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SLIDE 1

❆❧❣❡❜r❛✐❝ ❈r②♣t❛♥❛❧②s✐s ♦❢ t❤❡ P❑❈✬✷✵✵✾ ❆❧❣❡❜r❛✐❝ ❙✉r❢❛❝❡ ❈r②♣t♦s②st❡♠

❏❡❛♥✕❈❤❛r❧❡s ❋❛✉❣èr❡ P✐❡rr❡✕❏❡❛♥ ❙♣❛❡♥❧❡❤❛✉❡r

❯P▼❈ ✕ ❈◆❘❙ ✕ ■◆❘■❆ P❛r✐s ✲ ❘♦❝q✉❡♥❝♦✉rt ▲■P✻ ✕ ❙❆▲❙❆ t❡❛♠

P❑❈✬✷✵✶✵ ✕ ➱❝♦❧❡ ◆♦r♠❛❧❡ ❙✉♣ér✐❡✉r❡ ✕ P❛r✐s ✷✵✶✵✴✵✺✴✷✻

✶✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 2

▼♦t✐✈❛t✐♦♥s

P♦st✲q✉❛♥t✉♠ ❈r②♣t♦❣r❛♣❤② ▲❛tt✐❝❡✲❜❛s❡❞ ❝r②♣t♦✳ ❈♦❞❡✲❜❛s❡❞ ❝r②♣t♦✳ ❑♥❛♣s❛❝❦✲❜❛s❡❞ ❝r②♣t♦✳ ▼✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦✳ ▼✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦ ♦❢t❡♥ ❜❛s❡❞ ♦♥ t❤❡ ❞✐✣❝✉❧t② ♦❢ P♦❧②♥♦♠✐❛❧ ❙②st❡♠ ❙♦❧✈✐♥❣ ✭❍❋❊✱ ❯❖❱✱ ✳ ✳ ✳ ✮✳ ❆❧❣❡❜r❛✐❝ ❝r②♣t❛♥❛❧②s✐s ❊✈❛❧✉❛t✐♦♥ ♦❢ t❤❡ s❡❝✉r✐t② ♦❢ ✈❛r✐♦✉s ❝r②♣t♦ ♣r✐♠✐t✐✈❡s ❜② ♠❡❛♥s ♦❢ ❛❧❣❡❜r❛✐❝ t♦♦❧s✳

✷✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 3

▼♦t✐✈❛t✐♦♥s

P♦st✲q✉❛♥t✉♠ ❈r②♣t♦❣r❛♣❤② ▲❛tt✐❝❡✲❜❛s❡❞ ❝r②♣t♦✳ ❈♦❞❡✲❜❛s❡❞ ❝r②♣t♦✳ ❑♥❛♣s❛❝❦✲❜❛s❡❞ ❝r②♣t♦✳ ▼✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦✳ ▼✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦ → ♦❢t❡♥ ❜❛s❡❞ ♦♥ t❤❡ ❞✐✣❝✉❧t② ♦❢ P♦❧②♥♦♠✐❛❧ ❙②st❡♠ ❙♦❧✈✐♥❣ ✭❍❋❊✱ ❯❖❱✱ ✳ ✳ ✳ ✮✳ ❆❧❣❡❜r❛✐❝ ❝r②♣t❛♥❛❧②s✐s ❊✈❛❧✉❛t✐♦♥ ♦❢ t❤❡ s❡❝✉r✐t② ♦❢ ✈❛r✐♦✉s ❝r②♣t♦ ♣r✐♠✐t✐✈❡s ❜② ♠❡❛♥s ♦❢ ❛❧❣❡❜r❛✐❝ t♦♦❧s✳

✷✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 4

▼♦t✐✈❛t✐♦♥s

P♦st✲q✉❛♥t✉♠ ❈r②♣t♦❣r❛♣❤② ▲❛tt✐❝❡✲❜❛s❡❞ ❝r②♣t♦✳ ❈♦❞❡✲❜❛s❡❞ ❝r②♣t♦✳ ❑♥❛♣s❛❝❦✲❜❛s❡❞ ❝r②♣t♦✳ ▼✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦✳ ▼✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦ → ♦❢t❡♥ ❜❛s❡❞ ♦♥ t❤❡ ❞✐✣❝✉❧t② ♦❢ P♦❧②♥♦♠✐❛❧ ❙②st❡♠ ❙♦❧✈✐♥❣ ✭❍❋❊✱ ❯❖❱✱ ✳ ✳ ✳ ✮✳ ❆❧❣❡❜r❛✐❝ ❝r②♣t❛♥❛❧②s✐s ❊✈❛❧✉❛t✐♦♥ ♦❢ t❤❡ s❡❝✉r✐t② ♦❢ ✈❛r✐♦✉s ❝r②♣t♦ ♣r✐♠✐t✐✈❡s ❜② ♠❡❛♥s ♦❢ ❛❧❣❡❜r❛✐❝ t♦♦❧s✳

✷✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 5

❆❧❣❡❜r❛✐❝ ❙✉r❢❛❝❡ ❈r②♣t♦s②st❡♠ ✭❆❙❈✮

❆♥♦t❤❡r ❞✐✣❝✉❧t ❛❧❣❡❜r❛✐❝ ♣r♦❜❧❡♠✿ ❙❡❝t✐♦♥ ❋✐♥❞✐♥❣ Pr♦❜❧❡♠

  • ✐✈❡♥ ❙(①, ②, t) ∈ F♣[①, ②, t]✱ ✜♥❞ ✉①(t), ✉②(t) ∈ F♣[t] s✉❝❤ t❤❛t

❙(✉①(t), ✉②(t), t) = ✵. Pr✐♥❝✐♣❧❡ ♦❢ ❆❙❈✿ ✉s❡ ❙ ❛s ♣✉❜❧✐❝ ❦❡② ❛♥❞ (✉①, ✉②) ❛s s❡❝r❡t ❦❡②✳ ❍✐❣❤ ❞❡❣r❡❡ ♣♦❧②♥♦♠✐❛❧s✱ ❢❡✇ ✈❛r✐❛❜❧❡s s❤♦rt ❦❡②s ✭ ♥ ❢♦r ❛ s❡❝✉r✐t② ♦❢ ✷♥✮ ✦✦

❆❙❈✿ ❆❦✐②❛♠❛✴●♦t♦✴▼✐②❛❦❡ P❑❈✬✵✾✳ ❘❡s✐st❛♥t t♦ ❛❧❧ ❦♥♦✇♥ ❛tt❛❝❦s✳

❆❦✐②❛♠❛✴●♦t♦ ✵✹✱ P◗❈r②♣t♦✬✵✻✱ ❙❈■❙✬✵✼✳ ✸ ❙❋P✲❜❛s❡❞ ❝r②♣t♦s②st❡♠s✳ ❙❡❝✉r✐t② ❛♥❛❧②s✐s✿ ❯❝❤✐②❛♠❛✴❚♦❦✉♥❛❣❛ ✵✼✳ ❆tt❛❝❦s✿ ❱♦❧♦❝❤ ✵✼✱ ■✇❛♠✐ ❆❙❈▼✬✵✽✳

✸✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 6

❆❧❣❡❜r❛✐❝ ❙✉r❢❛❝❡ ❈r②♣t♦s②st❡♠ ✭❆❙❈✮

❆♥♦t❤❡r ❞✐✣❝✉❧t ❛❧❣❡❜r❛✐❝ ♣r♦❜❧❡♠✿ ❙❡❝t✐♦♥ ❋✐♥❞✐♥❣ Pr♦❜❧❡♠

  • ✐✈❡♥ ❙(①, ②, t) ∈ F♣[①, ②, t]✱ ✜♥❞ ✉①(t), ✉②(t) ∈ F♣[t] s✉❝❤ t❤❛t

❙(✉①(t), ✉②(t), t) = ✵. Pr✐♥❝✐♣❧❡ ♦❢ ❆❙❈✿ ✉s❡ ❙ ❛s ♣✉❜❧✐❝ ❦❡② ❛♥❞ (✉①, ✉②) ❛s s❡❝r❡t ❦❡②✳ ❍✐❣❤ ❞❡❣r❡❡ ♣♦❧②♥♦♠✐❛❧s✱ ❢❡✇ ✈❛r✐❛❜❧❡s → s❤♦rt ❦❡②s ✭O(♥) ❢♦r ❛ s❡❝✉r✐t② ♦❢ ✷♥✮ ✦✦

❆❙❈✿ ❆❦✐②❛♠❛✴●♦t♦✴▼✐②❛❦❡ P❑❈✬✵✾✳ ❘❡s✐st❛♥t t♦ ❛❧❧ ❦♥♦✇♥ ❛tt❛❝❦s✳

❆❦✐②❛♠❛✴●♦t♦ ✵✹✱ P◗❈r②♣t♦✬✵✻✱ ❙❈■❙✬✵✼✳ ✸ ❙❋P✲❜❛s❡❞ ❝r②♣t♦s②st❡♠s✳ ❙❡❝✉r✐t② ❛♥❛❧②s✐s✿ ❯❝❤✐②❛♠❛✴❚♦❦✉♥❛❣❛ ✵✼✳ ❆tt❛❝❦s✿ ❱♦❧♦❝❤ ✵✼✱ ■✇❛♠✐ ❆❙❈▼✬✵✽✳

✸✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 7

❆❧❣❡❜r❛✐❝ ❙✉r❢❛❝❡ ❈r②♣t♦s②st❡♠ ✭❆❙❈✮

❆♥♦t❤❡r ❞✐✣❝✉❧t ❛❧❣❡❜r❛✐❝ ♣r♦❜❧❡♠✿ ❙❡❝t✐♦♥ ❋✐♥❞✐♥❣ Pr♦❜❧❡♠

  • ✐✈❡♥ ❙(①, ②, t) ∈ F♣[①, ②, t]✱ ✜♥❞ ✉①(t), ✉②(t) ∈ F♣[t] s✉❝❤ t❤❛t

❙(✉①(t), ✉②(t), t) = ✵. Pr✐♥❝✐♣❧❡ ♦❢ ❆❙❈✿ ✉s❡ ❙ ❛s ♣✉❜❧✐❝ ❦❡② ❛♥❞ (✉①, ✉②) ❛s s❡❝r❡t ❦❡②✳ ❍✐❣❤ ❞❡❣r❡❡ ♣♦❧②♥♦♠✐❛❧s✱ ❢❡✇ ✈❛r✐❛❜❧❡s → s❤♦rt ❦❡②s ✭O(♥) ❢♦r ❛ s❡❝✉r✐t② ♦❢ ✷♥✮ ✦✦

❆❙❈✿ ❆❦✐②❛♠❛✴●♦t♦✴▼✐②❛❦❡ P❑❈✬✵✾✳ ❘❡s✐st❛♥t t♦ ❛❧❧ ❦♥♦✇♥ ❛tt❛❝❦s✳

❆❦✐②❛♠❛✴●♦t♦ ✵✹✱ P◗❈r②♣t♦✬✵✻✱ ❙❈■❙✬✵✼✳ ✸ ❙❋P✲❜❛s❡❞ ❝r②♣t♦s②st❡♠s✳ ❙❡❝✉r✐t② ❛♥❛❧②s✐s✿ ❯❝❤✐②❛♠❛✴❚♦❦✉♥❛❣❛ ✵✼✳ ❆tt❛❝❦s✿ ❱♦❧♦❝❤ ✵✼✱ ■✇❛♠✐ ❆❙❈▼✬✵✽✳

✸✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 8

❆❧❣❡❜r❛✐❝ ❙✉r❢❛❝❡ ❈r②♣t♦s②st❡♠ ✭❆❙❈✮

❆♥♦t❤❡r ❞✐✣❝✉❧t ❛❧❣❡❜r❛✐❝ ♣r♦❜❧❡♠✿ ❙❡❝t✐♦♥ ❋✐♥❞✐♥❣ Pr♦❜❧❡♠

  • ✐✈❡♥ ❙(①, ②, t) ∈ F♣[①, ②, t]✱ ✜♥❞ ✉①(t), ✉②(t) ∈ F♣[t] s✉❝❤ t❤❛t

❙(✉①(t), ✉②(t), t) = ✵. Pr✐♥❝✐♣❧❡ ♦❢ ❆❙❈✿ ✉s❡ ❙ ❛s ♣✉❜❧✐❝ ❦❡② ❛♥❞ (✉①, ✉②) ❛s s❡❝r❡t ❦❡②✳ ❍✐❣❤ ❞❡❣r❡❡ ♣♦❧②♥♦♠✐❛❧s✱ ❢❡✇ ✈❛r✐❛❜❧❡s → s❤♦rt ❦❡②s ✭O(♥) ❢♦r ❛ s❡❝✉r✐t② ♦❢ ✷♥✮ ✦✦

❆❙❈✿ ❆❦✐②❛♠❛✴●♦t♦✴▼✐②❛❦❡ P❑❈✬✵✾✳ ❘❡s✐st❛♥t t♦ ❛❧❧ ❦♥♦✇♥ ❛tt❛❝❦s✳

❆❦✐②❛♠❛✴●♦t♦ ✵✹✱ P◗❈r②♣t♦✬✵✻✱ ❙❈■❙✬✵✼✳ ✸ ❙❋P✲❜❛s❡❞ ❝r②♣t♦s②st❡♠s✳ → ❙❡❝✉r✐t② ❛♥❛❧②s✐s✿ ❯❝❤✐②❛♠❛✴❚♦❦✉♥❛❣❛ ✵✼✳ ❆tt❛❝❦s✿ ❱♦❧♦❝❤ ✵✼✱ ■✇❛♠✐ ❆❙❈▼✬✵✽✳

✸✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 9

▼❛✐♥ r❡s✉❧ts

❙❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ ♣✿ ❝❛r❞✐♥❛❧✐t② ♦❢ t❤❡ ❣r♦✉♥❞ ✜❡❧❞ F♣✳ ❞✿ ❞❡❣r❡❡ ♦❢ t❤❡ s❡❝r❡t s❡❝t✐♦♥ (✉①(t), ✉②(t))✳ ✇✿ ❞❡❣r❡❡ ✐♥ ①, ② ♦❢ t❤❡ ♣✉❜❧✐❝ s✉r❢❛❝❡✿ ✇ = ❞❡❣①②(❙(①, ②, t))✳ ❈r②♣t❛♥❛❧②s✐s ♦❢ P❑❈✬✵✾ ❆❙❈ ◆❡✇ ❛❧❣❡❜r❛✐❝ ❛tt❛❝❦ ♦♥ t❤❡ P❑❈✬✵✾ ✈❡rs✐♦♥ ♦❢ ❆❙❈✳✳✳ ✳✳✳ ✇❤✐❝❤ r❡❧✐❡s ♦♥ ●rö❜♥❡r ❜❛s❡s ❝♦♠♣✉t❛t✐♦♥s ❛♥❞ ♦♥ ❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✳ ▼❡ss❛❣❡ r❡❝♦✈❡r② ❛tt❛❝❦✳ ❖❢t❡♥ ❢❛st❡r t❤❛♥ t❤❡ ❞❡❝r②♣t✐♦♥ ❛❧❣♦r✐t❤♠ ✦ ❇r❡❛❦s r❡❝♦♠♠❡♥❞❡❞ ♣❛r❛♠❡t❡rs ✐♥ ✵✳✵✺ s❡❝♦♥❞s ✦ ❈♦♠♣❧❡①✐t②✿ q✉❛s✐✲❧✐♥❡❛r ✐♥ t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳✳✳ ✳✳✳ ❛♥❞ ♣♦❧②♥♦♠✐❛❧ ✐♥ ❛❧❧ ♦t❤❡r s❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ ✇ ✼❞ ❧♦❣ ♣

✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 10

▼❛✐♥ r❡s✉❧ts

❙❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ ♣✿ ❝❛r❞✐♥❛❧✐t② ♦❢ t❤❡ ❣r♦✉♥❞ ✜❡❧❞ F♣✳ ❞✿ ❞❡❣r❡❡ ♦❢ t❤❡ s❡❝r❡t s❡❝t✐♦♥ (✉①(t), ✉②(t))✳ ✇✿ ❞❡❣r❡❡ ✐♥ ①, ② ♦❢ t❤❡ ♣✉❜❧✐❝ s✉r❢❛❝❡✿ ✇ = ❞❡❣①②(❙(①, ②, t))✳ ❈r②♣t❛♥❛❧②s✐s ♦❢ P❑❈✬✵✾ ❆❙❈ ◆❡✇ ❛❧❣❡❜r❛✐❝ ❛tt❛❝❦ ♦♥ t❤❡ P❑❈✬✵✾ ✈❡rs✐♦♥ ♦❢ ❆❙❈✳✳✳ ✳✳✳ ✇❤✐❝❤ r❡❧✐❡s ♦♥ ●rö❜♥❡r ❜❛s❡s ❝♦♠♣✉t❛t✐♦♥s ❛♥❞ ♦♥ ❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✳ ▼❡ss❛❣❡ r❡❝♦✈❡r② ❛tt❛❝❦✳ ❖❢t❡♥ ❢❛st❡r t❤❛♥ t❤❡ ❞❡❝r②♣t✐♦♥ ❛❧❣♦r✐t❤♠ ✦ ❇r❡❛❦s r❡❝♦♠♠❡♥❞❡❞ ♣❛r❛♠❡t❡rs ✐♥ ✵✳✵✺ s❡❝♦♥❞s ✦ ❈♦♠♣❧❡①✐t②✿ q✉❛s✐✲❧✐♥❡❛r ✐♥ t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳✳✳ ✳✳✳ ❛♥❞ ♣♦❧②♥♦♠✐❛❧ ✐♥ ❛❧❧ ♦t❤❡r s❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ O(✇ ✼❞ ❧♦❣(♣)).

✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 11

❖✉t❧✐♥❡

✶ ❉❡s❝r✐♣t✐♦♥ ♦❢ ❆❙❈✳ ✷ ▲❡✈❡❧ ✶ ❆tt❛❝❦✿ ❞❡t❡r♠✐♥✐st✐❝✳ ✸ ▲❡✈❡❧ ✷ ❆tt❛❝❦✿ ❞❡t❡r♠✐♥✐st✐❝✳ ✹ ▲❡✈❡❧ ✸ ❆tt❛❝❦✿ ♣r♦❜❛❜✐❧✐st✐❝✳ ✺ ❈♦♠♣❧❡①✐t② ❛♥❛❧②s✐s ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦✳ ✻ ❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts✳

✺✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 12

❉❡s❝r✐♣t✐♦♥ ♦❢ P❑❈✬✵✾ ❆❙❈

◆♦t❛t✐♦♥✿ ❣ ∈ P♦❧(Γ) → t❤❡ s✉♣♣♦rt ♦❢ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❣ ✐s ❛ s✉❜s❡t ♦❢ Γ✳ ❙❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ ♣✱ ❞✱ ✇✳ ❖t❤❡r ♣✉❜❧✐❝ ♣❛r❛♠❡t❡rs✿ Γ❢ , Γ♠, Γ❙✳ ♠ ∈ P♦❧(Γ♠).

❊♥❝r②♣t✐♦♥

❘ P♦❧ ❢

r✵ r✶

❘ P♦❧ ❢

s✵ s✶

❘ P♦❧ ❙

❋✐ ♠ r✐❙ s✐❢ ✐ ✵ ✶ r❡t✉r♥ ❋✵ ① ② t ❋✶ ① ② t ✳

❉❡❝r②♣t✐♦♥

❤ t ❋✵ ❋✶ ✉① ✉② t ❢ s✵ s✶ ✉① ✉② t ❋❛❝t♦r ❤ t ❛♥❞ r❡❝♦✈❡r ❛ ❢❛❝t♦r ❢ ♦❢ ❞❡❣r❡❡ ❞❡❣ ❢ ✉① t ✉② t t ✳ ♠ ✉① ✉② t ❋✵ ✉① ✉② t ♠♦❞ ❢ ❘❡❝♦✈❡r ♠ ❜② s♦❧✈✐♥❣ ❛ ❧✐♥❡❛r s②st❡♠✳ ❱❡r✐❢② ✇✐t❤ ❛ ▼❆❈✳

✻✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 13

❉❡s❝r✐♣t✐♦♥ ♦❢ P❑❈✬✵✾ ❆❙❈

◆♦t❛t✐♦♥✿ ❣ ∈ P♦❧(Γ) → t❤❡ s✉♣♣♦rt ♦❢ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❣ ✐s ❛ s✉❜s❡t ♦❢ Γ✳ ❙❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ ♣✱ ❞✱ ✇✳ ❖t❤❡r ♣✉❜❧✐❝ ♣❛r❛♠❡t❡rs✿ Γ❢ , Γ♠, Γ❙✳ ♠ ∈ P♦❧(Γ♠).

❊♥❝r②♣t✐♦♥

❢ ∈❘ P♦❧(Γ❢ ). r✵, r✶ ∈❘ P♦❧(Γ❢ ). s✵, s✶ ∈❘ P♦❧(Γ❙). ❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶} r❡t✉r♥ (❋✵(①, ②, t), ❋✶(①, ②, t))✳

❉❡❝r②♣t✐♦♥

❤ t ❋✵ ❋✶ ✉① ✉② t ❢ s✵ s✶ ✉① ✉② t ❋❛❝t♦r ❤ t ❛♥❞ r❡❝♦✈❡r ❛ ❢❛❝t♦r ❢ ♦❢ ❞❡❣r❡❡ ❞❡❣ ❢ ✉① t ✉② t t ✳ ♠ ✉① ✉② t ❋✵ ✉① ✉② t ♠♦❞ ❢ ❘❡❝♦✈❡r ♠ ❜② s♦❧✈✐♥❣ ❛ ❧✐♥❡❛r s②st❡♠✳ ❱❡r✐❢② ✇✐t❤ ❛ ▼❆❈✳

✻✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 14

❉❡s❝r✐♣t✐♦♥ ♦❢ P❑❈✬✵✾ ❆❙❈

◆♦t❛t✐♦♥✿ ❣ ∈ P♦❧(Γ) → t❤❡ s✉♣♣♦rt ♦❢ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❣ ✐s ❛ s✉❜s❡t ♦❢ Γ✳ ❙❡❝✉r✐t② ♣❛r❛♠❡t❡rs✿ ♣✱ ❞✱ ✇✳ ❖t❤❡r ♣✉❜❧✐❝ ♣❛r❛♠❡t❡rs✿ Γ❢ , Γ♠, Γ❙✳ ♠ ∈ P♦❧(Γ♠).

❊♥❝r②♣t✐♦♥

❢ ∈❘ P♦❧(Γ❢ ). r✵, r✶ ∈❘ P♦❧(Γ❢ ). s✵, s✶ ∈❘ P♦❧(Γ❙). ❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶} r❡t✉r♥ (❋✵(①, ②, t), ❋✶(①, ②, t))✳

❉❡❝r②♣t✐♦♥

❤(t) = (❋✵ − ❋✶)(✉①, ✉②, t) = (❢ × (s✵ − s✶))(✉①, ✉②, t). ❋❛❝t♦r ❤(t) ❛♥❞ r❡❝♦✈❡r ❛ ❢❛❝t♦r ˜ ❢ ♦❢ ❞❡❣r❡❡ ❞❡❣(❢ (✉①(t), ✉②(t), t))✳ ♠(✉①, ✉②, t) = ❋✵(✉①, ✉②, t) ♠♦❞ ˜ ❢ . ❘❡❝♦✈❡r ♠ ❜② s♦❧✈✐♥❣ ❛ ❧✐♥❡❛r s②st❡♠✳ ❱❡r✐❢② ✇✐t❤ ❛ ▼❆❈✳

✻✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 15

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■✮

s✉❜st✐t✉t✐♦♥ ✭♥❡❡❞ t❤❡ s❡❝r❡t ❦❡②✮✱ ❢❛❝t♦r✐③❛t✐♦♥✱ ❧✐♥❡❛r s②st❡♠✳ ❈❛♥ ✇❡ ❣❡t r✐❞ ♦❢ t❤❡ s✉❜st✐t✉t✐♦♥ st❡♣ ❄ ❉❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✿ ❣❡♥❡r❛❧✐③❛t✐♦♥ ♦❢ ❢❛❝t♦r✐③❛t✐♦♥✳ ❋✐ ♠ r✐❙ s✐❢ ✐ ✵ ✶ ▲❡♠♠❛ ✭❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✮ ❋✵ ❋✶ ❙ s✵ s✶ ❢ ❙ s✵ s✶ ❙ ❢ ❙ ❍♦✇ t♦ ❝♦♠♣✉t❡ ❢ ❙ ✿ ❊❧✐♠✐♥❛t❡ t❤❡ ✈❛r✐❛❜❧❡ ① ✭●rö❜♥❡r ❜❛s✐s✱ r❡s✉❧t❛♥t✱✳✳✳✮✿ ❋✵ ❋✶ ❙

♣ ② t

◗ ② t ❋❛❝t♦r ◗ ② t ◗✵ ② t ◗✶ ② t ✇❤❡r❡ ❞❡❣② ◗✵ ❞❡❣② ◗✶ ✳ s✵ s✶ ❙ ❋✵ ❋✶ ❙ ◗✶ ❢ ❙ ❋✵ ❋✶ ❙ ◗✵ ✳

✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 16

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■✮

s✉❜st✐t✉t✐♦♥ ✭♥❡❡❞ t❤❡ s❡❝r❡t ❦❡②✮✱ ❢❛❝t♦r✐③❛t✐♦♥✱ ❧✐♥❡❛r s②st❡♠✳ ❈❛♥ ✇❡ ❣❡t r✐❞ ♦❢ t❤❡ s✉❜st✐t✉t✐♦♥ st❡♣ ❄ ❉❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✿ ❣❡♥❡r❛❧✐③❛t✐♦♥ ♦❢ ❢❛❝t♦r✐③❛t✐♦♥✳ ❋✐ ♠ r✐❙ s✐❢ ✐ ✵ ✶ ▲❡♠♠❛ ✭❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✮ ❋✵ ❋✶ ❙ s✵ s✶ ❢ ❙ s✵ s✶ ❙ ❢ ❙ ❍♦✇ t♦ ❝♦♠♣✉t❡ ❢ ❙ ✿ ❊❧✐♠✐♥❛t❡ t❤❡ ✈❛r✐❛❜❧❡ ① ✭●rö❜♥❡r ❜❛s✐s✱ r❡s✉❧t❛♥t✱✳✳✳✮✿ ❋✵ ❋✶ ❙

♣ ② t

◗ ② t ❋❛❝t♦r ◗ ② t ◗✵ ② t ◗✶ ② t ✇❤❡r❡ ❞❡❣② ◗✵ ❞❡❣② ◗✶ ✳ s✵ s✶ ❙ ❋✵ ❋✶ ❙ ◗✶ ❢ ❙ ❋✵ ❋✶ ❙ ◗✵ ✳

✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

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SLIDE 17

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■✮

s✉❜st✐t✉t✐♦♥ ✭♥❡❡❞ t❤❡ s❡❝r❡t ❦❡②✮✱ ❢❛❝t♦r✐③❛t✐♦♥✱ ❧✐♥❡❛r s②st❡♠✳ ❈❛♥ ✇❡ ❣❡t r✐❞ ♦❢ t❤❡ s✉❜st✐t✉t✐♦♥ st❡♣ ❄ ❉❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✿ ❣❡♥❡r❛❧✐③❛t✐♦♥ ♦❢ ❢❛❝t♦r✐③❛t✐♦♥✳ ❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ✭❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✮ ❋✵ − ❋✶, ❙ = (s✵ − s✶)❢ , ❙ = s✵ − s✶, ❙ ∩ ❢ , ❙ ❍♦✇ t♦ ❝♦♠♣✉t❡ ❢ , ❙✿ ❊❧✐♠✐♥❛t❡ t❤❡ ✈❛r✐❛❜❧❡ ① ✭●rö❜♥❡r ❜❛s✐s✱ r❡s✉❧t❛♥t✱✳✳✳✮✿ ❋✵ ❋✶ ❙

♣ ② t

◗ ② t ❋❛❝t♦r ◗ ② t ◗✵ ② t ◗✶ ② t ✇❤❡r❡ ❞❡❣② ◗✵ ❞❡❣② ◗✶ ✳ s✵ s✶ ❙ ❋✵ ❋✶ ❙ ◗✶ ❢ ❙ ❋✵ ❋✶ ❙ ◗✵ ✳

✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-18
SLIDE 18

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■✮

s✉❜st✐t✉t✐♦♥ ✭♥❡❡❞ t❤❡ s❡❝r❡t ❦❡②✮✱ ❢❛❝t♦r✐③❛t✐♦♥✱ ❧✐♥❡❛r s②st❡♠✳ ❈❛♥ ✇❡ ❣❡t r✐❞ ♦❢ t❤❡ s✉❜st✐t✉t✐♦♥ st❡♣ ❄ ❉❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✿ ❣❡♥❡r❛❧✐③❛t✐♦♥ ♦❢ ❢❛❝t♦r✐③❛t✐♦♥✳ ❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ✭❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✮ ❋✵ − ❋✶, ❙ = (s✵ − s✶)❢ , ❙ = s✵ − s✶, ❙ ∩ ❢ , ❙ ❍♦✇ t♦ ❝♦♠♣✉t❡ ❢ , ❙✿ ❊❧✐♠✐♥❛t❡ t❤❡ ✈❛r✐❛❜❧❡ ① ✭●rö❜♥❡r ❜❛s✐s✱ r❡s✉❧t❛♥t✱✳✳✳✮✿ ❋✵ − ❋✶, ❙ ∩ F♣[②, t] = ◗(②, t). ❋❛❝t♦r ◗ ② t ◗✵ ② t ◗✶ ② t ✇❤❡r❡ ❞❡❣② ◗✵ ❞❡❣② ◗✶ ✳ s✵ s✶ ❙ ❋✵ ❋✶ ❙ ◗✶ ❢ ❙ ❋✵ ❋✶ ❙ ◗✵ ✳

✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-19
SLIDE 19

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■✮

s✉❜st✐t✉t✐♦♥ ✭♥❡❡❞ t❤❡ s❡❝r❡t ❦❡②✮✱ ❢❛❝t♦r✐③❛t✐♦♥✱ ❧✐♥❡❛r s②st❡♠✳ ❈❛♥ ✇❡ ❣❡t r✐❞ ♦❢ t❤❡ s✉❜st✐t✉t✐♦♥ st❡♣ ❄ ❉❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✿ ❣❡♥❡r❛❧✐③❛t✐♦♥ ♦❢ ❢❛❝t♦r✐③❛t✐♦♥✳ ❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ✭❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✮ ❋✵ − ❋✶, ❙ = (s✵ − s✶)❢ , ❙ = s✵ − s✶, ❙ ∩ ❢ , ❙ ❍♦✇ t♦ ❝♦♠♣✉t❡ ❢ , ❙✿ ❊❧✐♠✐♥❛t❡ t❤❡ ✈❛r✐❛❜❧❡ ① ✭●rö❜♥❡r ❜❛s✐s✱ r❡s✉❧t❛♥t✱✳✳✳✮✿ ❋✵ − ❋✶, ❙ ∩ F♣[②, t] = ◗(②, t). ❋❛❝t♦r ◗(②, t) = ◗✵(②, t)◗✶(②, t) ✇❤❡r❡ ❞❡❣②(◗✵) ≥ ❞❡❣②(◗✶)✳ s✵ s✶ ❙ ❋✵ ❋✶ ❙ ◗✶ ❢ ❙ ❋✵ ❋✶ ❙ ◗✵ ✳

✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-20
SLIDE 20

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■✮

s✉❜st✐t✉t✐♦♥ ✭♥❡❡❞ t❤❡ s❡❝r❡t ❦❡②✮✱ ❢❛❝t♦r✐③❛t✐♦♥✱ ❧✐♥❡❛r s②st❡♠✳ ❈❛♥ ✇❡ ❣❡t r✐❞ ♦❢ t❤❡ s✉❜st✐t✉t✐♦♥ st❡♣ ❄ ❉❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✿ ❣❡♥❡r❛❧✐③❛t✐♦♥ ♦❢ ❢❛❝t♦r✐③❛t✐♦♥✳ ❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ✭❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✮ ❋✵ − ❋✶, ❙ = (s✵ − s✶)❢ , ❙ = s✵ − s✶, ❙ ∩ ❢ , ❙ ❍♦✇ t♦ ❝♦♠♣✉t❡ ❢ , ❙✿ ❊❧✐♠✐♥❛t❡ t❤❡ ✈❛r✐❛❜❧❡ ① ✭●rö❜♥❡r ❜❛s✐s✱ r❡s✉❧t❛♥t✱✳✳✳✮✿ ❋✵ − ❋✶, ❙ ∩ F♣[②, t] = ◗(②, t). ❋❛❝t♦r ◗(②, t) = ◗✵(②, t)◗✶(②, t) ✇❤❡r❡ ❞❡❣②(◗✵) ≥ ❞❡❣②(◗✶)✳ s✵ − s✶, ❙ = ❋✵ − ❋✶, ❙, ◗✶ ❢ , ❙ = ❋✵ − ❋✶, ❙, ◗✵✳

✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-21
SLIDE 21

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■■✮

❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ❏ = ❢ , ❙ + ❋✵, ❋✶ = ♠, ❢ , ❙. ◆♦r♠❛❧ ❋♦r♠ ◆❋❏ ✿

♣✲❧✐♥❡❛r ❛♣♣❧✐❝❛t✐♦♥ ♣ ① ② t ♣ ① ② t ✳

❑❡r ◆❋❏ ❏✳ ❈❛♥ ❜❡ ❝♦♠♣✉t❡❞ ✇❤❡♥ ❛ ●rö❜♥❡r ❜❛s✐s ♦❢ ❏ ✐s ❦♥♦✇♥✳

❚❤❡ s✉♣♣♦rt ♦❢ ♠ ① ② t ✐s ❦♥♦✇♥ ✭ ♠✮✳ ♠

✉✉

♠ ❏ ◆❋❏ ♠ ✵

✉◆❋❏ ✉

✽✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-22
SLIDE 22

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■■✮

❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ❏ = ❢ , ❙ + ❋✵, ❋✶ = ♠, ❢ , ❙. ◆♦r♠❛❧ ❋♦r♠ ◆❋❏(·)✿ F♣✲❧✐♥❡❛r ❛♣♣❧✐❝❛t✐♦♥ F♣[①, ②, t] → F♣[①, ②, t]✳ ❑❡r(◆❋❏) = ❏✳ ❈❛♥ ❜❡ ❝♦♠♣✉t❡❞ ✇❤❡♥ ❛ ●rö❜♥❡r ❜❛s✐s ♦❢ ❏ ✐s ❦♥♦✇♥✳

❚❤❡ s✉♣♣♦rt ♦❢ ♠ ① ② t ✐s ❦♥♦✇♥ ✭ ♠✮✳ ♠

✉✉

♠ ❏ ◆❋❏ ♠ ✵

✉◆❋❏ ✉

✽✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-23
SLIDE 23

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✭■■✮

❋✐ = ♠ + r✐❙ + s✐❢ , ✐ ∈ {✵, ✶}. ▲❡♠♠❛ ❏ = ❢ , ❙ + ❋✵, ❋✶ = ♠, ❢ , ❙. ◆♦r♠❛❧ ❋♦r♠ ◆❋❏(·)✿ F♣✲❧✐♥❡❛r ❛♣♣❧✐❝❛t✐♦♥ F♣[①, ②, t] → F♣[①, ②, t]✳ ❑❡r(◆❋❏) = ❏✳ ❈❛♥ ❜❡ ❝♦♠♣✉t❡❞ ✇❤❡♥ ❛ ●rö❜♥❡r ❜❛s✐s ♦❢ ❏ ✐s ❦♥♦✇♥✳

❚❤❡ s✉♣♣♦rt ♦❢ ♠(①, ②, t) ✐s ❦♥♦✇♥ ✭Γ♠✮✳ ♠ =

  • ✉∈Γ♠

λ✉✉. ♠ ∈ ❏ ⇒ ◆❋❏(♠) = ✵. ⇒

  • ✉∈Γ♠

λ✉◆❋❏(✉) = ✵.

✽✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-24
SLIDE 24

▲❡✈❡❧ ✶ ❆tt❛❝❦ ✕ ❆❧❣♦r✐t❤♠

✶✿ ❈♦♠♣✉t❡ ●❇(❋✵ − ❋✶, ❙ ∩ F♣[②, t]) = {◗(②, t)}✳ ✷✿ ❋❛❝t♦r ◗ = ◗✐(②, t)✳

▲❡t ◗✵(②, t) ∈ F♣[②, t] ❜❡ ❛♥ ✐rr❡❞✉❝✐❜❧❡ ❢❛❝t♦r ✇✐t❤ ❤✐❣❤❡st ❞❡❣r❡❡ ✇✐t❤ r❡s♣❡❝t t♦ ②✳

✸✿ ❈♦♠♣✉t❡ ❛ ●rö❜♥❡r ❜❛s✐s ♦❢ t❤❡ ✐❞❡❛❧ ❏ = ❋✵, ❋✶, ❙, ◗✵✳ ✹✿ ❙♦❧✈❡ t❤❡ ❧✐♥❡❛r s②st❡♠ ♦✈❡r F♣

  • ✉∈Γ♠

λ✉◆❋❏(✉) = ✵.

✾✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-25
SLIDE 25

▼❛❣♠❛ ❝♦❞❡

❘❁①✱②✱t❃✿❂P♦❧②♥♦♠✐❛❧❘✐♥❣✭●❋✭♣✮✱✸✱✧❣r❡✈❧❡①✧✮❀ ❘❡s✿❂❘❡s✉❧t❛♥t✭❘✦✭❋✵✲❋✶✮✱❘✦❳✱①✮❀ ❋✿❂❋❛❝t♦r✐③❛t✐♦♥✭❘❡s✮❀ ♠❛①❞❡❣✿❂▼❛①✭❬❉❡❣r❡❡✭❘✦❢❬✶❪✱❘✦②✮ ✿ ❢ ✐♥ ❋❪✮❀ ❡①✐sts✭◗✵✮④❢❬✶❪✿❢ ✐♥ ❋⑤ ❉❡❣r❡❡✭❘✦❢❬✶❪✱❘✦②✮ ❡q ♠❛①❞❡❣⑥❀ ❏✿❂■❞❡❛❧✭❬❘✦◗✵✱❘✦❳✱❘✦❋✵✱❘✦❋✶❪✮❀

  • r♦❡❜♥❡r✭❏✮❀

❈♦❡❢❢♠✿❂P♦❧②♥♦♠✐❛❧❘✐♥❣✭●❋✭♣✮✱★▲❛♠❜❞❛❴♠✯✭❞❡❣❴t✰✶✮✮❀ ❘✷❁①✱②✱t❃✿❂P♦❧②♥♦♠✐❛❧❘✐♥❣✭❈♦❡❢❢♠✱✸✮❀ ♣❧❛✐♥t❡①t✿❂✫✰❬❈♦❡❢❢♠✳✭✭✐✲✶✮✯✭❞❡❣❴t✰✶✮✰❥✮✯ ❘✷✦◆♦r♠❛❧❋♦r♠✭❘✦①✂▲❛♠❜❞❛❴♠❬✐❪❬✶❪✯ ❘✦②✂▲❛♠❜❞❛❴♠❬✐❪❬✷❪✯❘✦t✂✭❥✲✶✮✱❏✮ ✿ ✐ ✐♥ ❬✶✳✳★▲❛♠❜❞❛❴♠❪✱ ❥ ✐♥ ❬✶✳✳❞❡❣❴t✰✶❪❪❀ ❱✿❂❱❛r✐❡t②✭■❞❡❛❧✭❈♦❡❢❢✐❝✐❡♥ts✭♣❧❛✐♥t❡①t✮✮✮❀

❚♦② ❡①❛♠♣❧❡ ✭♣ = ✶✼✱ ❞ = ✸✱ ✇ = ✺✮✿ ❜r♦❦❡♥ ✐♥ ✶✸✻ s❡❝♦♥❞s✳

✶✵✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-26
SLIDE 26

▲❡✈❡❧ ✷ ❆tt❛❝❦

Pr✐♥❝✐♣❧❡✿ ♣♦❧②♥♦♠✐❛❧s ❤❛✈❡ ❤✐❣❤ ❞❡❣r❡❡ ✐♥ t ❛♥❞ ❧♦✇ ❞❡❣r❡❡ ✐♥ ①, ② → ❝♦♠♣✉t❡ ✐♥ F♣(t)[①, ②]✳ Pr♦❜❧❡♠✿ ✐♥

♣ t ① ②

♠ ❢ ❙

♣ t ① ②

t❤❡ ✜♥❛❧ ❧✐♥❡❛r s②st❡♠ ❤❛s ❛♥ ✐♥✜♥✐t❡ ♥✉♠❜❡r ♦❢ s♦❧✉t✐♦♥s✳ ❙♦❧✉t✐♦♥✿ ✏❞❡❢♦r♠✑ t❤❡ ✐❞❡❛❧ ♠ ❢ ❙ ❜② ❛❞❞✐♥❣ ❛ ♥❡✇ ✈❛r✐❛❜❧❡✿ ❏ ❢ ❙ ❋✵ ③ ❋✶ ③ ♠ ③ ❢ ❙ t ① ② ③ ❚❤❡♥ ❛♣♣❧② t❤❡ s❛♠❡ str❛t❡❣②✿ ◆❋❏ ♠ ③ ✵ ❙♦❧✈✐♥❣ t❤❡ r❡s✉❧t✐♥❣ ❧✐♥❡❛r s②st❡♠ ②✐❡❧❞s t❤❡ ♣❧❛✐♥t❡①t✳ ❚♦② ❡①❛♠♣❧❡ ✭♣ ✶✼✱ ❞ ✸✱ ✇ ✺✮✿ ❜r♦❦❡♥ ✐♥ ✼✹ s❡❝♦♥❞s✳

✶✶✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-27
SLIDE 27

▲❡✈❡❧ ✷ ❆tt❛❝❦

Pr✐♥❝✐♣❧❡✿ ♣♦❧②♥♦♠✐❛❧s ❤❛✈❡ ❤✐❣❤ ❞❡❣r❡❡ ✐♥ t ❛♥❞ ❧♦✇ ❞❡❣r❡❡ ✐♥ ①, ② → ❝♦♠♣✉t❡ ✐♥ F♣(t)[①, ②]✳ Pr♦❜❧❡♠✿ ✐♥ F♣(t)[①, ②], ♠, ❢ , ❙ = F♣(t)[①, ②] → t❤❡ ✜♥❛❧ ❧✐♥❡❛r s②st❡♠ ❤❛s ❛♥ ✐♥✜♥✐t❡ ♥✉♠❜❡r ♦❢ s♦❧✉t✐♦♥s✳ ❙♦❧✉t✐♦♥✿ ✏❞❡❢♦r♠✑ t❤❡ ✐❞❡❛❧ ♠ ❢ ❙ ❜② ❛❞❞✐♥❣ ❛ ♥❡✇ ✈❛r✐❛❜❧❡✿ ❏ ❢ ❙ ❋✵ ③ ❋✶ ③ ♠ ③ ❢ ❙ t ① ② ③ ❚❤❡♥ ❛♣♣❧② t❤❡ s❛♠❡ str❛t❡❣②✿ ◆❋❏ ♠ ③ ✵ ❙♦❧✈✐♥❣ t❤❡ r❡s✉❧t✐♥❣ ❧✐♥❡❛r s②st❡♠ ②✐❡❧❞s t❤❡ ♣❧❛✐♥t❡①t✳ ❚♦② ❡①❛♠♣❧❡ ✭♣ ✶✼✱ ❞ ✸✱ ✇ ✺✮✿ ❜r♦❦❡♥ ✐♥ ✼✹ s❡❝♦♥❞s✳

✶✶✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-28
SLIDE 28

▲❡✈❡❧ ✷ ❆tt❛❝❦

Pr✐♥❝✐♣❧❡✿ ♣♦❧②♥♦♠✐❛❧s ❤❛✈❡ ❤✐❣❤ ❞❡❣r❡❡ ✐♥ t ❛♥❞ ❧♦✇ ❞❡❣r❡❡ ✐♥ ①, ② → ❝♦♠♣✉t❡ ✐♥ F♣(t)[①, ②]✳ Pr♦❜❧❡♠✿ ✐♥ F♣(t)[①, ②], ♠, ❢ , ❙ = F♣(t)[①, ②] → t❤❡ ✜♥❛❧ ❧✐♥❡❛r s②st❡♠ ❤❛s ❛♥ ✐♥✜♥✐t❡ ♥✉♠❜❡r ♦❢ s♦❧✉t✐♦♥s✳ ❙♦❧✉t✐♦♥✿ ✏❞❡❢♦r♠✑ t❤❡ ✐❞❡❛❧ ♠, ❢ , ❙ ❜② ❛❞❞✐♥❣ ❛ ♥❡✇ ✈❛r✐❛❜❧❡✿ ❏′ = ❢ , ❙ + ❋✵ + ③, ❋✶ + ③ = ♠ + ③, ❢ , ❙ ⊂ K(t)[①, ②, ③]. ❚❤❡♥ ❛♣♣❧② t❤❡ s❛♠❡ str❛t❡❣②✿ ◆❋❏ ♠ ③ ✵ ❙♦❧✈✐♥❣ t❤❡ r❡s✉❧t✐♥❣ ❧✐♥❡❛r s②st❡♠ ②✐❡❧❞s t❤❡ ♣❧❛✐♥t❡①t✳ ❚♦② ❡①❛♠♣❧❡ ✭♣ ✶✼✱ ❞ ✸✱ ✇ ✺✮✿ ❜r♦❦❡♥ ✐♥ ✼✹ s❡❝♦♥❞s✳

✶✶✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-29
SLIDE 29

▲❡✈❡❧ ✷ ❆tt❛❝❦

Pr✐♥❝✐♣❧❡✿ ♣♦❧②♥♦♠✐❛❧s ❤❛✈❡ ❤✐❣❤ ❞❡❣r❡❡ ✐♥ t ❛♥❞ ❧♦✇ ❞❡❣r❡❡ ✐♥ ①, ② → ❝♦♠♣✉t❡ ✐♥ F♣(t)[①, ②]✳ Pr♦❜❧❡♠✿ ✐♥ F♣(t)[①, ②], ♠, ❢ , ❙ = F♣(t)[①, ②] → t❤❡ ✜♥❛❧ ❧✐♥❡❛r s②st❡♠ ❤❛s ❛♥ ✐♥✜♥✐t❡ ♥✉♠❜❡r ♦❢ s♦❧✉t✐♦♥s✳ ❙♦❧✉t✐♦♥✿ ✏❞❡❢♦r♠✑ t❤❡ ✐❞❡❛❧ ♠, ❢ , ❙ ❜② ❛❞❞✐♥❣ ❛ ♥❡✇ ✈❛r✐❛❜❧❡✿ ❏′ = ❢ , ❙ + ❋✵ + ③, ❋✶ + ③ = ♠ + ③, ❢ , ❙ ⊂ K(t)[①, ②, ③]. ❚❤❡♥ ❛♣♣❧② t❤❡ s❛♠❡ str❛t❡❣②✿ ◆❋❏′(♠ + ③) = ✵. ❙♦❧✈✐♥❣ t❤❡ r❡s✉❧t✐♥❣ ❧✐♥❡❛r s②st❡♠ ②✐❡❧❞s t❤❡ ♣❧❛✐♥t❡①t✳ ❚♦② ❡①❛♠♣❧❡ ✭♣ ✶✼✱ ❞ ✸✱ ✇ ✺✮✿ ❜r♦❦❡♥ ✐♥ ✼✹ s❡❝♦♥❞s✳

✶✶✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-30
SLIDE 30

▲❡✈❡❧ ✷ ❆tt❛❝❦

Pr✐♥❝✐♣❧❡✿ ♣♦❧②♥♦♠✐❛❧s ❤❛✈❡ ❤✐❣❤ ❞❡❣r❡❡ ✐♥ t ❛♥❞ ❧♦✇ ❞❡❣r❡❡ ✐♥ ①, ② → ❝♦♠♣✉t❡ ✐♥ F♣(t)[①, ②]✳ Pr♦❜❧❡♠✿ ✐♥ F♣(t)[①, ②], ♠, ❢ , ❙ = F♣(t)[①, ②] → t❤❡ ✜♥❛❧ ❧✐♥❡❛r s②st❡♠ ❤❛s ❛♥ ✐♥✜♥✐t❡ ♥✉♠❜❡r ♦❢ s♦❧✉t✐♦♥s✳ ❙♦❧✉t✐♦♥✿ ✏❞❡❢♦r♠✑ t❤❡ ✐❞❡❛❧ ♠, ❢ , ❙ ❜② ❛❞❞✐♥❣ ❛ ♥❡✇ ✈❛r✐❛❜❧❡✿ ❏′ = ❢ , ❙ + ❋✵ + ③, ❋✶ + ③ = ♠ + ③, ❢ , ❙ ⊂ K(t)[①, ②, ③]. ❚❤❡♥ ❛♣♣❧② t❤❡ s❛♠❡ str❛t❡❣②✿ ◆❋❏′(♠ + ③) = ✵. ❙♦❧✈✐♥❣ t❤❡ r❡s✉❧t✐♥❣ ❧✐♥❡❛r s②st❡♠ ②✐❡❧❞s t❤❡ ♣❧❛✐♥t❡①t✳ ❚♦② ❡①❛♠♣❧❡ ✭♣ = ✶✼✱ ❞ = ✸✱ ✇ = ✺✮✿ ❜r♦❦❡♥ ✐♥ ✼✹ s❡❝♦♥❞s✳

✶✶✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-31
SLIDE 31

▲❡✈❡❧ ✸ ❆tt❛❝❦

▲❡✈❡❧ ✷ ❆tt❛❝❦ ✐s ❋❛st❡r t❤❛♥ ▲❡✈❡❧ ✶ ❆tt❛❝❦ ❜✉t✳✳✳ ❝♦❡✣❝✐❡♥ts ✐♥ F♣(t) ❛r❡ ❜✐❣ ❞✉r✐♥❣ ✐♥t❡r♠❡❞✐❛t❡ ❝♦♠♣✉t❛t✐♦♥s✳ Pr✐♥❝✐♣❧❡✿ ♠✉❧t✐✲♠♦❞✉❧❛r ❛♣♣r♦❛❝❤✳ ❋♦r s❡✈❡r❛❧ ✐rr❡❞✉❝✐❜❧❡ P t

♣ t ✿

❈♦♠♣✉t❡ ✐♥

♣❞❡❣ P

① ②

♣ t

P t ① ② ✳ ②✐❡❧❞s ♠ ① ② t ♠♦❞ P t ✳ ❯s❡ t❤❡ ❈❘❚ t♦ r❡tr✐❡✈❡ ♠ ① ② t ♠ ① ② t ♠♦❞ P t ✳ ❚♦② ❡①❛♠♣❧❡ ✭♣ ✶✼✱ ❞ ✸✱ ✇ ✺✮✿ ❜r♦❦❡♥ ✐♥ ✵✳✵✺ s❡❝♦♥❞s✳

✶✷✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-32
SLIDE 32

▲❡✈❡❧ ✸ ❆tt❛❝❦

▲❡✈❡❧ ✷ ❆tt❛❝❦ ✐s ❋❛st❡r t❤❛♥ ▲❡✈❡❧ ✶ ❆tt❛❝❦ ❜✉t✳✳✳ ❝♦❡✣❝✐❡♥ts ✐♥ F♣(t) ❛r❡ ❜✐❣ ❞✉r✐♥❣ ✐♥t❡r♠❡❞✐❛t❡ ❝♦♠♣✉t❛t✐♦♥s✳ Pr✐♥❝✐♣❧❡✿ ♠✉❧t✐✲♠♦❞✉❧❛r ❛♣♣r♦❛❝❤✳ ❋♦r s❡✈❡r❛❧ ✐rr❡❞✉❝✐❜❧❡ Pℓ(t) ∈ F♣[t]✿ ❈♦♠♣✉t❡ ✐♥ F♣❞❡❣(Pℓ)[①, ②] = (F♣[t]/Pℓ(t))[①, ②]✳ → ②✐❡❧❞s ♠(①, ②, t) ♠♦❞ Pℓ(t)✳ ❯s❡ t❤❡ ❈❘❚ t♦ r❡tr✐❡✈❡ ♠(①, ②, t) = ♠(①, ②, t) ♠♦❞

ℓ Pℓ(t)✳

❚♦② ❡①❛♠♣❧❡ ✭♣ ✶✼✱ ❞ ✸✱ ✇ ✺✮✿ ❜r♦❦❡♥ ✐♥ ✵✳✵✺ s❡❝♦♥❞s✳

✶✷✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-33
SLIDE 33

▲❡✈❡❧ ✸ ❆tt❛❝❦

▲❡✈❡❧ ✷ ❆tt❛❝❦ ✐s ❋❛st❡r t❤❛♥ ▲❡✈❡❧ ✶ ❆tt❛❝❦ ❜✉t✳✳✳ ❝♦❡✣❝✐❡♥ts ✐♥ F♣(t) ❛r❡ ❜✐❣ ❞✉r✐♥❣ ✐♥t❡r♠❡❞✐❛t❡ ❝♦♠♣✉t❛t✐♦♥s✳ Pr✐♥❝✐♣❧❡✿ ♠✉❧t✐✲♠♦❞✉❧❛r ❛♣♣r♦❛❝❤✳ ❋♦r s❡✈❡r❛❧ ✐rr❡❞✉❝✐❜❧❡ Pℓ(t) ∈ F♣[t]✿ ❈♦♠♣✉t❡ ✐♥ F♣❞❡❣(Pℓ)[①, ②] = (F♣[t]/Pℓ(t))[①, ②]✳ → ②✐❡❧❞s ♠(①, ②, t) ♠♦❞ Pℓ(t)✳ ❯s❡ t❤❡ ❈❘❚ t♦ r❡tr✐❡✈❡ ♠(①, ②, t) = ♠(①, ②, t) ♠♦❞

ℓ Pℓ(t)✳

❚♦② ❡①❛♠♣❧❡ ✭♣ = ✶✼✱ ❞ = ✸✱ ✇ = ✺✮✿ ❜r♦❦❡♥ ✐♥ ✵✳✵✺ s❡❝♦♥❞s✳

✶✷✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-34
SLIDE 34

▲❡✈❡❧ ✸ ❆tt❛❝❦ ✕ ❆❧❣♦r✐t❤♠

✶✿ ❈❤♦♦s❡ ♥ ≈ ❞❡❣t(♠) ❧♦❣(♣)/❈ ✐rr❡❞✉❝✐❜❧❡ ♣♦❧②♥♦♠✐❛❧s ♦❢

❞❡❣r❡❡ ≈ ❈/ ❧♦❣(♣) s✉❝❤ t❤❛t ❞❡❣(Pℓ) > ❞❡❣t(♠)✳

✷✿ ❢♦r ✐ ❢r♦♠ ✶ t♦ ♥ ❞♦ ✸✿

K = F♣[t]/(Pℓ)✳

✹✿

❈♦♠♣✉t❡ ❘❡s①(❋✵ − ❋✶, ❙) ∈ K[②]✳

✺✿

❋❛❝t♦r ❘❡s①(❋✵ − ❋✶, ❙)✳ ▲❡t ◗✵(②) ∈ K[②] ❜❡ ❛♥ ✐rr❡❞✉❝✐❜❧❡ ❢❛❝t♦r ♦❢ ❤✐❣❤❡st ❞❡❣r❡❡ ✐♥ ②✳

✻✿

❈♦♠♣✉t❡ ❛ ●❇ ♦❢ t❤❡ ✐❞❡❛❧ ❏′ = ❋✵ + ③, ❋✶ + ③, ❙, ◗✵ ⊂ K[①, ②, ③]✳

✼✿

❙♦❧✈❡ t❤❡ ❧✐♥❡❛r s②st❡♠ ♦✈❡r K✿ ◆❋❏′(③) +

  • (✐,❥)∈Λ♠

♠✐❥(t)◆❋❏′(①✐②❥) = ✵.

✽✿

❘❡tr✐❡✈❡ ♠ ♠♦❞ Pℓ =

(✐,❥)∈Λ♠ ♠✐❥(t)①✐②❥✳

✾✿ ❡♥❞ ❢♦r ✶✵✿ ❯s❡ t❤❡ ❈❘❚ t♦ ❣❡t ♠ = ♠ ♠♦❞ Pℓ✳

✶✸✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-35
SLIDE 35

❈♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦

◆✉♠❜❡r ♦❢ ❧♦♦♣s✿ ✇❞ ❧♦❣(♣)/❈✳

❈♦♠♣✉t❛t✐♦♥ ♦❢ t❤❡ r❡s✉❧t❛♥t✿ ✇ ✸ ✳ ❋❛❝t♦r✐③❛t✐♦♥ ✭❈❛♥t♦r✲❩❛ss❡♥❤❛✉s ❛❧❣♦r✐t❤♠✮✿ ✇ ✹ ✇ ✷❈ ✳

  • rö❜♥❡r ❜❛s✐s ❝♦♠♣✉t❛t✐♦♥ ✭❋❛✉❣èr❡ ❋✹ ❋✺✮✿

✇ ✻ ✭❞❡❣r❡❡ ♦❢ r❡❣✉❧❛r✐t② ❡st✐♠❛t❡❞ ✇✐t❤ t❤❡ ▼❛❝❛✉❧❛② ❜♦✉♥❞✮✮✳

❈❘❚✿ ✇❞ ❧♦❣ ♣ ❈ ✳ ❚❤❡♦r❡♠ ❚❤❡ t♦t❛❧ ❜✐♥❛r② ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦ ✐s ✉♣♣❡r ❜♦✉♥❞❡❞ ❜②✿ ❞✇✼ ❧♦❣ ♣ q✉❛s✐✲❧✐♥❡❛r ✐♥ ❞ ❧♦❣ ♣ ✇❤✐❝❤ ✐s t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳

✶✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-36
SLIDE 36

❈♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦

◆✉♠❜❡r ♦❢ ❧♦♦♣s✿ ✇❞ ❧♦❣(♣)/❈✳

❈♦♠♣✉t❛t✐♦♥ ♦❢ t❤❡ r❡s✉❧t❛♥t✿ O(✇ ✸)✳ ❋❛❝t♦r✐③❛t✐♦♥ ✭❈❛♥t♦r✲❩❛ss❡♥❤❛✉s ❛❧❣♦r✐t❤♠✮✿ ✇ ✹ ✇ ✷❈ ✳

  • rö❜♥❡r ❜❛s✐s ❝♦♠♣✉t❛t✐♦♥ ✭❋❛✉❣èr❡ ❋✹ ❋✺✮✿

✇ ✻ ✭❞❡❣r❡❡ ♦❢ r❡❣✉❧❛r✐t② ❡st✐♠❛t❡❞ ✇✐t❤ t❤❡ ▼❛❝❛✉❧❛② ❜♦✉♥❞✮✮✳

❈❘❚✿ ✇❞ ❧♦❣ ♣ ❈ ✳ ❚❤❡♦r❡♠ ❚❤❡ t♦t❛❧ ❜✐♥❛r② ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦ ✐s ✉♣♣❡r ❜♦✉♥❞❡❞ ❜②✿ ❞✇✼ ❧♦❣ ♣ q✉❛s✐✲❧✐♥❡❛r ✐♥ ❞ ❧♦❣ ♣ ✇❤✐❝❤ ✐s t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳

✶✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-37
SLIDE 37

❈♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦

◆✉♠❜❡r ♦❢ ❧♦♦♣s✿ ✇❞ ❧♦❣(♣)/❈✳

❈♦♠♣✉t❛t✐♦♥ ♦❢ t❤❡ r❡s✉❧t❛♥t✿ O(✇ ✸)✳ ❋❛❝t♦r✐③❛t✐♦♥ ✭❈❛♥t♦r✲❩❛ss❡♥❤❛✉s ❛❧❣♦r✐t❤♠✮✿ O(✇ ✹ + ✇ ✷❈)✳

  • rö❜♥❡r ❜❛s✐s ❝♦♠♣✉t❛t✐♦♥ ✭❋❛✉❣èr❡ ❋✹ ❋✺✮✿

✇ ✻ ✭❞❡❣r❡❡ ♦❢ r❡❣✉❧❛r✐t② ❡st✐♠❛t❡❞ ✇✐t❤ t❤❡ ▼❛❝❛✉❧❛② ❜♦✉♥❞✮✮✳

❈❘❚✿ ✇❞ ❧♦❣ ♣ ❈ ✳ ❚❤❡♦r❡♠ ❚❤❡ t♦t❛❧ ❜✐♥❛r② ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦ ✐s ✉♣♣❡r ❜♦✉♥❞❡❞ ❜②✿ ❞✇✼ ❧♦❣ ♣ q✉❛s✐✲❧✐♥❡❛r ✐♥ ❞ ❧♦❣ ♣ ✇❤✐❝❤ ✐s t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳

✶✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-38
SLIDE 38

❈♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦

◆✉♠❜❡r ♦❢ ❧♦♦♣s✿ ✇❞ ❧♦❣(♣)/❈✳

❈♦♠♣✉t❛t✐♦♥ ♦❢ t❤❡ r❡s✉❧t❛♥t✿ O(✇ ✸)✳ ❋❛❝t♦r✐③❛t✐♦♥ ✭❈❛♥t♦r✲❩❛ss❡♥❤❛✉s ❛❧❣♦r✐t❤♠✮✿ O(✇ ✹ + ✇ ✷❈)✳

  • rö❜♥❡r ❜❛s✐s ❝♦♠♣✉t❛t✐♦♥ ✭❋❛✉❣èr❡ ❋✹/❋✺✮✿ O(✇ ✻)

✭❞❡❣r❡❡ ♦❢ r❡❣✉❧❛r✐t② ❡st✐♠❛t❡❞ ✇✐t❤ t❤❡ ▼❛❝❛✉❧❛② ❜♦✉♥❞✮✮✳

❈❘❚✿ ✇❞ ❧♦❣ ♣ ❈ ✳ ❚❤❡♦r❡♠ ❚❤❡ t♦t❛❧ ❜✐♥❛r② ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦ ✐s ✉♣♣❡r ❜♦✉♥❞❡❞ ❜②✿ ❞✇✼ ❧♦❣ ♣ q✉❛s✐✲❧✐♥❡❛r ✐♥ ❞ ❧♦❣ ♣ ✇❤✐❝❤ ✐s t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳

✶✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-39
SLIDE 39

❈♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦

◆✉♠❜❡r ♦❢ ❧♦♦♣s✿ ✇❞ ❧♦❣(♣)/❈✳

❈♦♠♣✉t❛t✐♦♥ ♦❢ t❤❡ r❡s✉❧t❛♥t✿ O(✇ ✸)✳ ❋❛❝t♦r✐③❛t✐♦♥ ✭❈❛♥t♦r✲❩❛ss❡♥❤❛✉s ❛❧❣♦r✐t❤♠✮✿ O(✇ ✹ + ✇ ✷❈)✳

  • rö❜♥❡r ❜❛s✐s ❝♦♠♣✉t❛t✐♦♥ ✭❋❛✉❣èr❡ ❋✹/❋✺✮✿ O(✇ ✻)

✭❞❡❣r❡❡ ♦❢ r❡❣✉❧❛r✐t② ❡st✐♠❛t❡❞ ✇✐t❤ t❤❡ ▼❛❝❛✉❧❛② ❜♦✉♥❞✮✮✳

❈❘❚✿ O(✇❞ ❧♦❣(♣)/❈)✳ ❚❤❡♦r❡♠ ❚❤❡ t♦t❛❧ ❜✐♥❛r② ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦ ✐s ✉♣♣❡r ❜♦✉♥❞❡❞ ❜②✿ ❞✇✼ ❧♦❣ ♣ q✉❛s✐✲❧✐♥❡❛r ✐♥ ❞ ❧♦❣ ♣ ✇❤✐❝❤ ✐s t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳

✶✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-40
SLIDE 40

❈♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦

◆✉♠❜❡r ♦❢ ❧♦♦♣s✿ ✇❞ ❧♦❣(♣)/❈✳

❈♦♠♣✉t❛t✐♦♥ ♦❢ t❤❡ r❡s✉❧t❛♥t✿ O(✇ ✸)✳ ❋❛❝t♦r✐③❛t✐♦♥ ✭❈❛♥t♦r✲❩❛ss❡♥❤❛✉s ❛❧❣♦r✐t❤♠✮✿ O(✇ ✹ + ✇ ✷❈)✳

  • rö❜♥❡r ❜❛s✐s ❝♦♠♣✉t❛t✐♦♥ ✭❋❛✉❣èr❡ ❋✹/❋✺✮✿ O(✇ ✻)

✭❞❡❣r❡❡ ♦❢ r❡❣✉❧❛r✐t② ❡st✐♠❛t❡❞ ✇✐t❤ t❤❡ ▼❛❝❛✉❧❛② ❜♦✉♥❞✮✮✳

❈❘❚✿ O(✇❞ ❧♦❣(♣)/❈)✳ ❚❤❡♦r❡♠ ❚❤❡ t♦t❛❧ ❜✐♥❛r② ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ ▲❡✈❡❧ ✸ ❆tt❛❝❦ ✐s ✉♣♣❡r ❜♦✉♥❞❡❞ ❜②✿

  • O(❞✇✼ ❧♦❣(♣)).

→ q✉❛s✐✲❧✐♥❡❛r ✐♥ ❞ ❧♦❣(♣) ✇❤✐❝❤ ✐s t❤❡ s✐③❡ ♦❢ t❤❡ s❡❝r❡t ❦❡②✳

✶✹✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-41
SLIDE 41

❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts ✭■✮ ✕ ✐♥❝r❡❛s✐♥❣ ❞ ❛♥❞ ♣

♣ ❞ ✇ s✐③❡ ♦❢ ♣✉❜❧✐❝ ❦❡② s✐③❡ ♦❢ s❡❝r❡t ❦❡② tr❡s t❢❛❝t t●❇ tt♦t❛❧ s❡❝✉r✐t② ❜♦✉♥❞ ✷ ✺✵ ✺ ✸✶✵ ❜✐ts ✶✵✷ ❜✐ts ✵✳✵✷s✵✳✵✷s✵✳✵✶s ✵✳✵✺s ✷✶✵✷ ✷ ✶✵✵ ✺ ✺✻✵ ❜✐ts ✷✵✷ ❜✐ts ✵✳✵✸s ✵✳✵✷s ✵✳✵✷s ✵✳✵✼s ✷✷✵✷ ✷ ✹✵✵ ✺ ✷✵✻✵ ❜✐ts ✽✵✷ ❜✐ts ✵✳✶s ✵✳✶s ✵✳✶s ✵✳✸✵s ✷✽✵✷ ✷ ✶✻✵✵ ✺ ✽✵✻✵ ❜✐ts ✸✷✵✷ ❜✐ts ✵✳✸s ✵✳✸s ✵✳✹s ✶✳✵s ✷✸✷✵✷ ✷ ✺✵✵✵ ✺ ✷✺✵✻✵ ❜✐ts ✶✵✵✵✷ ❜✐ts ✵✳✽s ✶✳✸s ✵✳✽s ✸✳✵s ✷✶✵✵✵✷ ✶✼ ✺✵ ✺ ✶✷✻✼ ❜✐ts ✹✵✾ ❜✐ts ✵✳✷s ✷✳✹s ✵✳✹s ✸✳✵s ✷✹✵✾ ✶✼ ✹✵✵ ✺ ✽✹✷✵ ❜✐ts ✸✷✼✵ ❜✐ts ✶✳✹✺s ✷✼✳✼s ✸✳✾s ✸✸✳✶s ✷✸✷✼✵ ✶✼ ✽✵✵ ✺ ✶✻✺✾✺ ❜✐ts ✻✺✵✵ ❜✐ts ✸✳✶s ✼✵s ✾✳✺s ✽✸s ✷✻✺✵✵ ✶✵✵✵✼ ✺✵✵ ✺ ✸✹✵✶✾ ❜✐ts ✶✸✷✽✾ ❜✐ts ✷✾s ✷✶✼s ✻✹s ✸✶✵s ✷✶✸✷✽✾

✶✺✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-42
SLIDE 42

❊①♣❡r✐♠❡♥t❛❧ r❡s✉❧ts ✭■■✮ ✕ ✐♥❝r❡❛s✐♥❣ ✇

♣ ❞ ✇ s✐③❡ ♦❢ ♣✉❜❧✐❝ ❦❡② s✐③❡ ♦❢ s❡❝r❡t ❦❡② tr❡s t❢❛❝t t●❇ t▲✐♥❙②s tt♦t❛❧

s❡❝✉r✐t② ❜♦✉♥❞

✷ ✺✵ ✺ ✸✶✵ ❜✐ts ✶✵✷ ❜✐ts ✵✳✵✷s✵✳✵✷s ✵✳✵✶s ✵✳✵✵✶s ✵✳✵✺s ✷✶✵✷ ✷ ✺✵ ✶✺ ✽✶✵ ❜✐ts ✶✵✷ ❜✐ts ✵✳✼s ✵✳✸s ✹✳✹s ✵✳✵✸s ✺✳✹s ✷✶✵✷ ✷ ✺✵ ✷✺ ✶✸✶✵ ❜✐ts ✶✵✷ ❜✐ts ✸s ✶s ✸✷s ✵✳✷s ✸✼s ✷✶✵✷ ✷ ✺✵ ✸✺ ✶✽✶✵ ❜✐ts ✶✵✷ ❜✐ts ✶✵s ✸s ✷✻✵s ✶s ✷✼✹s ✷✶✵✷ ✷ ✺✵ ✹✺ ✷✸✶✵ ❜✐ts ✶✵✷ ❜✐ts ✸✵s ✼s ✶✸✺✷s ✹s ✶✸✾✸s ✷✶✵✷ ✷ ✺✵ ✺✺ ✷✽✶✵ ❜✐ts ✶✵✷ ❜✐ts ✼✵s ✶✷s ✹✻✶✾s ✶✸s ✹✼✶✹s ✷✶✵✷ ✷ ✺✵ ✻✺ ✸✸✶✵ ❜✐ts ✶✵✷ ❜✐ts ✶✹✼s ✷✷s ✶✷✹✵✽s ✷✼s ✶✷✻✵✹s ✷✶✵✷ ✷ ✺✵ ✼✺ ✸✽✶✵ ❜✐ts ✶✵✷ ❜✐ts ✷✽✽s ✸✽s ✸✼✾✵✵s ✺✻s ✸✽✷✽✵s ✷✶✵✷

✶✻✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r

slide-43
SLIDE 43

❈♦♥❝❧✉s✐♦♥

❉❡s❝r✐♣t✐♦♥ ♦❢ t❤❡ ✉♥❞❡r❧②✐♥❣ ❛❧❣❡❜r❛✐❝ str✉❝t✉r❡✳ ❆❧❣❡❜r❛✐❝ ❝r②♣t❛♥❛❧②s✐s ♦❢ ❆❙❈ ❜② ✉s✐♥❣ t♦♦❧s ❢r♦♠ ❈♦♠♣✉t❡r ❆❧❣❡❜r❛ ✭●rö❜♥❡r ❜❛s❡s✱ r❡s✉❧t❛♥ts✱ ❡✣❝✐❡♥t ❈❘❚✱ ❞❡❝♦♠♣♦s✐t✐♦♥ ♦❢ ✐❞❡❛❧s✱ ✳ ✳ ✳ ✮✳ ❇r❡❛❦s t❤❡ r❡❝♦♠♠❡♥❞❡❞ ♣❛r❛♠❡t❡rs ✐♥ ✵✳✵✺ s❡❝♦♥❞s✳ ❖❢t❡♥ ❢❛st❡r t❤❛♥ t❤❡ ❧❡❣❛❧ ❞❡❝r②♣t✐♦♥ ❛❧❣♦r✐t❤♠✳ P❡rs♣❡❝t✐✈❡s ❙t✐❧❧ ♥♦ ❡✣❝✐❡♥t ❛❧❣♦r✐t❤♠ t♦ s♦❧✈❡ t❤❡ ❙❡❝t✐♦♥ ❋✐♥❞✐♥❣ Pr♦❜❧❡♠ ✭❙❋P✮✳ → ❙❋P✲❜❛s❡❞ ♠✉❧t✐✈❛r✐❛t❡ ❝r②♣t♦ ❄ ❙✐❣♥❛t✉r❡ ❄ ❆✉t❤❡♥t✐✜❝❛t✐♦♥ ❄ ✳ ✳ ✳

✶✼✴✶✼ P❏ ❙♣❛❡♥❧❡❤❛✉❡r