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❊rr♦r ❊st✐♠❛t✐♦♥ ❢♦r ◆♦♥❧✐♥❡❛r ❘❡❞✉❝❡❞ ❇❛s✐s ▼❡t❤♦❞s ❜❛s❡❞ ♦♥ ❊♠♣✐r✐❝❛❧ ❖♣❡r❛t♦r ■♥t❡r♣♦❧❛t✐♦♥

▼✳ ❉r♦❤♠❛♥♥✶ ❇✳ ❍❛❛s❞♦♥❦✷ ▼✳ ❖❤❧❜❡r❣❡r✸

✶❙❛♥❞✐❛ ◆❛t✐♦♥❛❧ ▲❛❜♦r❛t♦r✐❡s✱ ▲✐✈❡r♠♦r❡✱ ❈❆✱ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✷■♥st✐t✉t❡ ❢♦r ❆♣♣❧✐❡❞ ❆♥❛❧②s✐s ❛♥❞ ◆✉♠❡r✐❝❛❧ ❙✐♠✉❧❛t✐♦♥✱ ❙t✉tt❣❛rt✱ ●❡r♠❛♥② ✸■♥st✐t✉t❡ ♦❢ ◆✉♠❡r✐❝❛❧ ❛♥❞ ❆♣♣❧✐❡❞ ▼❛t❤❡t❤❡♠❛t✐❝s✱ ▼ü♥st❡r✱ ●❡r♠❛♥②

❙■❆▼ ❈❙❊ ✷✵✶✷✱ ❇♦st♦♥✱ ▼❆✱ ✵✷✴✷✼✴✷✵✶✸

❙❛♥❞✐❛ ◆❛t✐♦♥❛❧ ▲❛❜♦r❛t♦r✐❡s ✐s ❛ ♠✉❧t✐✲♣r♦❣r❛♠ ❧❛❜♦r❛t♦r② ♠❛♥❛❣❡❞ ❛♥❞ ♦♣❡r❛t❡❞ ❜② ❙❛♥❞✐❛ ❈♦r♣♦r❛t✐♦♥✱ ❛ ✇❤♦❧❧② ♦✇♥❡❞ s✉❜s✐❞✐❛r② ♦❢ ▲♦❝❦❤❡❡❞ ▼❛rt✐♥ ❈♦r♣♦r❛t✐♦♥✱ ❢♦r t❤❡ ❯✳❙✳ ❉❡♣❛rt♠❡♥t ♦❢ ❊♥❡r❣②✬s ◆❛t✐♦♥❛❧ ◆✉❝❧❡❛r ❙❡❝✉r✐t② ❆❞♠✐♥✐str❛t✐♦♥ ✉♥❞❡r ❝♦♥tr❛❝t ❉❊✲❆❈✵✹✲✾✹❆▲✽✺✵✵✵

❊rr♦r ❡st✐♠❛t❡s ❢♦r ♠♦❞❡❧ ♦r❞❡r r❡❞✉❝t✐♦♥ ♠❡t❤♦❞s

▼♦❞❡❧ r❡❞✉❝t✐♦♥ ✐♠♣❧✐❡s ❡rr♦r t♦ ❤✐❣❤ ✜❞❡❧✐t② ♠♦❞❡❧✿ ❡ := ✉❤ − ✉r❡❞✳ ❊rr♦r ❜♦✉♥❞s

❊rr♦r ❜♦✉♥❞s η s❤♦✉❧❞ ❜❡ r✐❣♦r♦✉s✿ η ≥ ❡✱ ❡✛❡❝t✐✈❡✿

η ❡ ≤ ❈❡✛ ♦r ✏♥♦t t♦♦ ❜✐❣✑

❛♥❞ ❡✣❝✐❡♥t✱ ✐✳❡✳ q✉✐❝❦❧② ❝♦♠♣✉t❛❜❧❡ ✭❛s ❢❛st ❛s r❡❞✉❝❡❞ ♠♦❞❡❧✮

❖❢t❡♥ t❤❡r❡ ✐s ❛ tr❛❞❡✲♦✛ ❜❡t✇❡❡♥ ❡✣❝✐❡♥❝② ❛♥❞ r✐❣♦r✴❡✛❡❝t✐✈✐t②✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷ ✴ ✷✺

❊rr♦r ❡st✐♠❛t❡s ❢♦r ♠♦❞❡❧ ♦r❞❡r r❡❞✉❝t✐♦♥ ♠❡t❤♦❞s

▼♦❞❡❧ r❡❞✉❝t✐♦♥ ✐♠♣❧✐❡s ❡rr♦r t♦ ❤✐❣❤ ✜❞❡❧✐t② ♠♦❞❡❧✿ ❡ := ✉❤ − ✉r❡❞✳ ❊rr♦r ❜♦✉♥❞s

❊rr♦r ❜♦✉♥❞s η s❤♦✉❧❞ ❜❡ r✐❣♦r♦✉s✿ η ≥ ❡✱ ❡✛❡❝t✐✈❡✿

η ❡ ≤ ❈❡✛ ♦r ✏♥♦t t♦♦ ❜✐❣✑

❛♥❞ ❡✣❝✐❡♥t✱ ✐✳❡✳ q✉✐❝❦❧② ❝♦♠♣✉t❛❜❧❡ ✭❛s ❢❛st ❛s r❡❞✉❝❡❞ ♠♦❞❡❧✮

❖❢t❡♥ t❤❡r❡ ✐s ❛ tr❛❞❡✲♦✛ ❜❡t✇❡❡♥ ❡✣❝✐❡♥❝② ❛♥❞ r✐❣♦r✴❡✛❡❝t✐✈✐t②✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷ ✴ ✷✺

❖✉t❧✐♥❡

✶ ❘❡❞✉❝❡❞ ❜❛s✐s ♠❡t❤♦❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣r♦❜❧❡♠s ✷ ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦rs ✸ ◆✉♠❡r✐❝❛❧ ❡①♣❡r✐♠❡♥ts ✹ ❙✉♠♠❛r② ❛♥❞ ❢✉t✉r❡ ✇♦r❦

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✸ ✴ ✷✺

❖✉t❧✐♥❡

✶ ❘❡❞✉❝❡❞ ❜❛s✐s ♠❡t❤♦❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣r♦❜❧❡♠s ✷ ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦rs ✸ ◆✉♠❡r✐❝❛❧ ❡①♣❡r✐♠❡♥ts ✹ ❙✉♠♠❛r② ❛♥❞ ❢✉t✉r❡ ✇♦r❦

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✹ ✴ ✷✺

❘❡❞✉❝❡❞ ❇❛s✐s ▼❡t❤♦❞

❘❇ ❙❝❡♥❛r✐♦✿ P❛r❛♠❡tr✐③❡❞ P❉❊s ✭❡✳❣✳ ❡✈♦❧✉t✐♦♥ ♣r♦❜❧❡♠ ✏∂t✉(µ) − L(µ)[✉] = ✵, ✉(✵; µ) = ✉✵(µ)✑✮ t✐♠❡✲❝r✐t✐❝❛❧ ❛♣♣❧✐❝❛t✐♦♥s ♠❛♥②✲q✉❡r② ❛♣♣❧✐❝❛t✐♦♥s

• ♦❛❧s✿

❖✤✐♥❡✲✴❖♥❧✐♥❡ ❞❡❝♦♠♣♦s✐t✐♦♥ ❊✣❝✐❡♥t r❡❞✉❝❡❞ s✐♠✉❧❛t✐♦♥s ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❝♦♥tr♦❧ ❘❡❢❡r❡♥❝❡s✿ ❬P❛t❡r❛✫❘♦③③❛✱ ✷✵✵✻❪✱ ❬❍❛❛s❞♦♥❦ ❡t ❛❧✳✱ ✷✵✵✽❪

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✺ ✴ ✷✺

❘❡❞✉❝❡❞ ❇❛s✐s ▼❡t❤♦❞

❘❇ ❙❝❡♥❛r✐♦✿ P❛r❛♠❡tr✐③❡❞ P❉❊s ✭❡✳❣✳ ❡✈♦❧✉t✐♦♥ ♣r♦❜❧❡♠ ✏∂t✉(µ) − L(µ)[✉] = ✵, ✉(✵; µ) = ✉✵(µ)✑✮ t✐♠❡✲❝r✐t✐❝❛❧ ❛♣♣❧✐❝❛t✐♦♥s ♠❛♥②✲q✉❡r② ❛♣♣❧✐❝❛t✐♦♥s

• ♦❛❧s✿

❖✤✐♥❡✲✴❖♥❧✐♥❡ ❞❡❝♦♠♣♦s✐t✐♦♥ ❊✣❝✐❡♥t r❡❞✉❝❡❞ s✐♠✉❧❛t✐♦♥s ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❝♦♥tr♦❧ ❘❡❢❡r❡♥❝❡s✿ ❬P❛t❡r❛✫❘♦③③❛✱ ✷✵✵✻❪✱ ❬❍❛❛s❞♦♥❦ ❡t ❛❧✳✱ ✷✵✵✽❪

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✺ ✴ ✷✺

❘❡❞✉❝❡❞ ❇❛s✐s ▼❡t❤♦❞

❘❇ ❙❝❡♥❛r✐♦✿ P❛r❛♠❡tr✐③❡❞ P❉❊s ✭❡✳❣✳ ❡✈♦❧✉t✐♦♥ ♣r♦❜❧❡♠ ✏∂t✉(µ) − L(µ)[✉] = ✵, ✉(✵; µ) = ✉✵(µ)✑✮ t✐♠❡✲❝r✐t✐❝❛❧ ❛♣♣❧✐❝❛t✐♦♥s ♠❛♥②✲q✉❡r② ❛♣♣❧✐❝❛t✐♦♥s

• ♦❛❧s✿

❖✤✐♥❡✲✴❖♥❧✐♥❡ ❞❡❝♦♠♣♦s✐t✐♦♥ ❊✣❝✐❡♥t r❡❞✉❝❡❞ s✐♠✉❧❛t✐♦♥s ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❝♦♥tr♦❧ ❘❡❢❡r❡♥❝❡s✿ ❬P❛t❡r❛✫❘♦③③❛✱ ✷✵✵✻❪✱ ❬❍❛❛s❞♦♥❦ ❡t ❛❧✳✱ ✷✵✵✽❪

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✺ ✴ ✷✺

❍✐❣❤✕❞✐♠❡♥s✐♦♥❛❧ ♠♦❞❡❧ L❤ ✉❤ = (∂t✉❤)+ ❜❤

❍ ❍

t❤

✶ ✷ ✸ ✹ ✺ ✻ ✼ ✽ ✾ ✶✵ ✶✶ ✶✷ ▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✻ ✴ ✷✺

❖❢❢❧✐♥❡ ♣❤❛s❡

❋✐♥❞ r❡❞✉❝❡❞ ❜❛s✐s ❢✉♥❝t✐♦♥s Φ := {ϕ✶, . . . , ϕ◆}✱ ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ❳ ①✶ ①▼ ❛♥❞ ❢✉♥❝t✐♦♥s

✶ ▼ ✱

s✉❝❤ t❤❛t

Φ

❛≈ ✉❤

❛♥❞ ❍

Lr❡❞ := Φ❚

L❤

Φ

❍ ◆ ◆ ◆ ❍

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✼ ✴ ✷✺

❖❢❢❧✐♥❡ ♣❤❛s❡

❋✐♥❞ r❡❞✉❝❡❞ ❜❛s✐s ❢✉♥❝t✐♦♥s Φ := {ϕ✶, . . . , ϕ◆}✱ ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ❳ := {①✶, . . . , ①▼} ❛♥❞ ❢✉♥❝t✐♦♥s Ξ := {ξ✶, . . . , ξ▼}✱ s✉❝❤ t❤❛t

Φ

❛≈ ✉❤

❛♥❞ L❤

✉❤ ≈

Ξ

L❤|❳ ▼

✉❤|❳

❍

Lr❡❞ := Φ❚ Ξ

L❤|❳ ▼ ◆ ▼ ❍

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✼ ✴ ✷✺

❖❢❢❧✐♥❡ ♣❤❛s❡

❋✐♥❞ r❡❞✉❝❡❞ ❜❛s✐s ❢✉♥❝t✐♦♥s Φ := {ϕ✶, . . . , ϕ◆}✱ ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ❳ := {①✶, . . . , ①▼} ❛♥❞ ❢✉♥❝t✐♦♥s Ξ := {ξ✶, . . . , ξ▼}✱ s✉❝❤ t❤❛t

Φ

❛≈ ✉❤

❛♥❞ L❤

✉❤ ≈

Ξ

L❤|❳ ▼

✉❤|❳

❍

Lr❡❞ := Φ❚ Ξ

L❤|❳ ▼ ◆ ▼ ❍

t♦✛

✶ ✷ ✸ ✹ ✺ ✻ ✼ ✽ ✾ ✶✵ ✶✶✶✷ ▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✼ ✴ ✷✺

❘❡❞✉❝❡❞ ❜❛s✐s ♠♦❞❡❧ Lr❡❞ Φ|❳

❛ =

(∂t✉r❡❞+)

❜r❡❞

◆ ▼ ◆

✶ ✷ ✸ ✹ ✺ ✻ ✼ ✽ ✾ ✶✵ ✶✶ ✶✷tr❡❞

❊rr♦r✿ ❡ := ✉❤ − ✉r❡❞ ✇✐t❤ ✉r❡❞ := Φ❛

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✽ ✴ ✷✺

❚❤❡♦r❡t✐❝❛❧ ❝♦♠♣❧❡①✐t✐❡s

❞❡t❛✐❧❡❞ s✐♠✉❧❛t✐♦♥ r❡❞✉❝❡❞ s✐♠✉❧❛t✐♦♥ ■♥✐t✐❛❧ ❞❛t❛ ♣r♦❥❡❝t✐♦♥ O(❍) O(◗◆) ❆ss❡♠❜❧✐♥❣ ♦❢ ♦♣❡r❛t♦rs ❛♥❞ ❞❡r✐✈❛t✐✈❡s ✐♥ ◆❡✇t♦♥ st❡♣ O(❍) ✇✐t❤ ❧❛r❣❡ ❝♦♥✲ st❛♥t O(◆✷▼✷) ❙♦❧✈✐♥❣ ◆❡✇t♦♥ st❡♣ ❛♣♣r♦①✐♠❛t❡❧② O(❍✷) ✭❞❡♣❡♥❞✐♥❣ ♦♥ s♦❧✈❡r✮ O(◆✸) ❈♦♠♣✉t✐♥❣ r❡s✐❞✉❛❧ O(❍) O(◆▼✷)

❚❛❜❧❡✿ ❈♦♠♣❛r✐s♦♥ ♦❢ t❤❡♦r❡t✐❝❛❧ r✉♥✕t✐♠❡ ❝♦♠♣❧❡①✐t✐❡s ❜❡t✇❡❡♥ ❞❡t❛✐❧❡❞ ❛♥❞ r❡❞✉❝❡❞ s✐♠✉❧❛t✐♦♥s✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✾ ✴ ✷✺

❖✉t❧✐♥❡

✶ ❘❡❞✉❝❡❞ ❜❛s✐s ♠❡t❤♦❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣r♦❜❧❡♠s ✷ ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦rs ✸ ◆✉♠❡r✐❝❛❧ ❡①♣❡r✐♠❡♥ts ✹ ❙✉♠♠❛r② ❛♥❞ ❢✉t✉r❡ ✇♦r❦

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✵ ✴ ✷✺

❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r ✭❉❍❖✱ ✷✵✶✷✮

❊st✐♠❛t♦r

• ✉❦

❤(µ) − ✉❦ r❡❞(µ)

• ≤ η❦

◆,▼,▼′(µ)

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✶ ✴ ✷✺

❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r

❚❤❡♦r❡♠ ✭❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r ✮

❆ss✉♠♣t✐♦♥s✿ ❖♣❡r❛t♦r✭s✮ ❢✉❧✜❧❧ ✏▲✐♣s❝❤✐t③✑ ♣r♦♣❡rt✐❡s✿

◮ ✉ − ✈ + ∆tL■ [✉] − ∆tL■ [✈] ≥

✶ ❈■,∆t ✉ − ✈W❤

◮ ✉ − ✈ − ∆tL❊ [✉] + ∆tL❊ [✈] ≤ ❈❊,∆t ✉ − ✈W❤

▼′✲tr✐❝❦✿ ❊♠♣✐r✐❝❛❧ ✐♥t❡r♣♦❧❛t✐♦♥s ❡①❛❝t ❢♦r ❧❛r❣❡r ♥✉♠❜❡r ♦❢ ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ▼ + ▼′ ❛♥❞ t❤❡ ✐♥✐t✐❛❧ ❞❛t❛ ✐s ✉✵(µ) ∈ s♣❛♥Φ ❚❤❡♥✿ ✉❦

r❡❞

✉❦

❤ ❦ ◆ ▼ ▼

✇✐t❤

❦ ◆ ▼ ▼ ❦ ✶ ✐ ✵

❈ ❦

✐ ✶ ■ t

❈ ❦

✐ ❊ t

❘❦

✶ ■ ❊ ▼ ▼

t❘❦

✶ ◆❡✇

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✷ ✴ ✷✺

❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r

❚❤❡♦r❡♠ ✭❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r ❝♦♥t✳✮

❆ss✉♠♣t✐♦♥s✿ ❖♣❡r❛t♦r✭s✮ ❢✉❧✜❧❧ ✏▲✐♣s❝❤✐t③✑ ♣r♦♣❡rt✐❡s✿

◮ ✉ − ✈ + ∆tL■ [✉] − ∆tL■ [✈] ≥

✶ ❈■,∆t ✉ − ✈W❤

◮ ✉ − ✈ − ∆tL❊ [✉] + ∆tL❊ [✈] ≤ ❈❊,∆t ✉ − ✈W❤

▼′✲tr✐❝❦✿ ❊♠♣✐r✐❝❛❧ ✐♥t❡r♣♦❧❛t✐♦♥s ❡①❛❝t ❢♦r ❧❛r❣❡r ♥✉♠❜❡r ♦❢ ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ▼ + ▼′ ❛♥❞ t❤❡ ✐♥✐t✐❛❧ ❞❛t❛ ✐s ✉✵(µ) ∈ s♣❛♥Φ ❚❤❡♥✿

• ✉❦

r❡❞(µ) − ✉❦ ❤(µ)

• ≤ η❦

◆,▼,▼′(µ)

✇✐t❤ η❦

◆,▼,▼′(µ) := ❦−✶

• ✐=✵

❈ ❦−✐+✶

■,∆t

❈ ❦−✐

❊,∆t

• ❘❦+✶

■+❊,▼,▼′(µ)

• +
• ∆t❘❦+✶(µ)
• + ε◆❡✇

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✷ ✴ ✷✺

❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r

❚❤❡♦r❡♠ ✭❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r ❝♦♥t✳✮

❚❤❡♥✿

• ✉❦

r❡❞(µ) − ✉❦ ❤(µ)

• ≤ η❦

◆,▼,▼′(µ)

✇✐t❤ η❦

◆,▼,▼′(µ) := ❦−✶

• ✐=✵

❈ ❦−✐+✶

■,∆t

❈ ❦−✐

❊,∆t

• ❘❦+✶

■+❊,▼,▼′(µ)

• +
• ∆t❘❦+✶(µ)
• + ε◆❡✇

❚❤❡ r❡s✐❞✉❛❧s ❘∗,▼ ♠❡❛s✉r❡ t❤❡ ❡♠♣✐r✐❝❛❧ ✐♥t❡r♣♦❧❛t✐♦♥ ❡rr♦r✱ ❡✳❣✳ ❘❦+✶,ν

∗,▼,▼′ := ▼+▼′

• ♠=▼

❧∗

♠

• ✉❦+✶,ν

r❡❞

• ξ♠ = I▼+▼′[L] − I▼[L]

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✷ ✴ ✷✺

❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r

❚❤❡♦r❡♠ ✭❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r ❝♦♥t✳✮

❚❤❡♥✿

• ✉❦

r❡❞(µ) − ✉❦ ❤(µ)

• ≤ η❦

◆,▼,▼′(µ)

✇✐t❤ η❦

◆,▼,▼′(µ) := ❦−✶

• ✐=✵

❈ ❦−✐+✶

■,∆t

❈ ❦−✐

❊,∆t

• ❘❦+✶

■+❊,▼,▼′(µ)

• +
• ∆t❘❦+✶(µ)
• + ε◆❡✇

❡♠♣✐r✐❝❛❧ ✐♥t❡r♣♦❧❛t✐♦♥ ❡rr♦r

• ❛❧❡r❦✐♥ ♣r♦❥❡❝t✐♦♥ ❡rr♦r

t✐♠❡ ❡✈♦❧✉t✐♦♥ ◆❡✇t♦♥ st❡♣ ❡rr♦r

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✷ ✴ ✷✺

❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r

❚❤❡♦r❡♠ ✭❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦r ❝♦♥t✳✮

❚❤❡♥✿

• ✉❦

r❡❞(µ) − ✉❦ ❤(µ)

• ≤ η❦

◆,▼,▼′(µ)

✇✐t❤ η❦

◆,▼,▼′(µ) := ❦−✶

• ✐=✵

❈ ❦−✐+✶

■,∆t

❈ ❦−✐

❊,∆t

• ❘❦+✶

■+❊,▼,▼′(µ)

• +
• ∆t❘❦+✶(µ)
• + ε◆❡✇

❡♠♣✐r✐❝❛❧ ✐♥t❡r♣♦❧❛t✐♦♥ ❡rr♦r ✭q✉❛s✐✲✮ r✐❣♦r♦✉s✱ ▼′ ❛✛❡❝ts ❡✣❝✐❡♥❝② ❛♥❞ ❡✛❡❝t✐✈✐t②

• ❛❧❡r❦✐♥ ♣r♦❥❡❝t✐♦♥ ❡rr♦r

r✐❣♦r♦✉s ❛♥❞ ❡✣❝✐❡♥t t✐♠❡ ❡✈♦❧✉t✐♦♥ s❡❧❡❝t✐♦♥ ❛✛❡❝ts ❡✛❡❝t✐✈✐t② ◆❡✇t♦♥ st❡♣ ❡rr♦r ♥❡❣❧❡❝t❛❜❧❡

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✷ ✴ ✷✺

❘✐❣♦r♦✉s ❡rr♦r ❜♦✉♥❞

❈♦♠♣✉t❡ ♠❛♥② ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ▼′✳ ✏❘✐❣♦r♦✉s✑ ▲✐♣s❝❤✐t③✕❝♦♥st❛♥ts ❈♦♠♣✉t❛t✐♦♥ ♦❢ ▲✐♣s❝❤✐t③ ❝♦♥st❛♥ts

❋♦r s❡♣❛r❛❜❧❡ ♣r♦❜❧❡♠s L(µ) = ◗

q=✶ σ(µ)Lq✱ ✉s❡ ❙❈▼ ♠❡t❤♦❞ ❬❍✉②♥❤ ❡t

❛❧✳✱ ✷✵✶✵❪ ✭❝❛♥ ❜❡ ✈❡r② ✐♥❡✣❝✐❡♥t✮ ❖t❤❡r✇✐s❡ ✉s❡ ♠❛tr✐① ❛♣♣r♦①✐♠❛t✐♦♥ ❛❧❣♦r✐t❤♠s ❛s ✐♥ ❬❲✐rt③ ❡t ❛❧✳✱ ✷✵✶✷❪ ❈■,❧♦✇ ≤ ❈■(µ)✱ ❈❊,✉♣♣❡r ≥ ❈❊(µ) ❢♦r ❛❧❧ µ ∈ M✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✸ ✴ ✷✺

❊❢❢❡❝t✐✈❡ ❡rr♦r ❜♦✉♥❞

✭❈♦♠♣✉t❡ ♠❛♥② ✐♥t❡r♣♦❧❛t✐♦♥ ♣♦✐♥ts ▼′✳✮ ❉❡✜♥❡ ▲✐♣s❝❤✐t③✕❝♦♥st❛♥ts ❛s t✐❣❤t ❛ s ♣♦ss✐❜❧❡ ❜② ❛♣♣r♦①✐♠❛t✐♦♥ ♦❢ ❈■,∆t = s✉♣❦=✵,...,❑

• ❉ (■❞ + L■,∆t) |✉❦

❤

−✶

• ✱ ❡✳❣✳ ❛s

❈♦♠♣✉t❛t✐♦♥ ♦❢ ▲✐♣s❝❤✐t③ ❝♦♥st❛♥ts

❖♣❡r❛t♦r✕♥♦r♠ ❛♣♣r♦①✐♠❛t✐♦♥✿ ❈■,∆t ≈ ✐♥❢

✈∈❳t❡st

• ❉ (■❞ + L■,∆t) |✉❦

❤ [✈]

• ✈

❈❊,∆t ≈ s✉♣

✈∈❳t❡st

• ❉ (■❞ + L❊,∆t) |✉❦

❤ [✈]

• ✈

, ✇❤❡r❡ ❳t❡①t ✐s s❡t ♦❢ ✐♥t❡r♠❡❞✐❛t❡ ◆❡✇t♦♥ st❡♣ s♦❧✉t✐♦♥s✳ ❈■,❧♦✇ ≈ ❈■(µ)✱ ❈❊,✉♣♣❡r ≈ ❈❊(µ) ❢♦r ❛❧❧ µ ∈ M

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✹ ✴ ✷✺

❘❡♠❛r❦✿ ❖✉t♣✉t ♦❢ ✐♥t❡r❡sts

■❢ ❛♣♣❧✐❝❛t✐♦♥ ❤❛s ♦✉t♣✉t ♦❢ ✐♥t❡r❡st✿ s(✉❤) ✭s ❧✐♥❡❛r ❢✉♥❝t✐♦♥❛❧✮✱ t❤❡ ❡rr♦r ❜♦✉♥❞ ηs ≥ |s(✉❤) − s(✉r❡❞)| ❝❛♥ ❜❡ ✐♠♣r♦✈❡❞ ❜② s♦❧✈✐♥❣ ❜♦✉♥❞s ❢♦r ❛❞❥♦✐♥t ♣r♦❜❧❡♠s✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✺ ✴ ✷✺

❖✉t❧✐♥❡

✶ ❘❡❞✉❝❡❞ ❜❛s✐s ♠❡t❤♦❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣r♦❜❧❡♠s ✷ ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦rs ✸ ◆✉♠❡r✐❝❛❧ ❡①♣❡r✐♠❡♥ts ✹ ❙✉♠♠❛r② ❛♥❞ ❢✉t✉r❡ ✇♦r❦

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✻ ✴ ✷✺

P♦r♦✉s ▼❡❞✐✉♠ ❊q✉❛t✐♦♥

◆♦♥❧✐♥❡❛r ❉✐❢❢✉s✐♦♥

Pr♦❜❧❡♠ ❞❡✜♥✐t✐♦♥✿ ∂t✉ − ♠∆✉♣ = ✵ ✐♥ Ω × [✵, ✶], ✉(·, ✵) = ❝✵ + ✉✵ ♦♥ Ω × {✵} P❛r❛♠❡tr✐③❛t✐♦♥ ♣ ♠ ❝✵ ✶ ✺ ✵ ✵ ✵✶ ✵ ✵ ✷ ✵ ✶ ✷ ✇✐t❤ ❤♦♠♦❣❡♥❡♦✉s ❜♦✉♥❞❛r② ❝♦♥❞✐t✐♦♥s r❡❝t❛♥❣✉❧❛r ✶✵✵①✶✵✵ ❣r✐❞ ✇✐t❤ ❑ ✽✵ t✐♠❡ st❡♣s✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✼ ✴ ✷✺

P♦r♦✉s ▼❡❞✐✉♠ ❊q✉❛t✐♦♥

◆♦♥❧✐♥❡❛r ❉✐❢❢✉s✐♦♥

Pr♦❜❧❡♠ ❞❡✜♥✐t✐♦♥✿ ∂t✉ − ♠∆✉♣ = ✵ ✐♥ Ω × [✵, ✶], ✉(·, ✵) = ❝✵ + ✉✵ ♦♥ Ω × {✵} P❛r❛♠❡tr✐③❛t✐♦♥ µ = (♣, ♠, ❝✵) ∈ [✶, ✺] × [✵, ✵.✵✶] × [✵, ✵.✷] Ω = [✵, ✶]✷ ✇✐t❤ ❤♦♠♦❣❡♥❡♦✉s ❜♦✉♥❞❛r② ❝♦♥❞✐t✐♦♥s r❡❝t❛♥❣✉❧❛r ✶✵✵①✶✵✵ ❣r✐❞ ✇✐t❤ ❑ = ✽✵ t✐♠❡ st❡♣s✳

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✼ ✴ ✷✺

P▼❊✿ ❙♦❧✉t✐♦♥ s♥❛♣s❤♦ts

■♥✐t✐❛❧ ❞❛t❛ ✉✵(µ)✿

✵ ✵.✺ ✶ ✵ ✵.✷ ✵.✹ ✵.✻ ✵.✽ ✶ ❝✵ ❝✵+✵.✷✺ ❝✵+✵.✺

❞❡♥s✐t②✕❞❡♣❡♥❞❡♥t ❞✐✛✉s✐✈✐t② ❞❡❣❡♥❡r❛t❡s ❛t ✉ = ✵ ❢♦r ♣ > ✶ ❈♦♥t♦✉r ♣❧♦ts ♦❢ ❝♦♥❝❡♥tr❛t✐♦♥ s♥❛♣s❤♦ts ✉(·, t; µ)✿

✵✳✵ ✵✳✷ ✵✳✸ ✵✳✺ ✵✳✼

❛✮ t = ✵.✶ t = ✶.✵ ❜✮ t = ✵.✶ t = ✶.✵ ❝✮ t = ✵.✶ t = ✶.✵

✵✳✵ ✵✳✶ ✵✳✷ ✵✳✸ ✵✳✹ ✵✳✺

❞✮ t = ✵.✶ t = ✶.✵ ❡✮ t = ✵.✶ t = ✶.✵ ❢✮ t = ✵.✶ t = ✶.✵ µ = (♣, ♠, ❝✵) ❛✮ µ = (✶, ✵.✵✶, ✵.✷)✱ ❜✮ µ = (✶, ✵.✵✶, ✵.✵)✱ ❝✮ µ = (✷, ✵.✵✶, ✵.✷)✱ ❞✮ µ = (✷, ✵.✵✶, ✵.✵)✱ ❡✮ µ = (✹, ✵.✵✶, ✵.✷)✱ ❢✮ µ = (✹, ✵.✵✶, ✵.✵)

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✽ ✴ ✷✺

P▼❊✿ ❘❡❞✉❝❡❞ ❜❛s✐s ❢✉♥❝t✐♦♥s

❙❧✐❝❡s ♦❢ ✜rst s✐① r❡❞✉❝❡❞ ❜❛s✐s ❢✉♥❝t✐♦♥s ❛t ② = ✵.✻ ✵ ✵.✷ ✵.✹ ✵.✻ ✵.✽ ✶ −✶ ✵ ✶ ✷ ✸

① Φ✐(①, ✵.✻)

✐❂✶ ✐❂✷ ✐❂✸ ✵ ✵.✷ ✵.✹ ✵.✻ ✵.✽ ✶ −✹ −✷ ✵ ✷ ✹

① Φ✐(①, ✵.✻)

✐❂✹ ✐❂✺ ✐❂✻

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✶✾ ✴ ✷✺

P▼❊✿ ●r❡❡❞② ❡rr♦r ❝♦♥✈❡r❣❡♥❝❡

✵ ✷✵ ✹✵ ✻✵ ✽✵ ✶✵✵ ✶✵−✹ ✶✵−✷ ✶✵✵

❇❛s✐s s✐③❡✿ ◆

♠❛①❦=✵,...,❑ η❦

◆,▼,▼′

✭❛✮ ❊st✐♠❛t❡s ❢♦r P❖❉✲●r❡❡❞②✭▼′✮

▼′=✶ ▼′=✺ ▼′=✶✵ ·

✵ ✺✵ ✶✵✵ ✶✵−✹ ✶✵−✷ ✶✵✵

❇❛s✐s s✐③❡✿ ◆

♠❛①❦=✵,...,❑ η❦

◆,▼,▼′

✭❜✮ ❊st✐♠❛t❡s ❢♦r P❖❉❊■✲●r❡❡❞②✭▼′✮

▼′=✶ ▼′=✺ ▼′=✶✵ · ▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✵ ✴ ✷✺

P▼❊✿ ❘✉♥✕t✐♠❡s

❞✐♠✭W❤✮ ✶✵✵✵✵ ν♠❛① ≈ ✶ − ✷✵ #▼tr❛✐♥,✵ ✷✼✳ #▼tr❛✐♥ ✸✵✺ ❚✐♠❡ ❣❛✐♥✿ ✾ − ✺✵ ❊✣❝✐❡♥t ❡rr♦r ❜♦✉♥❞ ❝♦♠♣✉t❛t✐♦♥ ◆ ▼ ø✲r✉♥t✐♠❡❬s❪ ø✲r✉♥t✐♠❡✭η✮❬s❪ ♠❛①✳ ❡rr♦r ø✲♦✤✐♥❡ t✐♠❡❬❤❪ ✵ ✵ ✺✺.✸✽ −✶.✵✵ ✵.✵✵ ✵ ✶✾ ✼✷ ✶.✻✶ ✺.✸✼ · ✶✵−✷ ✸.✵✶ · ✶✵−✸ ✵.✶✻ ✸✼ ✶✹✸ ✷.✵✼ ✺.✼✷ · ✶✵−✷ ✼.✾✵ · ✶✵−✹ ✵.✹✺ ✺✻ ✷✶✺ ✷.✻✼ ✾.✷✼ · ✶✵−✷ ✶.✻✻ · ✶✵−✹ ✶.✵✶ ✼✹ ✷✽✻ ✸.✻ ✵.✶✷ ✻.✸✻ · ✶✵−✺ ✶.✻✾ ✾✸ ✸✺✽ ✹.✽✸ ✵.✶✹ ✸.✺✹ · ✶✵−✺ ✷.✼✷ ✶✶✶ ✹✷✾ ✻.✺✺ ✵.✶✽ ✶.✾✻ · ✶✵−✺ ✹.✵✷

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✶ ✴ ✷✺

P▼❊✿ ❆ ♣♦st❡r✐♦r✐ ❡rr♦r

❊✣❝✐❡♥❝② ♦❢ ❡rr♦r ❡st✐♠❛t♦r η✿ λ(µ) :=

η(µ) ✉❤(µ)−✉r❡❞(µ)

✶ ✶✵ ✷✵ ✹✵ ✶ ✶✵ ✷✵ ✸✵ ✹✵ ▼′ ❡✣❝✐❡♥❝② λ

✭❛✮ ◆ = ✺✵, ▼ = ✷✵✵

✶ ✶✵ ✷✵ ✹✵ ✶ ✶✵ ✷✵ ✸✵ ✹✵ ▼′ ❡✣❝✐❡♥❝② λ

✭❜✮ ◆ = ✼✺, ▼ = ✷✾✵

❈■, ❈❊ = ✶ ✶✵✵ r❛♥❞♦♠ ♣❛r❛♠❡t❡rs ♠✐♥✐♠✉♠ ✭ ✮ ❛♥❞ ♠❛①✐♠✉♠ ✭ ✮ λ ≥ ✶ ❢♦r ❛❧❧ µ ▲❛r❣❡r ▼′ ❞♦❡s ♥♦t ✐♠♣r♦✈❡ ❡✣❝✐❡♥❝②

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✷ ✴ ✷✺

❖✉t❧✐♥❡

✶ ❘❡❞✉❝❡❞ ❜❛s✐s ♠❡t❤♦❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣r♦❜❧❡♠s ✷ ❆ ♣♦st❡r✐♦r✐ ❡rr♦r ❡st✐♠❛t♦rs ✸ ◆✉♠❡r✐❝❛❧ ❡①♣❡r✐♠❡♥ts ✹ ❙✉♠♠❛r② ❛♥❞ ❢✉t✉r❡ ✇♦r❦

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✸ ✴ ✷✺

❖✉t❧♦♦❦

❙✉♠♠❛r②

❊rr♦r ❜♦✉♥❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣❛r❛♠❡tr✐③❡❞ r❡❞✉❝❡❞ ❜❛s✐s ♠♦❞❡❧s ❘✐❣♦r♦✉s✱ ❡✛❡❝t✐✈❡ ❛♥❞ ❡✣❝✐❡♥t ❚r❛❞❡✕♦✛s ❛r❡ ♥❡❝❡ss❛r②

❋✉t✉r❡ ✇♦r❦

■♠♣r♦✈❡ ✴ ✐♠♣❧❡♠❡♥t ❝♦♠♣✉t❛t✐♦♥ ♦❢ ▲✐♣s❝❤✐t③✲❝♦♥st❛♥t ❈♦♠♣❛r❡ ❡✛❡❝t✐✈✐t② r❡s✉❧ts

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✹ ✴ ✷✺

❖✉t❧♦♦❦

❙✉♠♠❛r②

❊rr♦r ❜♦✉♥❞ ❢♦r ♥♦♥✕❧✐♥❡❛r ♣❛r❛♠❡tr✐③❡❞ r❡❞✉❝❡❞ ❜❛s✐s ♠♦❞❡❧s ❘✐❣♦r♦✉s✱ ❡✛❡❝t✐✈❡ ❛♥❞ ❡✣❝✐❡♥t ❚r❛❞❡✕♦✛s ❛r❡ ♥❡❝❡ss❛r②

❋✉t✉r❡ ✇♦r❦

■♠♣r♦✈❡ ✴ ✐♠♣❧❡♠❡♥t ❝♦♠♣✉t❛t✐♦♥ ♦❢ ▲✐♣s❝❤✐t③✲❝♦♥st❛♥t ❈♦♠♣❛r❡ ❡✛❡❝t✐✈✐t② r❡s✉❧ts

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✹ ✴ ✷✺

❘❡❢❡r❡♥❝❡s

❬❉r♦❤♠❛♥♥ ❡t ❛❧✳✱✷✵✶✷❪ ▼✳ ❉r♦❤♠❛♥♥✱ ❇✳ ❍❛❛s❞♦♥❦✱ ❛♥❞ ▼✳ ❖❤❧❜❡r❣❡r✳ ❘❡❞✉❝❡❞ ❜❛s✐s ❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ♥♦♥❧✐♥❡❛r ♣❛r❛♠❡tr✐③❡❞ ❡✈♦❧✉t✐♦♥ ❡q✉❛t✐♦♥s ❜❛s❡❞ ♦♥ ❡♠♣✐r✐❝❛❧ ♦♣❡r❛t♦r ✐♥t❡r♣♦❧❛t✐♦♥✳ ❙■❆▼ ❏✳ ❙❝✐ ❈♦♠♣✱ ✸✹✿❆✾✸✼✕❆✾✻✾✱ ✷✵✶✷✳ ❬❉r♦❤♠❛♥♥✱ ✷✵✶✷❪ ▼✳ ❉r♦❤♠❛♥♥✳ ❘❡❞✉❝❡❞ ❜❛s✐s ❛♣♣r♦①✐♠❛t✐♦♥ ❢♦r ♥♦♥❧✐♥❡❛r ❡✈♦❧✉t✐♦♥ ❡q✉❛t✐♦♥s✳ P❤❉ t❤❡s✐s✱ ❯♥✐✈❡rs✐t② ♦❢ ▼ü♥st❡r✱ ✷✵✶✷✳ ❬❚♦♥♥✱ ✷✵✶✷❪ ❚✳ ❚♦♥♥✳ ❘❡❞✉❝❡❞✲❇❛s✐s ▼❡t❤♦❞ ✭❘❇▼✮ ❢♦r ◆♦♥✲❆✣♥❡ ❊❧❧✐♣t✐❝ P❛r❛♠❡tr✐③❡❞ P❉❊s✳ P❤❉ t❤❡s✐s✱ ❯♥✐✈❡rs✐t② ♦❢ ❯❧♠✱ ✷✵✶✷✳ ❬❈❤❛t✉r❛♥t❛❜✉t✱ ❙♦r❡♥s❡♥✱ ✷✵✶✵❪ ❙✳ ❈❤❛t✉r❛♥t❛❜✉t ❛♥❞ ❉✳ ❈✳ ❙♦r❡♥s❡♥✳ ❆ st❛t❡ s♣❛❝❡ ❡rr♦r ❡st✐♠❛t❡ ❢♦r P❖❉✕❉❊■▼ ♥♦♥❧✐♥❡❛r ♠♦❞❡❧ r❡❞✉❝t✐♦♥✳ ❚❡❝❤♥✐❝❛❧ r❡♣♦rt✱ ❈❆❆▼✱ ❘✐❝❡ ❯✳✱ ❉❡❝❡♠❜❡r ✷✵✶✵✳ ❚❡❝❤♥✐❝❛❧ ❘❡♣♦rt ❚❘✶✵✲✸✷✳ ❬❍❛❛s❞♦♥❦ ❡t ❛❧✳✱ ✷✵✵✽❪ ❇✳ ❍❛❛s❞♦♥❦✱ ▼✳ ❖❤❧❜❡r❣❡r ✉♥❞ ●✳ ❘♦③③❛✳ ❆ ❘❡❞✉❝❡❞ ❇❛s✐s ▼❡t❤♦❞ ❢♦r ❊✈♦❧✉t✐♦♥ ❙❝❤❡♠❡s ✇✐t❤ P❛r❛♠❡t❡r✲❉❡♣❡♥❞❡♥t ❊①♣❧✐❝✐t ❖♣❡r❛t♦rs ❊❚◆❆✱ ❊❧❡❝tr♦♥✐❝ ❚r❛♥s❛❝t✐♦♥s ♦♥ ◆✉♠❡r✐❝❛❧ ❆♥❛❧②s✐s✱ ✈♦❧✳ ✸✷✱ ✷✵✵✽ ❬❇❛rr❛✉❧t ❡t ❛❧✳✱ ✷✵✵✹❪ ▼✳ ❇❛rr❛✉❧t✱ ▼✳✱ ❨✳ ▼❛❞❛②✱ ◆✳ ◆❣✉②❡♥ ❛♥❞ ❆✳ P❛t❡r❛✱ ❆♥ ✬❡♠♣✐r✐❝❛❧ ✐♥t❡r♣♦❧❛t✐♦♥✬ ♠❡t❤♦❞✿ ❛♣♣❧✐❝❛t✐♦♥ t♦ ❡✣❝✐❡♥t r❡❞✉❝❡❞✲❜❛s✐s ❞✐s❝r❡t✐③❛t✐♦♥ ♦❢ ♣❛rt✐❛❧ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥s ❈✳ ❘✳ ▼❛t❤✳ ❆❝❛❞✳ ❙❝✐✳ P❛r✐s ❙❡r✐❡s ■✱ ✷✵✵✹✱ ✸✸✾✱ ✻✻✼✲✻✼✷

▼✳ ❉r♦❤♠❛♥♥ ✭♠❞r♦❤♠❛❅s❛♥❞✐❛✳❣♦✈✮ ✵✷✴✷✼✴✷✵✶✸ ✷✺ ✴ ✷✺