❋♦r ❛♥② ① ∈ ▲✱ ❍(①) ✐s ♣s❡✉❞♦✲r❛♥❞♦♠✱ ✇✐t❤♦✉t ❛ ✇✐t♥❡ss ✇ ❚❤❡ ❧❛tt❡r ♣r♦♣❡rt② r❡q✉✐r❡s ▲ t♦ ❜❡ ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳✿

❍❛r❞✲P❛rt✐t✐♦♥❡❞ ❙✉❜s❡t

▲ ✐s ❛ ❤❛r❞✲♣❛rt✐t✐♦♥❡❞ s✉❜s❡t ♦❢ ❳ ✐❢ ✐t ✐s ❝♦♠♣✉t❛t✐♦♥❛❧❧② ❤❛r❞ t♦ ❞✐st✐♥❣✉✐s❤ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ▲ ❢r♦♠ ❛ r❛♥❞♦♠ ❡❧❡♠❡♥t ✐♥ ❳ \ ▲

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✾ ✴ ✷✼

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SLIDE 24

❚r❛♥s♠✐ss✐♦♥ ♦❢ ♣r✐✈❛t❡ ✐♥❢♦r♠❛t✐♦♥ ❙❡r✈❡r ❯s❡r ❘❡q✉❡st, C ← → ✐♥❢♦ ⊕ ❍▲

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✵ ✴ ✷✼

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SLIDE 25

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s ❆ss✉♠♣t✐♦♥s ❊♥❝r②♣t✐♦♥ ❙❝❤❡♠❡ ❙✐❣♥❛t✉r❡ ❙❝❤❡♠❡

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✶ ✴ ✷✼

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SLIDE 26

❉❡✜♥✐t✐♦♥ ✭❈❉❍✮

  • ✐✈❡♥ ❣, ❣ ❛, ❤ ∈ G✸✱ ✐t ✐s ❤❛r❞ t♦ ❝♦♠♣✉t❡ ❤❛✳

❉❡✜♥✐t✐♦♥ ✭❉▲✐♥✮

  • ✐✈❡♥ ✉, ✈, ✇, ✉❛, ✈ ❜, ✇ ❝ ∈ G✻✱ ✐t ✐s ❤❛r❞ t♦ ❞❡❝✐❞❡ ✇❡t❤❡r ❝ = ❛ + ❜✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✷ ✴ ✷✼

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SLIDE 27

❉❡✜♥✐t✐♦♥ ✭❊♥❝r②♣t✐♦♥ ❙❝❤❡♠❡✮

E = (❙❡t✉♣, ❊❑❡②●❡♥, ❊♥❝r②♣t, ❉❡❝r②♣t)✿ ❙❡t✉♣(✶λ)✿ ♣❛r❛♠❀ ❊❑❡②●❡♥(♣❛r❛♠)✿ ♣✉❜❧✐❝ ❡♥❝r②♣t✐♦♥ ❦❡② ♣❦✱ ♣r✐✈❛t❡ ❞❡❝r②♣t✐♦♥ ❦❡② ❞❦❀ ❊♥❝r②♣t(♣❦, ♠; r)✿ ❝✐♣❤❡rt❡①t ❝ ♦♥ ♠ ∈ M ❛♥❞ ♣❦❀ ❉❡❝r②♣t(❞❦, ❝)✿ ❞❡❝r②♣ts ❝ ✉♥❞❡r ❞❦✳

r ♣❦, r ❞❦ ❈ F(▼) ❊♥❝r②♣tSE ❉❡❝r②♣tE r ′ ❘❛♥❞♦♠E

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✸ ✴ ✷✼

slide-28
SLIDE 28

❉❡✜♥✐t✐♦♥ ✭▲✐♥❡❛r ❊♥❝r②♣t✐♦♥ ✭❇❇❙✵✹✮✮

❙❡t✉♣(✶λ)✿ ●❡♥❡r❛t❡s ❛ ♠✉❧t✐♣❧✐❝❛t✐✈❡ ❣r♦✉♣ (♣, G, ❣)✳ ❊❑❡②●❡♥E(♣❛r❛♠)✿❞❦ = (µ, ν)

$

← Z✷

♣✱ ❛♥❞ ♣❦ = (❳✶ = ❣ µ, ❳✷ = ❣ ν)✳

❊♥❝r②♣t(♣❦ = (❳✶, ❳✷), ▼; α, β)✿ ❋♦r ▼✱ ❛♥❞ r❛♥❞♦♠α, β

$

← Z✷

♣✱ ❞❡✜♥❡s ❛s

C =

  • ❝✶ = ❳ α

✶ , ❝✷ = ❳ β ✷ , ❝✸ = ❣ α+β · ▼

❉❡❝r②♣t(❞❦ = (µ, ν), C = (❝✶, ❝✷, ❝✸))✿ ❈♦♠♣✉t❡s ▼ = ❝✸/(❝✶/µ

❝✶/ν

)✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✹ ✴ ✷✼

slide-29
SLIDE 29

s′ s❦; s σ(F) F(▼) ❙✐❣♥S ❘❛♥❞♦♠S

❉❡✜♥✐t✐♦♥ ✭❙✐❣♥❛t✉r❡ ❙❝❤❡♠❡✮

S = (❙❡t✉♣, ❙❑❡②●❡♥, ❙✐❣♥, ❱❡r✐❢)✿ ❙❡t✉♣(✶λ)✿ ♣❛r❛♠❀ ❙❑❡②●❡♥(♣❛r❛♠)✿ ♣✉❜❧✐❝ ✈❡r✐✜❝❛t✐♦♥ ❦❡② ✈❦✱ ♣r✐✈❛t❡ s✐❣♥✐♥❣ ❦❡② s❦❀ ❙✐❣♥(s❦, ♠; s)✿ s✐❣♥❛t✉r❡ σ ♦♥ ♠✱ ✉♥❞❡r s❦❀ ❱❡r✐❢(✈❦, ♠, σ) ✿ ❝❤❡❝❦s ✇❤❡t❤❡r σ ✐s ✈❛❧✐❞ ♦♥ ♠✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✺ ✴ ✷✼

slide-30
SLIDE 30

❉❡✜♥✐t✐♦♥ ✭❲❛t❡rs ❙✐❣♥❛t✉r❡ ✭❲❛t✵✺✮✮

❙❡t✉♣S(✶λ)✿ ●❡♥❡r❛t❡s (♣, G, G❚, ❡, ❣)✱ ❛♥ ❡①tr❛ ❤✱ ❛♥❞ (✉✐) ❢♦r t❤❡ ❲❛t❡rs ❢✉♥❝t✐♦♥ ✭F(♠) = ✉✵

  • ✐ ✉♠✐

✐ )✳

❙❑❡②●❡♥S(♣❛r❛♠)✿ P✐❝❦s ①

$

← Z♣ ❛♥❞ ♦✉t♣✉ts s❦ = ❨ = ❤①✱ ❛♥❞ ✈❦ = ❳ = ❣ ①❀ ❙✐❣♥(s❦, ♠; µ)✿ ❖✉t♣✉ts σ(♠) = (❨ F(♠)µ, ❣ −µ)❀ ❱❡r✐❢(✈❦, ♠, σ)✿ ❈❤❡❝❦s t❤❡ ✈❛❧✐❞✐t② ♦❢ σ✱✭❡(❣, σ✶) · ❡(F(♠), σ✷)

?

= ❡(❳, ❤))

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✻ ✴ ✷✼

slide-31
SLIDE 31

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡ ❉❡✜♥✐t✐♦♥s ❊①❛♠♣❧❡ ❖✉r ❙❝❤❡♠❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✼ ✴ ✷✼

slide-32
SLIDE 32

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡ ❬▲❉❇✵✸❪

❆ s❡♥❞❡r ❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯ s✉❝❤ t❤❛t ❯ ❣❡ts ▼ ✐✛ ✐t ♦✇♥s σ(♠) ✈❛❧✐❞ ✉♥❞❡r ✈❦ ❙ ❞♦❡s ♥♦t ❧❡❛r♥ ✇❤❡r❡❛s ❯ ❣❡ts t❤❡ ♠❡ss❛❣❡ ▼ ♦r ♥♦t ❈♦rr❡❝t♥❡ss✿ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✱ ❤❡ ❧❡❛r♥s ▼

❙❡❝✉r✐t② ◆♦t✐♦♥s

❖❜❧✐✈✐♦✉s✿ ❙ ❞♦❡s ♥♦t ❦♥♦✇ ✇❤❡t❤❡r ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡ ✭❛♥❞ t❤✉s ❣❡ts t❤❡ ♠❡ss❛❣❡✮❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❯ ❞♦❡s ♥♦t ❧❡❛r♥ ❛♥② ✐♥❢♦r♠❛t✐♦♥ ❛❜♦✉t ▼ ✐❢ ❤❡ ❞♦❡s ♥♦t ♦✇♥ ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✽ ✴ ✷✼

slide-33
SLIDE 33

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡ ❬▲❉❇✵✸❪

❆ s❡♥❞❡r ❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯ s✉❝❤ t❤❛t ❯ ❣❡ts ▼ ✐✛ ✐t ♦✇♥s σ(♠) ✈❛❧✐❞ ✉♥❞❡r ✈❦ ❙ ❞♦❡s ♥♦t ❧❡❛r♥ ✇❤❡r❡❛s ❯ ❣❡ts t❤❡ ♠❡ss❛❣❡ ▼ ♦r ♥♦t ❈♦rr❡❝t♥❡ss✿ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✱ ❤❡ ❧❡❛r♥s ▼

❙❡❝✉r✐t② ◆♦t✐♦♥s

❖❜❧✐✈✐♦✉s✿ ❙ ❞♦❡s ♥♦t ❦♥♦✇ ✇❤❡t❤❡r ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡ ✭❛♥❞ t❤✉s ❣❡ts t❤❡ ♠❡ss❛❣❡✮❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❯ ❞♦❡s ♥♦t ❧❡❛r♥ ❛♥② ✐♥❢♦r♠❛t✐♦♥ ❛❜♦✉t ▼ ✐❢ ❤❡ ❞♦❡s ♥♦t ♦✇♥ ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✽ ✴ ✷✼

slide-34
SLIDE 34

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡ ❬▲❉❇✵✸❪

❆ s❡♥❞❡r ❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯ s✉❝❤ t❤❛t ❯ ❣❡ts ▼ ✐✛ ✐t ♦✇♥s σ(♠) ✈❛❧✐❞ ✉♥❞❡r ✈❦ ❙ ❞♦❡s ♥♦t ❧❡❛r♥ ✇❤❡r❡❛s ❯ ❣❡ts t❤❡ ♠❡ss❛❣❡ ▼ ♦r ♥♦t ❈♦rr❡❝t♥❡ss✿ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✱ ❤❡ ❧❡❛r♥s ▼

❙❡❝✉r✐t② ◆♦t✐♦♥s

❖❜❧✐✈✐♦✉s✿ ❙ ❞♦❡s ♥♦t ❦♥♦✇ ✇❤❡t❤❡r ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡ ✭❛♥❞ t❤✉s ❣❡ts t❤❡ ♠❡ss❛❣❡✮❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❯ ❞♦❡s ♥♦t ❧❡❛r♥ ❛♥② ✐♥❢♦r♠❛t✐♦♥ ❛❜♦✉t ▼ ✐❢ ❤❡ ❞♦❡s ♥♦t ♦✇♥ ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✽ ✴ ✷✼

slide-35
SLIDE 35

❖♥❡✲❘♦✉♥❞ ❖❙❇❊ ❢r♦♠ ■❇❊

❚❤❡ ❛✉t❤♦r✐t② ♦✇♥s t❤❡ ♠❛st❡r ❦❡② ♦❢ ❛♥ ■❇❊ s❝❤❡♠❡✱ ❛♥❞ ♣r♦✈✐❞❡s t❤❡ ❞❡❝r②♣t✐♦♥ ❦❡② ✭s✐❣♥❛t✉r❡✮ ❛ss♦❝✐❛t❡❞ t♦ ♠ t♦ ❯✳ ❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯✱ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳ ❙ ❡♥❝r②♣ts ▼ ✉♥❞❡r t❤❡ ✐❞❡♥t✐t② ♠✳

❙❡❝✉r✐t② ♣r♦♣❡rt✐❡s

❈♦rr❡❝t✿ tr✐✈✐❛❧ ❖❜❧✐✈✐♦✉s✿ ♥♦ ♠❡ss❛❣❡ s❡♥t✦ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ■◆❉✲❈P❆ ♦❢ t❤❡ ■❇❊ ❇✉t t❤❡ ❛✉t❤♦r✐t② ❝❛♥ ❞❡❝r②♣t ❡✈❡r②t❤✐♥❣✦

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✾ ✴ ✷✼

slide-36
SLIDE 36

❖♥❡✲❘♦✉♥❞ ❖❙❇❊ ❢r♦♠ ■❇❊

❚❤❡ ❛✉t❤♦r✐t② ♦✇♥s t❤❡ ♠❛st❡r ❦❡② ♦❢ ❛♥ ■❇❊ s❝❤❡♠❡✱ ❛♥❞ ♣r♦✈✐❞❡s t❤❡ ❞❡❝r②♣t✐♦♥ ❦❡② ✭s✐❣♥❛t✉r❡✮ ❛ss♦❝✐❛t❡❞ t♦ ♠ t♦ ❯✳ ❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯✱ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳ ❙ ❡♥❝r②♣ts ▼ ✉♥❞❡r t❤❡ ✐❞❡♥t✐t② ♠✳

❙❡❝✉r✐t② ♣r♦♣❡rt✐❡s

❈♦rr❡❝t✿ tr✐✈✐❛❧ ❖❜❧✐✈✐♦✉s✿ ♥♦ ♠❡ss❛❣❡ s❡♥t✦ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ■◆❉✲❈P❆ ♦❢ t❤❡ ■❇❊ ❇✉t t❤❡ ❛✉t❤♦r✐t② ❝❛♥ ❞❡❝r②♣t ❡✈❡r②t❤✐♥❣✦

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✾ ✴ ✷✼

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SLIDE 37

❖♥❡✲❘♦✉♥❞ ❖❙❇❊ ❢r♦♠ ■❇❊

❚❤❡ ❛✉t❤♦r✐t② ♦✇♥s t❤❡ ♠❛st❡r ❦❡② ♦❢ ❛♥ ■❇❊ s❝❤❡♠❡✱ ❛♥❞ ♣r♦✈✐❞❡s t❤❡ ❞❡❝r②♣t✐♦♥ ❦❡② ✭s✐❣♥❛t✉r❡✮ ❛ss♦❝✐❛t❡❞ t♦ ♠ t♦ ❯✳ ❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯✱ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳ ❙ ❡♥❝r②♣ts ▼ ✉♥❞❡r t❤❡ ✐❞❡♥t✐t② ♠✳

❙❡❝✉r✐t② ♣r♦♣❡rt✐❡s

❈♦rr❡❝t✿ tr✐✈✐❛❧ ❖❜❧✐✈✐♦✉s✿ ♥♦ ♠❡ss❛❣❡ s❡♥t✦ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ■◆❉✲❈P❆ ♦❢ t❤❡ ■❇❊ ❇✉t t❤❡ ❛✉t❤♦r✐t② ❝❛♥ ❞❡❝r②♣t ❡✈❡r②t❤✐♥❣✦

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✶✾ ✴ ✷✼

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SLIDE 38

❆ ❙tr♦♥❣❡r ❙❡❝✉r✐t② ▼♦❞❡❧

❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯✱ ✐❢ ❯ ♦✇♥s✴✉s❡s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡✳

❙❡❝✉r✐t② ◆♦t✐♦♥s

❊s❝r♦✇✲❢r❡❡ ✭❖❜❧✐✈✐♦✉s ✇✳r✳t✳ t❤❡ ❛✉t❤♦r✐t②✮✿ t❤❡ ❛✉t❤♦r✐t② ❞♦❡s ♥♦t ❦♥♦✇ ✇❤❡t❤❡r ❯ ✉s❡s ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❯ ❝❛♥♥♦t ❞✐st✐♥❣✉✐s❤ ♠✉❧t✐♣❧❡ ✐♥t❡r❛❝t✐♦♥s ✇✐t❤ ✿ ❙ s❡♥❞✐♥❣ ▼✵ ❢r♦♠ t❤♦s❡ ✇✐t❤ ❙ s❡♥❞✐♥❣ ▼✶ ✐❢ ❤❡ ❞♦❡s ♥♦t ♦✇♥✴✉s❡ ❛ ✈❛❧✐❞ s✐❣♥❛t✉r❡❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t②✿ ❛❢t❡r t❤❡ ✐♥t❡r❛❝t✐♦♥✱ t❤❡ ❛✉t❤♦r✐t② ❞♦❡s ♥♦t ❧❡❛r♥ ❛♥② ✐♥❢♦r♠❛t✐♦♥ ❛❜♦✉t ▼✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✵ ✴ ✷✼

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SLIDE 39

❖✉r ◆❡✇ ❖❙❇❊

❙ ✇❛♥ts t♦ s❡♥❞ ❛ ♠❡ss❛❣❡ ▼ t♦ ❯✱ ✐❢ ❯ ♦✇♥s ❛ ✈❛❧✐❞ σ(▼) ✉♥❞❡r ✈❦✿

❲✐t❤ ❛ ❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥

L✿ ❈ = C(σ, r) ❝♦♥t❛✐♥s ❛ ✈❛❧✐❞ σ(♠) ✉♥❞❡r ✈❦ t❤❡ ✉s❡r ❯ s❡♥❞s ❛♥ ❡♥❝r②♣t✐♦♥ ❈ ♦❢ σ❀ ❆ ❣❡♥❡r❛t❡s ❤❦ ❛♥❞ t❤❡ ❛ss♦❝✐❛t❡❞ ❤♣✱ ❝♦♠♣✉t❡s ❍ = ❍❛s❤(❤❦; ❈)✱ ❛♥❞ s❡♥❞s ❤♣ t♦❣❡t❤❡r ✇✐t❤ ❝ = P ⊕ ❍❀ ❯ ❝♦♠♣✉t❡s ❳ = Pr♦❥❍❛s❤(❤♣; ❈, r)✱ ❛♥❞ ❣❡ts P✳ ▲✐♥(♣❦, ♠) : L(C(♠))

  • ❲▲✐♥(♣❦, ✈❦, ▼) : L(C(σ(♠)))

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✶ ✴ ✷✼

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SLIDE 40

❙❡❝✉r✐t② Pr♦♣❡rt✐❡s

❖❜❧✐✈✐♦✉s✴❊s❝r♦✇✲❢r❡❡✿ ■◆❉✲❈P❆ ♦❢ t❤❡ ❡♥❝r②♣t✐♦♥ s❝❤❡♠❡ ✭❍❛r❞✲♣❛rt✐t✐♦♥❡❞ ❙✉❜s❡t ♦❢ t❤❡ ❙P❍❋✮❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❙♠♦♦t❤♥❡ss ♦❢ t❤❡ ❙P❍❋ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t②✿ Ps❡✉❞♦✲r❛♥❞♦♠♥❡ss ♦❢ t❤❡ ❙P❍❋ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t② r❡q✉✐r❡s ♦♥❡ ✐♥t❡r❛❝t✐♦♥ r♦✉♥❞✲♦♣t✐♠❛❧ ❙t❛♥❞❛r❞ ♠♦❞❡❧ ✇✐t❤ ❲❛t❡rs ❙✐❣♥❛t✉r❡ ✰ ▲✐♥❡❛r ❊♥❝r②♣t✐♦♥ ❈❉❍ ❛♥❞ ❉▲✐♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✷ ✴ ✷✼

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SLIDE 41

❙❡❝✉r✐t② Pr♦♣❡rt✐❡s

❖❜❧✐✈✐♦✉s✴❊s❝r♦✇✲❢r❡❡✿ ■◆❉✲❈P❆ ♦❢ t❤❡ ❡♥❝r②♣t✐♦♥ s❝❤❡♠❡ ✭❍❛r❞✲♣❛rt✐t✐♦♥❡❞ ❙✉❜s❡t ♦❢ t❤❡ ❙P❍❋✮❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❙♠♦♦t❤♥❡ss ♦❢ t❤❡ ❙P❍❋ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t②✿ Ps❡✉❞♦✲r❛♥❞♦♠♥❡ss ♦❢ t❤❡ ❙P❍❋ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t② r❡q✉✐r❡s ♦♥❡ ✐♥t❡r❛❝t✐♦♥ r♦✉♥❞✲♦♣t✐♠❛❧ ❙t❛♥❞❛r❞ ♠♦❞❡❧ ✇✐t❤ ❲❛t❡rs ❙✐❣♥❛t✉r❡ ✰ ▲✐♥❡❛r ❊♥❝r②♣t✐♦♥ ❈❉❍ ❛♥❞ ❉▲✐♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✷ ✴ ✷✼

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SLIDE 42

❙❡❝✉r✐t② Pr♦♣❡rt✐❡s

❖❜❧✐✈✐♦✉s✴❊s❝r♦✇✲❢r❡❡✿ ■◆❉✲❈P❆ ♦❢ t❤❡ ❡♥❝r②♣t✐♦♥ s❝❤❡♠❡ ✭❍❛r❞✲♣❛rt✐t✐♦♥❡❞ ❙✉❜s❡t ♦❢ t❤❡ ❙P❍❋✮❀ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t②✿ ❙♠♦♦t❤♥❡ss ♦❢ t❤❡ ❙P❍❋ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t②✿ Ps❡✉❞♦✲r❛♥❞♦♠♥❡ss ♦❢ t❤❡ ❙P❍❋ ❙❡♠❛♥t✐❝ ❙❡❝✉r✐t② ✇✳r✳t✳ t❤❡ ❆✉t❤♦r✐t② r❡q✉✐r❡s ♦♥❡ ✐♥t❡r❛❝t✐♦♥ r♦✉♥❞✲♦♣t✐♠❛❧ ❙t❛♥❞❛r❞ ♠♦❞❡❧ ✇✐t❤ ❲❛t❡rs ❙✐❣♥❛t✉r❡ ✰ ▲✐♥❡❛r ❊♥❝r②♣t✐♦♥ ❈❉❍ ❛♥❞ ❉▲✐♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✷ ✴ ✷✼

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SLIDE 43

  • ❧♦❜❛❧ ❋r❛♠❡✇♦r❦

❈r②♣t♦❣r❛♣❤✐❝ ❚♦♦❧s

❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡

❆♣♣❧✐❝❛t✐♦♥ t♦ ❇❧✐♥❞ ❙✐❣♥❛t✉r❡ ❊❧❡❝tr♦♥✐❝ ❈❛s❤

❈♦♥❝❧✉s✐♦♥

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✸ ✴ ✷✼

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SLIDE 44

❊❧❡❝tr♦♥✐❝ ❈♦✐♥s ❈❤❛✉♠ ✽✶

❊①♣❡❝t❡❞ ♣r♦♣❡rt✐❡s ❈♦✐♥s ❛r❡ s✐❣♥❡❞ ❜② t❤❡ ❜❛♥❦✿ ❯♥❢♦r❣❡❛❜✐❧✐t② ❈♦✐♥s s❤♦✉❧❞ ❜❡ ❞✐st✐♥❝t t♦ ♣r❡✈❡♥t ❉♦✉❜❧❡✲❙♣❡♥❞✐♥❣ ❇❛♥❦ s❤♦✉❧❞ ♥♦t ❦♥♦✇ t♦ ✇❤♦♠ ✐t ❣❛✈❡ ❛ ❝♦✐♥✿ ❆♥♦♥②♠✐t②

Pr♦t♦❝♦❧

❲✐t❤❞r❛✇❛❧✿ ❆ ✉s❡r ❣❡t ❛ ❝♦✐♥ ❝ ❢r♦♠ t❤❡ ❜❛♥❦ ❙♣❡♥❞✐♥❣✿ ❆ ✉s❡r ♣❛②s ❛ s❤♦♣ ✇✐t❤ t❤❡ ❝♦✐♥ ❝ ❉❡♣♦s✐t✿ ❚❤❡ s❤♦♣ ❣✐✈❡s t❤❡ ❝♦✐♥ ❝ ❜❛❝❦ t♦ t❤❡ ❜❛♥❦

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✹ ✴ ✷✼

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SLIDE 45

❆♥♦♥②♠✐t②

❚❤❡ ❜❛♥❦ ❝❛♥♥♦t ❧✐♥❦ ❛ ✇✐t❤❞r❛✇❛❧ t♦ ❛ ❞❡♣♦s✐t

◆♦ ❞♦✉❜❧❡✲s♣❡♥❞✐♥❣

❆ ❝♦✐♥ s❤♦✉❧❞ ♥♦t ❜❡ ✉s❡❞ t✇✐❝❡

❉❡✜♥✐t✐♦♥ ✭❇❧✐♥❞ ❙✐❣♥❛t✉r❡✮

❆ ❜❧✐♥❞ s✐❣♥❛t✉r❡ ❛❧❧♦✇s ❛ ✉s❡r t♦ ❣❡t ❛ ♠❡ss❛❣❡ ♠ s✐❣♥❡❞ ❜② ❛♥ ❛✉t❤♦r✐t② ✐♥t♦ σ s♦ t❤❛t t❤❡ ❛✉t❤♦r✐t② ❡✈❡♥ ♣♦✇❡r❢✉❧ ❝❛♥♥♦t r❡❝♦❣♥✐③❡ ❧❛t❡r t❤❡ ♣❛✐r (♠, σ)✳

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✺ ✴ ✷✼

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SLIDE 46

❇❧✐♥❞✲❙✐❣♥❛t✉r❡s ❬❇❋P❱✶✶❪

s′ ❞❦ r ♣❦, r ❞❦ s❦, ♣❦, ❝; s σ(❈) σ(F) ❈ F(▼) ❊♥❝r②♣tSE ❉❡❝r②♣tE r ❙✐❣❊①tSE ❙✐❣♥SE ❘❛♥❞♦♠S ❙✐❣♥❡r ❯s❡r

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✻ ✴ ✷✼

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SLIDE 47

❇❧✐♥❞✲❙✐❣♥❛t✉r❡s ❬❇❋P❱✶✶❪

s′ ❞❦ r ♣❦, r ❞❦ s❦, ♣❦, ❝; s σ(❈) σ(F) ❈ F(▼) ❊♥❝r②♣tSE ❉❡❝r②♣tE r ❙✐❣❊①tSE ❙✐❣♥SE ❘❛♥❞♦♠S ❙✐❣♥❡r ❯s❡r

  • r♦t❤ ❙❛❤❛✐

✾ ℓ + ✷✹

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✻ ✴ ✷✼

slide-48
SLIDE 48

❇❧✐♥❞✲❙✐❣♥❛t✉r❡s ❬❇❋P❱✶✶❪

s′ ❞❦ r ♣❦, r ❞❦ s❦, ♣❦, ❝; s σ(❈) σ(F) ❈ F(▼) ❊♥❝r②♣tSE ❉❡❝r②♣tE r ❙✐❣❊①tSE ❙✐❣♥SE ❘❛♥❞♦♠S ❙✐❣♥❡r ❯s❡r

  • r♦t❤ ❙❛❤❛✐

✾ ℓ + ✷✹

❙P❍❋

✽ ℓ + ✶✷

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✻ ✴ ✷✼

slide-49
SLIDE 49

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

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SLIDE 50

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿ Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

△ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

slide-51
SLIDE 51

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

△ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

slide-52
SLIDE 52

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪ P❆❑❊ ❬●▲✵✸❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

△ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

slide-53
SLIDE 53

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪ P❆❑❊ ❬●▲✵✸❪ ❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s ❬❆❈P✵✾❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

△ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

slide-54
SLIDE 54

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪ P❆❑❊ ❬●▲✵✸❪ ❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s ❬❆❈P✵✾❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

△ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

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SLIDE 55

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪ P❆❑❊ ❬●▲✵✸❪ ❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s ❬❆❈P✵✾❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

❇❧✐♥❞ s✐❣♥❛t✉r❡s △ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

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SLIDE 56

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪ P❆❑❊ ❬●▲✵✸❪ ❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s ❬❆❈P✵✾❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

❇❧✐♥❞ s✐❣♥❛t✉r❡s ❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡ △ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼

slide-57
SLIDE 57

❙♠♦♦t❤ Pr♦❥❡❝t✐✈❡ ❍❛s❤ ❋✉♥❝t✐♦♥s ˆ = ✐♠♣❧✐❝✐t ♣r♦♦❢s ♦❢ ❦♥♦✇❧❡❞❣❡

❱❛r✐♦✉s ❆♣♣❧✐❝❛t✐♦♥s✿

■◆❉✲❈❈❆ ❬❈❙✵✷❪ P❆❑❊ ❬●▲✵✸❪ ❈❡rt✐✜❝❛t✐♦♥ ♦❢ P✉❜❧✐❝ ❑❡②s ❬❆❈P✵✾❪

Pr✐✈❛❝②✲♣r❡s❡r✈✐♥❣ ♣r♦t♦❝♦❧s✿

❇❧✐♥❞ s✐❣♥❛t✉r❡s ❖❜❧✐✈✐♦✉s ❙✐❣♥❛t✉r❡✲❇❛s❡❞ ❊♥✈❡❧♦♣❡ △ ▼❛♥② ♠♦r❡ ❘♦✉♥❞ ♦♣t✐♠❛❧ ❛♣♣❧✐❝❛t✐♦♥❄

❖✳ ❇❧❛③② ✭❊◆❙✮ ❘♦✉♥❞✲❖♣t✐♠❛❧ Pr✐✈❛❝②✲Pr❡s❡r✈❛t✐♦♥ ✷✼ ✴ ✷✼