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slide-1
SLIDE 1

❆ ▲♦❝❛❧✲❙❡❛r❝❤ ❆❧❣♦r✐t❤♠ ❢♦r ❙t❡✐♥❡r ❋♦r❡st

▼✳ ●r♦ÿ✱ ❆✳ ●✉♣t❛✱ ❆✳ ❑✉♠❛r✱ ❏✳ ▼❛t✉s❝❤❦❡✱ ❉✳ ❙❝❤♠✐❞t✱ ❏✳ ❱❡rs❝❤❛❡ ▼✳ ❙❝❤♠✐❞t

❍✐❣❤❧✐❣❤ts ♦❢ ❆❧❣♦r✐t❤♠s ✷✵✶✼✱ ❇❡r❧✐♥

❏✉♥❡ ✶✵t❤ ✷✵✶✼

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✵ ✴ ✸

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SLIDE 2

❚❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠

■♥♣✉t

  • r❛♣❤

G = (V , E) ❚❡r♠✐♥❛❧ s ♣❛✐rs (s✶, ¯ s✶), . . . , (sk, ¯ sk) ∈ V × V ❊❞❣❡ ❝♦sts c : E → R+ ❖✉t♣✉t ▼✐♥✐♠✉♠ ❝♦st ❢♦r❡st F ⊆ E ❝♦♥t❛✐♥✐♥❣ si✲¯ si✲♣❛t❤ ❢♦r ❛❧❧ i = ✶, . . . , k

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✶ ✴ ✸

slide-3
SLIDE 3

❚❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠

■♥♣✉t

  • r❛♣❤

G = (V , E) ❚❡r♠✐♥❛❧ s ♣❛✐rs (s✶, ¯ s✶), . . . , (sk, ¯ sk) ∈ V × V ❊❞❣❡ ❝♦sts c : E → R+ ❖✉t♣✉t ▼✐♥✐♠✉♠ ❝♦st ❢♦r❡st F ⊆ E ❝♦♥t❛✐♥✐♥❣ si✲¯ si✲♣❛t❤ ❢♦r ❛❧❧ i = ✶, . . . , k

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✶ ✴ ✸

slide-4
SLIDE 4

❚❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠

■♥♣✉t

  • r❛♣❤

G = (V , E) ❚❡r♠✐♥❛❧ s ♣❛✐rs (s✶, ¯ s✶), . . . , (sk, ¯ sk) ∈ V × V ❊❞❣❡ ❝♦sts c : E → R+ ❖✉t♣✉t ▼✐♥✐♠✉♠ ❝♦st ❢♦r❡st F ⊆ E ❝♦♥t❛✐♥✐♥❣ si✲¯ si✲♣❛t❤ ❢♦r ❛❧❧ i = ✶, . . . , k

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✶ ✴ ✸

slide-5
SLIDE 5

❚❤❡ ❙t❡✐♥❡r ❚r❡❡ Pr♦❜❧❡♠

■♥♣✉t

  • r❛♣❤

G = (V , E) ❚❡r♠✐♥❛❧s ♣❛✐rs s✶, . . . , sk ∈ V ❊❞❣❡ ❝♦sts c : E → R+ ❖✉t♣✉t ▼✐♥✐♠✉♠ ❝♦st tr❡❡ T ⊆ E ❝♦♥t❛✐♥✐♥❣ ❛❧❧ si

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✶ ✴ ✸

slide-6
SLIDE 6

❚❤❡ ▼✐♥✐♠✉♠ ❙♣❛♥♥✐♥❣ ❚r❡❡ Pr♦❜❧❡♠

■♥♣✉t

  • r❛♣❤

G = (V , E) ❚❡r♠✐♥❛❧s ♣❛✐rs V ❊❞❣❡ ❝♦sts c : E → R+ ❖✉t♣✉t ▼✐♥✐♠✉♠ ❝♦st tr❡❡ T ⊆ E ❝♦♥t❛✐♥✐♥❣ ❛❧❧ v

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✶ ✴ ✸

slide-7
SLIDE 7

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

slide-8
SLIDE 8

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

slide-9
SLIDE 9

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

slide-10
SLIDE 10

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

slide-11
SLIDE 11

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 12

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 13

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

slide-14
SLIDE 14

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 15

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 16

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 17

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 18

▲♦❝❛❧ ❙❡❛r❝❤

❊①❛♠♣❧❡✿ ▲♦❝❛❧ s❡❛r❝❤ ❢♦r ▼❙❚ ✇✐t❤ ❡✉❝❧✐❞❡❛♥ ❞✐st❛♥❝❡s ▲♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠✳

✶ ❙t❛rt ❢r♦♠ ❛r❜✐tr❛r② ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥✳ ✷ ❘❡❛❝❤ ♥❡①t ❢❡❛s✐❜❧❡ s♦❧✉t✐♦♥ ❜② ❡①❡❝✉t✐♥❣ s✐♥❣❧❡ ❡❞❣❡ s✇❛♣s✳ ✸ ■t❡r❛t❡ ✉♥t✐❧ ♥♦ ✐♠♣r♦✈✐♥❣ s✇❛♣ ▲♦❝❛❧ ♦♣t✐♠✉♠ r❡❛❝❤❡❞✳

❋♦r ▼❙❚✱ t❤✐s ✐s ♦♣t✐♠❛❧✦ ✷✲❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ❙t❡✐♥❡r ❚r❡❡

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✷ ✴ ✸

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SLIDE 19

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❈❤♦♦s❡ ℓ ❛♥❞ k ✇✐t❤ ℓ ≫ k

ℓ t❡r♠✐♥❛❧ ♣❛✐rs ✶ ✶ ✶

ℓ k ℓ k ℓ k

◆❡❡❞ t♦ r❡♠♦✈❡ ♠♦r❡ t❤❛♥ O(✶) ❡❞❣❡s✳

■♥s❡rt ❡❞❣❡ ♦❢ ❝♦st ❯♥❧❡ss ♠♦r❡ t❤❛♥ ❡❞❣❡s ❛r❡ r❡♠♦✈❡❞✱ ♥♦ ✐♠♣r♦✈✐♥❣ ♠♦✈❡✳ ▲♦❝❛❧ ❖P❚

✈s✳ ❣❧♦❜❛❧ ❖P❚ ✷ ✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

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SLIDE 20

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❈❤♦♦s❡ ℓ ❛♥❞ k ✇✐t❤ ℓ ≫ k

ℓ t❡r♠✐♥❛❧ ♣❛✐rs ✶ ✶ ✶

ℓ k ℓ k ℓ k

◆❡❡❞ t♦ r❡♠♦✈❡ ♠♦r❡ t❤❛♥ O(✶) ❡❞❣❡s✳

■♥s❡rt ❡❞❣❡ ♦❢ ❝♦st ℓ ❯♥❧❡ss ♠♦r❡ t❤❛♥ k ❡❞❣❡s ❛r❡ r❡♠♦✈❡❞✱ ♥♦ ✐♠♣r♦✈✐♥❣ ♠♦✈❡✳ ▲♦❝❛❧ ❖P❚ > ℓ✷/k ✈s✳ ❣❧♦❜❛❧ ❖P❚ ✷ℓ✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

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SLIDE 21

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❈❤♦♦s❡ ℓ ❛♥❞ k ✇✐t❤ ℓ ≫ k

ℓ t❡r♠✐♥❛❧ ♣❛✐rs ✶ ✶ ✶ ℓ

ℓ k ℓ k ℓ k

◆❡❡❞ t♦ r❡♠♦✈❡ ♠♦r❡ t❤❛♥ O(✶) ❡❞❣❡s✳

■♥s❡rt ❡❞❣❡ ♦❢ ❝♦st ℓ ❯♥❧❡ss ♠♦r❡ t❤❛♥ k ❡❞❣❡s ❛r❡ r❡♠♦✈❡❞✱ ♥♦ ✐♠♣r♦✈✐♥❣ ♠♦✈❡✳ ▲♦❝❛❧ ❖P❚ > ℓ✷/k ✈s✳ ❣❧♦❜❛❧ ❖P❚ ✷ℓ✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

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SLIDE 22

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❙♦❧✐❞ ❡❞❣❡s ❝♦st ✹✱ ❞❛s❤❡❞ ❡❞❣❡s ❝♦st ✶✳ ▲♦❝❛❧❧② ♦♣t✐♠❛❧ ❢♦r ♠❛♥② s✐♠♣❧❡ s✇❛♣s✳ ▼♦r❡ ❣❡♥❡r❛❧ ✈❡rs✐♦♥ ♦❢ t❤✐s ❡①❛♠♣❧❡✿ ❧♦❣ ❛♣♣r♦①✐♠❛t✐♦♥ ❢❛❝t♦r✳ ❘❡❛s♦♥ ❧✐❡s ✐♥ ❤✐❣❤ ❣✐rt❤✳ ❙♦❧✉t✐♦♥✿ ❈♦♠♣❧❡① ♣✉③③❧❡ ✇✐t❤ ❛ ♣♦t❡♥t✐❛❧ ❢✉♥❝t✐♦♥ ❛♥❞ ✐♥✈♦❧✈❡❞ ❧♦❝❛❧ st❡♣s✳

❚❤❡♦r❡♠

❚❤❡r❡ ✐s ❛ ♥♦♥✲♦❜❧✐✈✐♦✉s ❧♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠ ✇✐t❤ ❛ ❝♦♥st❛♥t ❧♦❝❛❧✐t② ❣❛♣✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

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SLIDE 23

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❙♦❧✐❞ ❡❞❣❡s ❝♦st ✹✱ ❞❛s❤❡❞ ❡❞❣❡s ❝♦st ✶✳ ▲♦❝❛❧❧② ♦♣t✐♠❛❧ ❢♦r ♠❛♥② s✐♠♣❧❡ s✇❛♣s✳ ▼♦r❡ ❣❡♥❡r❛❧ ✈❡rs✐♦♥ ♦❢ t❤✐s ❡①❛♠♣❧❡✿ ❧♦❣ ❛♣♣r♦①✐♠❛t✐♦♥ ❢❛❝t♦r✳ ❘❡❛s♦♥ ❧✐❡s ✐♥ ❤✐❣❤ ❣✐rt❤✳ ❙♦❧✉t✐♦♥✿ ❈♦♠♣❧❡① ♣✉③③❧❡ ✇✐t❤ ❛ ♣♦t❡♥t✐❛❧ ❢✉♥❝t✐♦♥ ❛♥❞ ✐♥✈♦❧✈❡❞ ❧♦❝❛❧ st❡♣s✳

❚❤❡♦r❡♠

❚❤❡r❡ ✐s ❛ ♥♦♥✲♦❜❧✐✈✐♦✉s ❧♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠ ✇✐t❤ ❛ ❝♦♥st❛♥t ❧♦❝❛❧✐t② ❣❛♣✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

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SLIDE 24

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❙♦❧✐❞ ❡❞❣❡s ❝♦st ✹✱ ❞❛s❤❡❞ ❡❞❣❡s ❝♦st ✶✳ ▲♦❝❛❧❧② ♦♣t✐♠❛❧ ❢♦r ♠❛♥② s✐♠♣❧❡ s✇❛♣s✳ ▼♦r❡ ❣❡♥❡r❛❧ ✈❡rs✐♦♥ ♦❢ t❤✐s ❡①❛♠♣❧❡✿ Ω(❧♦❣ n) ❛♣♣r♦①✐♠❛t✐♦♥ ❢❛❝t♦r✳ ❘❡❛s♦♥ ❧✐❡s ✐♥ ❤✐❣❤ ❣✐rt❤✳ ❙♦❧✉t✐♦♥✿ ❈♦♠♣❧❡① ♣✉③③❧❡ ✇✐t❤ ❛ ♣♦t❡♥t✐❛❧ ❢✉♥❝t✐♦♥ ❛♥❞ ✐♥✈♦❧✈❡❞ ❧♦❝❛❧ st❡♣s✳

❚❤❡♦r❡♠

❚❤❡r❡ ✐s ❛ ♥♦♥✲♦❜❧✐✈✐♦✉s ❧♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠ ✇✐t❤ ❛ ❝♦♥st❛♥t ❧♦❝❛❧✐t② ❣❛♣✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

slide-25
SLIDE 25

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❙♦❧✐❞ ❡❞❣❡s ❝♦st ✹✱ ❞❛s❤❡❞ ❡❞❣❡s ❝♦st ✶✳ ▲♦❝❛❧❧② ♦♣t✐♠❛❧ ❢♦r ♠❛♥② s✐♠♣❧❡ s✇❛♣s✳ ▼♦r❡ ❣❡♥❡r❛❧ ✈❡rs✐♦♥ ♦❢ t❤✐s ❡①❛♠♣❧❡✿ Ω(❧♦❣ n) ❛♣♣r♦①✐♠❛t✐♦♥ ❢❛❝t♦r✳ ❘❡❛s♦♥ ❧✐❡s ✐♥ ❤✐❣❤ ❣✐rt❤✳ ❙♦❧✉t✐♦♥✿ ❈♦♠♣❧❡① ♣✉③③❧❡ ✇✐t❤ ❛ ♣♦t❡♥t✐❛❧ ❢✉♥❝t✐♦♥ ❛♥❞ ✐♥✈♦❧✈❡❞ ❧♦❝❛❧ st❡♣s✳

❚❤❡♦r❡♠

❚❤❡r❡ ✐s ❛ ♥♦♥✲♦❜❧✐✈✐♦✉s ❧♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠ ✇✐t❤ ❛ ❝♦♥st❛♥t ❧♦❝❛❧✐t② ❣❛♣✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

slide-26
SLIDE 26

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❙♦❧✐❞ ❡❞❣❡s ❝♦st ✹✱ ❞❛s❤❡❞ ❡❞❣❡s ❝♦st ✶✳ ▲♦❝❛❧❧② ♦♣t✐♠❛❧ ❢♦r ♠❛♥② s✐♠♣❧❡ s✇❛♣s✳ ▼♦r❡ ❣❡♥❡r❛❧ ✈❡rs✐♦♥ ♦❢ t❤✐s ❡①❛♠♣❧❡✿ Ω(❧♦❣ n) ❛♣♣r♦①✐♠❛t✐♦♥ ❢❛❝t♦r✳ ❘❡❛s♦♥ ❧✐❡s ✐♥ ❤✐❣❤ ❣✐rt❤✳ ❙♦❧✉t✐♦♥✿ ❈♦♠♣❧❡① ♣✉③③❧❡ ✇✐t❤ ❛ ♣♦t❡♥t✐❛❧ ❢✉♥❝t✐♦♥ ❛♥❞ ✐♥✈♦❧✈❡❞ ❧♦❝❛❧ st❡♣s✳

❚❤❡♦r❡♠

❚❤❡r❡ ✐s ❛ ♥♦♥✲♦❜❧✐✈✐♦✉s ❧♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠ ✇✐t❤ ❛ ❝♦♥st❛♥t ❧♦❝❛❧✐t② ❣❛♣✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸

slide-27
SLIDE 27

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st✿ ❙✐♠♣❧❡ ♠♦✈❡s ❞♦♥✬t ✇♦r❦

❙♦❧✐❞ ❡❞❣❡s ❝♦st ✹✱ ❞❛s❤❡❞ ❡❞❣❡s ❝♦st ✶✳ ▲♦❝❛❧❧② ♦♣t✐♠❛❧ ❢♦r ♠❛♥② s✐♠♣❧❡ s✇❛♣s✳ ▼♦r❡ ❣❡♥❡r❛❧ ✈❡rs✐♦♥ ♦❢ t❤✐s ❡①❛♠♣❧❡✿ Ω(❧♦❣ n) ❛♣♣r♦①✐♠❛t✐♦♥ ❢❛❝t♦r✳ ❘❡❛s♦♥ ❧✐❡s ✐♥ ❤✐❣❤ ❣✐rt❤✳ ❙♦❧✉t✐♦♥✿ ❈♦♠♣❧❡① ♣✉③③❧❡ ✇✐t❤ ❛ ♣♦t❡♥t✐❛❧ ❢✉♥❝t✐♦♥ ❛♥❞ ✐♥✈♦❧✈❡❞ ❧♦❝❛❧ st❡♣s✳

❚❤❡♦r❡♠

❚❤❡r❡ ✐s ❛ ♥♦♥✲♦❜❧✐✈✐♦✉s ❧♦❝❛❧ s❡❛r❝❤ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❙t❡✐♥❡r ❋♦r❡st Pr♦❜❧❡♠ ✇✐t❤ ❛ ❝♦♥st❛♥t ❧♦❝❛❧✐t② ❣❛♣✳

▲♦❝❛❧ ❙❡❛r❝❤ ❢♦r ❙t❡✐♥❡r ❋♦r❡st ✶✵✳✵✻✳✷✵✶✼ ✸ ✴ ✸