q s rs t - PowerPoint PPT Presentation

③ s ✶ ◆ ◆ ♠ ♠ ❣ ❢ ✶ ❆ ❆ ✇❤❡r❡ ♠ ✐s ✉♥✐q✉❡ P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ■♥ ❛ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r② ✭ ❝❝ ✮ ✇❡ ❤❛✈❡ ❝♦♠♣♦s✐t✐♦♥ ❛♥❞ ❛ ♣r♦❞✉❝t ❘❡❝✉rs✐♦♥ ♦♣❡r❛t♦r ✐s ♦❜t❛✐♥❡❞ ❜② ♠❡❛♥s ♦❢ ❛♥ ♥♥♦ ❉❡✜♥✐t✐♦♥ ❆ ♥♥♦ ✐♥ ❛ ❝❛t❡❣♦r② C ✇✐t❤ t❡r♠✐♥❛❧ ♦❜❥❡❝t ✶ ✐s ( ◆ , ③ , s ) ✇✐t❤ ❛ ❝♦♠♠✉t❛t✐✈❡ ❞✐❛❣r❛♠ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

� � � � P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ■♥ ❛ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r② ✭ ❝❝ ✮ ✇❡ ❤❛✈❡ ❝♦♠♣♦s✐t✐♦♥ ❛♥❞ ❛ ♣r♦❞✉❝t ❘❡❝✉rs✐♦♥ ♦♣❡r❛t♦r ✐s ♦❜t❛✐♥❡❞ ❜② ♠❡❛♥s ♦❢ ❛♥ ♥♥♦ ❉❡✜♥✐t✐♦♥ ❆ ♥♥♦ ✐♥ ❛ ❝❛t❡❣♦r② C ✇✐t❤ t❡r♠✐♥❛❧ ♦❜❥❡❝t ✶ ✐s ( ◆ , ③ , s ) ✇✐t❤ ❛ ❝♦♠♠✉t❛t✐✈❡ ❞✐❛❣r❛♠ ③ s � ◆ ✶ ◆ ♠ ♠ ❣ ❢ � ❆ � ❆ ✶ ✇❤❡r❡ ♠ ✐s ✉♥✐q✉❡ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉❡✜♥✐t✐♦♥ ❆ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ✭♣♥♥♦✮ ✐s ❛♥ ♥♥♦ ◆ ③ s ❢♦r ✇❤✐❝❤ t❤❡r❡ ❡①✐sts ❛ ❝♦♠♠✉t❛t✐✈❡ ❞✐❛❣r❛♠ ③❳ s❳ ❳ ◆❳ ◆❳ ♠ ♠ ❣ ❢ ❳ ❆ ❆ ❲❡ ❝❛♥ s♣❡❛❦ ♦❢ ❛ ✇❡❛❦ ♥♥♦ ✭✇♥♥♦✮ ✐❢ ✉♥✐q✉❡♥❡ss ✐s ♥♦t r❡q✉✐r❡❞ P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❇❛s✐❝ r❡❝✉rs✐✈❡ str✉❝t✉r❡ ✐s ❛ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

③❳ s❳ ❳ ◆❳ ◆❳ ♠ ♠ ❣ ❢ ❳ ❆ ❆ ❲❡ ❝❛♥ s♣❡❛❦ ♦❢ ❛ ✇❡❛❦ ♥♥♦ ✭✇♥♥♦✮ ✐❢ ✉♥✐q✉❡♥❡ss ✐s ♥♦t r❡q✉✐r❡❞ P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❇❛s✐❝ r❡❝✉rs✐✈❡ str✉❝t✉r❡ ✐s ❛ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ❉❡✜♥✐t✐♦♥ ❆ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ✭♣♥♥♦✮ ✐s ❛♥ ♥♥♦ ( ◆ , ③ , s ) ❢♦r ✇❤✐❝❤ t❤❡r❡ ❡①✐sts ❛ ❝♦♠♠✉t❛t✐✈❡ ❞✐❛❣r❛♠ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❲❡ ❝❛♥ s♣❡❛❦ ♦❢ ❛ ✇❡❛❦ ♥♥♦ ✭✇♥♥♦✮ ✐❢ ✉♥✐q✉❡♥❡ss ✐s ♥♦t r❡q✉✐r❡❞ � � � P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❇❛s✐❝ r❡❝✉rs✐✈❡ str✉❝t✉r❡ ✐s ❛ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ❉❡✜♥✐t✐♦♥ ❆ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ✭♣♥♥♦✮ ✐s ❛♥ ♥♥♦ ( ◆ , ③ , s ) ❢♦r ✇❤✐❝❤ t❤❡r❡ ❡①✐sts ❛ ❝♦♠♠✉t❛t✐✈❡ ❞✐❛❣r❛♠ ③❳ � s❳ � ◆❳ ❳ ◆❳ ♠ ♠ ❣ ❢ � ❆ � ❆ ❳ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

� � � P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❇❛s✐❝ r❡❝✉rs✐✈❡ str✉❝t✉r❡ ✐s ❛ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ❉❡✜♥✐t✐♦♥ ❆ ♣❛r❛♠❡tr✐③❡❞ ♥♥♦ ✭♣♥♥♦✮ ✐s ❛♥ ♥♥♦ ( ◆ , ③ , s ) ❢♦r ✇❤✐❝❤ t❤❡r❡ ❡①✐sts ❛ ❝♦♠♠✉t❛t✐✈❡ ❞✐❛❣r❛♠ ③❳ � s❳ � ◆❳ ❳ ◆❳ ♠ ♠ ❣ ❢ � ❆ � ❆ ❳ ❲❡ ❝❛♥ s♣❡❛❦ ♦❢ ❛ ✇❡❛❦ ♥♥♦ ✭✇♥♥♦✮ ✐❢ ✉♥✐q✉❡♥❡ss ✐s ♥♦t r❡q✉✐r❡❞ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉❡✜♥✐t✐♦♥ ❆ ❧❡❢t ♥♥♦ ✭ ❧♥♥♦ ✮ ✐♥ ❛ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② ■ ✐s ◆ ③ s s✉❝❤ t❤❛t ❆ ◆ ❆ ◆ ③ s ■ ❆ ❆ ❆ ♠ ♠ ❣ ❢ ❆ ❇ ❇ ❝♦♠♠✉t❡s P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❚❤❡s❡ ❞❡✜♥✐t✐♦♥s ❝❛♥ ❜❡ ❣❡♥❡r❛❧✐③❡❞ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆ ◆ ❆ ◆ ③ s ■ ❆ ❆ ❆ ♠ ♠ ❣ ❢ ❆ ❇ ❇ ❝♦♠♠✉t❡s P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❚❤❡s❡ ❞❡✜♥✐t✐♦♥s ❝❛♥ ❜❡ ❣❡♥❡r❛❧✐③❡❞ ❉❡✜♥✐t✐♦♥ ❆ ❧❡❢t ♥♥♦ ✭ ❧♥♥♦ ✮ ✐♥ ❛ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② V =( V , ⊗ , ■ , α, λ, ̺ ) ✐s ( ◆ , ③ , s ) s✉❝❤ t❤❛t ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❝♦♠♠✉t❡s � � � P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❚❤❡s❡ ❞❡✜♥✐t✐♦♥s ❝❛♥ ❜❡ ❣❡♥❡r❛❧✐③❡❞ ❉❡✜♥✐t✐♦♥ ❆ ❧❡❢t ♥♥♦ ✭ ❧♥♥♦ ✮ ✐♥ ❛ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② V =( V , ⊗ , ■ , α, λ, ̺ ) ✐s ( ◆ , ③ , s ) s✉❝❤ t❤❛t ③ ⊗ ❆ � s ⊗ ❆ � ◆ ⊗ ❆ ■ ⊗ ❆ ◆ ⊗ ❆ ♠ ♠ λ ❣ ❢ � ❇ � ❇ ❆ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

� � � P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❚❤❡s❡ ❞❡✜♥✐t✐♦♥s ❝❛♥ ❜❡ ❣❡♥❡r❛❧✐③❡❞ ❉❡✜♥✐t✐♦♥ ❆ ❧❡❢t ♥♥♦ ✭ ❧♥♥♦ ✮ ✐♥ ❛ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② V =( V , ⊗ , ■ , α, λ, ̺ ) ✐s ( ◆ , ③ , s ) s✉❝❤ t❤❛t ③ ⊗ ❆ � s ⊗ ❆ � ◆ ⊗ ❆ ■ ⊗ ❆ ◆ ⊗ ❆ ♠ ♠ λ ❣ ❢ � ❇ � ❇ ❆ ❝♦♠♠✉t❡s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉❡✜♥✐t✐♦♥ ❦ ❲❡ s❛② t❤❛t ❢ ✐s r❡♣r❡s❡♥t❛❜❧❡ ✐♥ ❛ ❝❝ ♥♥♦ ✐❢ t❤❡r❡ ◆ ❦ ❡①✐sts ❢ ◆ ✐♥ s✉❝❤ t❤❛t ❢ ♥ ✶ ♥ ❦ ❢ ♥ ✶ ♥ ❦ P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❘❡♣r❡s❡♥t❛t✐♦♥ ❲❡ ❞❡✜♥❡ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s ✐♥ ❝❝ + ♥♥♦ ❜② ✐ts r❡♣r❡s❡♥t❛t✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❘❡♣r❡s❡♥t❛t✐♦♥ ❲❡ ❞❡✜♥❡ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s ✐♥ ❝❝ + ♥♥♦ ❜② ✐ts r❡♣r❡s❡♥t❛t✐♦♥ ❉❡✜♥✐t✐♦♥ ❲❡ s❛② t❤❛t ❢ : N ❦ − → N ✐s r❡♣r❡s❡♥t❛❜❧❡ ✐♥ ❛ ❝❝ + ♥♥♦ C ✐❢ t❤❡r❡ ❡①✐sts ❢ : ◆ ❦ − → ◆ ✐♥ C s✉❝❤ t❤❛t ❢ � ♯ ♥ ✶ , ..., ♯ ♥ ❦ � = ♯ ❢ ( ♥ ✶ , ..., ♥ ❦ ) ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❦ ❋♦r t♦t❛❧ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s ✐♥ t❤❡ ❢♦r♠ ❢ ✇❡ ❤❛✈❡✿ ✶ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♣♥♥♦ ✷ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❚♦♣♦s ♥♥♦ ❚♦t❛❧❘❡❝ P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ●✐✈❡♥ ❝❛t❡❣♦r✐❝❛❧ str✉❝t✉r❡s ✇❡ ♦❜t❛✐♥ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s✿ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✶ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♣♥♥♦ ✷ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❚♦♣♦s ♥♥♦ ❚♦t❛❧❘❡❝ P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ●✐✈❡♥ ❝❛t❡❣♦r✐❝❛❧ str✉❝t✉r❡s ✇❡ ♦❜t❛✐♥ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s✿ ❋♦r t♦t❛❧ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s ✐♥ t❤❡ ❢♦r♠ ❢ : N ❦ − → N ✇❡ ❤❛✈❡✿ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ●✐✈❡♥ ❝❛t❡❣♦r✐❝❛❧ str✉❝t✉r❡s ✇❡ ♦❜t❛✐♥ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s✿ ❋♦r t♦t❛❧ ❢✉♥❝t✐♦♥ ❝❧❛ss❡s ✐♥ t❤❡ ❢♦r♠ ❢ : N ❦ − → N ✇❡ ❤❛✈❡✿ ✶ PR = { ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♣♥♥♦ } ✷ PR ⊆ { ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❚♦♣♦s + ♥♥♦ } ⊂ ❚♦t❛❧❘❡❝ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❛rt✐❛❧❘❡❝ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰♥♥♦✰❡q✉❛❧✐③❡rs ❆♥❞ ❢♦r ❛ ❞✐✛❡r❡♥t ❦✐♥❞ ♦❢ r❡♣r❡s❡♥t❛t✐♦♥✿ P❛rt✐❛❧❘❡❝ ◆✉♠❡r❛❧✇✐s❡ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♥♥♦✰❡q✉❛❧✐③❡rs P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ❋♦r ♣❛rt✐❛❧ ❢✉♥❝t✐♦♥s ✇❡ ❤❛✈❡✿ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆♥❞ ❢♦r ❛ ❞✐✛❡r❡♥t ❦✐♥❞ ♦❢ r❡♣r❡s❡♥t❛t✐♦♥✿ P❛rt✐❛❧❘❡❝ ◆✉♠❡r❛❧✇✐s❡ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♥♥♦✰❡q✉❛❧✐③❡rs P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ❋♦r ♣❛rt✐❛❧ ❢✉♥❝t✐♦♥s ✇❡ ❤❛✈❡✿ P❛rt✐❛❧❘❡❝ ⊆ { ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰♥♥♦✰❡q✉❛❧✐③❡rs } ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❛rt✐❛❧❘❡❝ ◆✉♠❡r❛❧✇✐s❡ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♥♥♦✰❡q✉❛❧✐③❡rs P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ❋♦r ♣❛rt✐❛❧ ❢✉♥❝t✐♦♥s ✇❡ ❤❛✈❡✿ P❛rt✐❛❧❘❡❝ ⊆ { ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰♥♥♦✰❡q✉❛❧✐③❡rs } ❆♥❞ ❢♦r ❛ ❞✐✛❡r❡♥t ❦✐♥❞ ♦❢ r❡♣r❡s❡♥t❛t✐♦♥✿ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❚❤❡ ♥♥♦ ❞✐❛❣r❛♠s ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❘❡♣r❡s❡♥t❛t✐♦♥ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❱❛r✐♦✉s ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚❤❡ r❡s✉❧ts ❋♦r ♣❛rt✐❛❧ ❢✉♥❝t✐♦♥s ✇❡ ❤❛✈❡✿ P❛rt✐❛❧❘❡❝ ⊆ { ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰♥♥♦✰❡q✉❛❧✐③❡rs } ❆♥❞ ❢♦r ❛ ❞✐✛❡r❡♥t ❦✐♥❞ ♦❢ r❡♣r❡s❡♥t❛t✐♦♥✿ P❛rt✐❛❧❘❡❝ = { ◆✉♠❡r❛❧✇✐s❡ ❘❡♣r❡s❡♥t❛❜❧❡s ✐♥ ❝❝✰✇♥♥♦✰❡q✉❛❧✐③❡rs } ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✶✳ ♦✈❡r ●r♣❤ P❡❛♥♦✲▲❛✇✈❡r❡ ❆①✐♦♠ ✐♥ ❛ ❝❛t❡❣♦r② ❆ ❝❛t❡❣♦r② s❛t✐s✜❡s P▲ ❆①✐♦♠ ✭♦r ✐t ✐s P▲✮ ✐❢ ❡✈❡r② ♦❜❥❡❝t ❤❛s ❛♥ ♥♥♦ P▲ ❝❛t❡❣♦r✐❡s ❛r❡ ♥♦t ✐♥ ❣❡♥❡r❛❧ ❝❛rt❡s✐❛♥ ♥♦r ❛r❡ t❤❡② ❡♥❞♦✇❡❞ ✇✐t❤ ❛ t❡r♠✐♥❛❧ ♦❜❥❡❝t ❍♦✇❡✈❡r P ❋ P▲ ❤❛s ❜♦t❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❚✇♦ ❝♦♥str✉❝t✐♦♥s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❡❛♥♦✲▲❛✇✈❡r❡ ❆①✐♦♠ ✐♥ ❛ ❝❛t❡❣♦r② ❆ ❝❛t❡❣♦r② s❛t✐s✜❡s P▲ ❆①✐♦♠ ✭♦r ✐t ✐s P▲✮ ✐❢ ❡✈❡r② ♦❜❥❡❝t ❤❛s ❛♥ ♥♥♦ P▲ ❝❛t❡❣♦r✐❡s ❛r❡ ♥♦t ✐♥ ❣❡♥❡r❛❧ ❝❛rt❡s✐❛♥ ♥♦r ❛r❡ t❤❡② ❡♥❞♦✇❡❞ ✇✐t❤ ❛ t❡r♠✐♥❛❧ ♦❜❥❡❝t ❍♦✇❡✈❡r P ❋ P▲ ❤❛s ❜♦t❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❚✇♦ ❝♦♥str✉❝t✐♦♥s ✶✳ ♦✈❡r ●r♣❤ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P▲ ❝❛t❡❣♦r✐❡s ❛r❡ ♥♦t ✐♥ ❣❡♥❡r❛❧ ❝❛rt❡s✐❛♥ ♥♦r ❛r❡ t❤❡② ❡♥❞♦✇❡❞ ✇✐t❤ ❛ t❡r♠✐♥❛❧ ♦❜❥❡❝t ❍♦✇❡✈❡r P ❋ P▲ ❤❛s ❜♦t❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❚✇♦ ❝♦♥str✉❝t✐♦♥s ✶✳ ♦✈❡r ●r♣❤ P❡❛♥♦✲▲❛✇✈❡r❡ ❆①✐♦♠ ✐♥ ❛ ❝❛t❡❣♦r② ❆ ❝❛t❡❣♦r② s❛t✐s✜❡s P▲ ❆①✐♦♠ ✭♦r ✐t ✐s P▲✮ ✐❢ ❡✈❡r② ♦❜❥❡❝t ❤❛s ❛♥ ♥♥♦ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❍♦✇❡✈❡r P ❋ P▲ ❤❛s ❜♦t❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❚✇♦ ❝♦♥str✉❝t✐♦♥s ✶✳ ♦✈❡r ●r♣❤ P❡❛♥♦✲▲❛✇✈❡r❡ ❆①✐♦♠ ✐♥ ❛ ❝❛t❡❣♦r② ❆ ❝❛t❡❣♦r② s❛t✐s✜❡s P▲ ❆①✐♦♠ ✭♦r ✐t ✐s P▲✮ ✐❢ ❡✈❡r② ♦❜❥❡❝t ❤❛s ❛♥ ♥♥♦ P▲ ❝❛t❡❣♦r✐❡s ❛r❡ ♥♦t ✐♥ ❣❡♥❡r❛❧ ❝❛rt❡s✐❛♥ ♥♦r ❛r❡ t❤❡② ❡♥❞♦✇❡❞ ✇✐t❤ ❛ t❡r♠✐♥❛❧ ♦❜❥❡❝t ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❚✇♦ ❝♦♥str✉❝t✐♦♥s ✶✳ ♦✈❡r ●r♣❤ P❡❛♥♦✲▲❛✇✈❡r❡ ❆①✐♦♠ ✐♥ ❛ ❝❛t❡❣♦r② ❆ ❝❛t❡❣♦r② s❛t✐s✜❡s P▲ ❆①✐♦♠ ✭♦r ✐t ✐s P▲✮ ✐❢ ❡✈❡r② ♦❜❥❡❝t ❤❛s ❛♥ ♥♥♦ P▲ ❝❛t❡❣♦r✐❡s ❛r❡ ♥♦t ✐♥ ❣❡♥❡r❛❧ ❝❛rt❡s✐❛♥ ♥♦r ❛r❡ t❤❡② ❡♥❞♦✇❡❞ ✇✐t❤ ❛ t❡r♠✐♥❛❧ ♦❜❥❡❝t ❍♦✇❡✈❡r P = ❋ P▲ ( · ) ❤❛s ❜♦t❤ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉❡✜♥✐t✐♦♥ ❲❡ ❞❡✜♥❡ P ❛s t❤❡ P▲ ♣r❡❝❛t❡❣♦r② ❣❡♥❡r❛t❡❞ ✐t ✇✐❧❧ ❜❡ ❝❛❧❧❡❞ ♣r❡❝❛t❡❣♦r② ♦❢ ✲♣r♦❣r❛♠s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡t ❜❡ P = ❋ P▲ ( · ) t❤❡ ❈❛t❡❣♦r② ♦❢ PR ✲❢♦r♠❛❧ ❢✉♥❝t✐♦♥s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❲❡ ❞❡✜♥❡ P ❛s t❤❡ P▲ ♣r❡❝❛t❡❣♦r② ❣❡♥❡r❛t❡❞ ✐t ✇✐❧❧ ❜❡ ❝❛❧❧❡❞ ♣r❡❝❛t❡❣♦r② ♦❢ ✲♣r♦❣r❛♠s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡t ❜❡ P = ❋ P▲ ( · ) t❤❡ ❈❛t❡❣♦r② ♦❢ PR ✲❢♦r♠❛❧ ❢✉♥❝t✐♦♥s ❉❡✜♥✐t✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✐t ✇✐❧❧ ❜❡ ❝❛❧❧❡❞ ♣r❡❝❛t❡❣♦r② ♦❢ ✲♣r♦❣r❛♠s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡t ❜❡ P = ❋ P▲ ( · ) t❤❡ ❈❛t❡❣♦r② ♦❢ PR ✲❢♦r♠❛❧ ❢✉♥❝t✐♦♥s ❉❡✜♥✐t✐♦♥ ❲❡ ❞❡✜♥❡ P ′ ❛s t❤❡ P▲ ♣r❡❝❛t❡❣♦r② ❣❡♥❡r❛t❡❞ ( · ) ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡t ❜❡ P = ❋ P▲ ( · ) t❤❡ ❈❛t❡❣♦r② ♦❢ PR ✲❢♦r♠❛❧ ❢✉♥❝t✐♦♥s ❉❡✜♥✐t✐♦♥ ❲❡ ❞❡✜♥❡ P ′ ❛s t❤❡ P▲ ♣r❡❝❛t❡❣♦r② ❣❡♥❡r❛t❡❞ ( · ) ✐t ✇✐❧❧ ❜❡ ❝❛❧❧❡❞ ♣r❡❝❛t❡❣♦r② ♦❢ PR ✲♣r♦❣r❛♠s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

♣ ✐ts ♦❜❥❡❝ts ❛r❡ q s✉❝❤ t❤❛t ❢ ✐ts ♠♦r♣❤✐s♠s ❢ ♣ ❢ ✵ ❢ ✶ ❢ q ✶ ✇❤❡r❡ ❢ ✐ ❝❛♥ ✭♦♥❧②❄✮ ❜❡ ❝❤❛r❛❝t❡r✐③❡❞ ❜② ❡q✉✐✈❛❧❡♥❝❡ r❡❧❛t✐♦♥s ✐♥ P P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡♠❛ � ❙❡t ❲❡ ❝❛❧❧ P t❤❡ ✐♠❛❣❡ ❣r❛♣❤ P ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

q s✉❝❤ t❤❛t ❢ ✐ts ♠♦r♣❤✐s♠s ❢ ♣ ❢ ✵ ❢ ✶ ❢ q ✶ ✇❤❡r❡ ❢ ✐ ❝❛♥ ✭♦♥❧②❄✮ ❜❡ ❝❤❛r❛❝t❡r✐③❡❞ ❜② ❡q✉✐✈❛❧❡♥❝❡ r❡❧❛t✐♦♥s ✐♥ P P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡♠❛ � ❙❡t ❲❡ ❝❛❧❧ P t❤❡ ✐♠❛❣❡ ❣r❛♣❤ P ✐ts ♦❜❥❡❝ts ❛r❡ N ♣ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❝❛♥ ✭♦♥❧②❄✮ ❜❡ ❝❤❛r❛❝t❡r✐③❡❞ ❜② ❡q✉✐✈❛❧❡♥❝❡ r❡❧❛t✐♦♥s ✐♥ P P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡♠❛ � ❙❡t ❲❡ ❝❛❧❧ P t❤❡ ✐♠❛❣❡ ❣r❛♣❤ P ✐ts ♦❜❥❡❝ts ❛r❡ N ♣ � N q s✉❝❤ t❤❛t ❢ = ( ❢ ✵ , ❢ ✶ , ..., ❢ q − ✶ ) ✐ts ♠♦r♣❤✐s♠s ❢ : N ♣ ✇❤❡r❡ ❢ ✐ ∈ PR ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ▲❡♠❛ � ❙❡t ❲❡ ❝❛❧❧ P t❤❡ ✐♠❛❣❡ ❣r❛♣❤ P ✐ts ♦❜❥❡❝ts ❛r❡ N ♣ � N q s✉❝❤ t❤❛t ❢ = ( ❢ ✵ , ❢ ✶ , ..., ❢ q − ✶ ) ✐ts ♠♦r♣❤✐s♠s ❢ : N ♣ ✇❤❡r❡ ❢ ✐ ∈ PR P ❝❛♥ ✭♦♥❧②❄✮ ❜❡ ❝❤❛r❛❝t❡r✐③❡❞ ❜② ❡q✉✐✈❛❧❡♥❝❡ r❡❧❛t✐♦♥s ✐♥ P ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P P P ✐s ❛ s②♥t❛❝t✐❝❛❧ ❝♦♥str✉❝t✐♦♥ ✇❤✐❧❡ ✐s ❛ ❝❛t❡❣♦r② ✇✐t❤ s❡♠❛♥t✐❝s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❲❡ ❝❛♥ s✉♠♠❛r✐③❡ ❛s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P ✐s ❛ s②♥t❛❝t✐❝❛❧ ❝♦♥str✉❝t✐♦♥ ✇❤✐❧❡ ✐s ❛ ❝❛t❡❣♦r② ✇✐t❤ s❡♠❛♥t✐❝s � � � � P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❲❡ ❝❛♥ s✉♠♠❛r✐③❡ ❛s P ′ � � � � � � � � � � � � � � � � � � � � � ( · ) P � � � � � � � � � � � � � � � � � � � � � � P ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

� � � � P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❲❡ ❝❛♥ s✉♠♠❛r✐③❡ ❛s P ′ � � � � � � � � � � � � � � � � � � � � � ( · ) P � � � � � � � � � � � � � � � � � � � � � � P P ′ ✐s ❛ s②♥t❛❝t✐❝❛❧ ❝♦♥str✉❝t✐♦♥ ✇❤✐❧❡ P ✐s ❛ ❝❛t❡❣♦r② ✇✐t❤ s❡♠❛♥t✐❝s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❈♦♥❝❡♣t ♦❢ ❛❧❣♦r✐t❤♠ ✐s ❜♦✉♥❞❡❞ ❜② ✶✳ t❤❡ ✐♠♣❧❡♠❡♥t❛t✐♦♥s t❤❛t ✇❡ ❤❛♥❞❧❡✿ ♣r♦❣r❛♠s ✷✳ ❢♦r♠❛❧✐③❛t✐♦♥s t❤❛t ❛r❡ ❦♥♦✇♥✿ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ✷✳ ♦✈❡r ❙❡t ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✶✳ t❤❡ ✐♠♣❧❡♠❡♥t❛t✐♦♥s t❤❛t ✇❡ ❤❛♥❞❧❡✿ ♣r♦❣r❛♠s ✷✳ ❢♦r♠❛❧✐③❛t✐♦♥s t❤❛t ❛r❡ ❦♥♦✇♥✿ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ✷✳ ♦✈❡r ❙❡t ❈♦♥❝❡♣t ♦❢ ❛❧❣♦r✐t❤♠ ✐s ❜♦✉♥❞❡❞ ❜② ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✶✳ t❤❡ ✐♠♣❧❡♠❡♥t❛t✐♦♥s t❤❛t ✇❡ ❤❛♥❞❧❡✿ ♣r♦❣r❛♠s ✷✳ ❢♦r♠❛❧✐③❛t✐♦♥s t❤❛t ❛r❡ ❦♥♦✇♥✿ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ✷✳ ♦✈❡r ❙❡t ❈♦♥❝❡♣t ♦❢ ❛❧❣♦r✐t❤♠ ✐s ❜♦✉♥❞❡❞ ❜② ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✷✳ ❢♦r♠❛❧✐③❛t✐♦♥s t❤❛t ❛r❡ ❦♥♦✇♥✿ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ✷✳ ♦✈❡r ❙❡t ❈♦♥❝❡♣t ♦❢ ❛❧❣♦r✐t❤♠ ✐s ❜♦✉♥❞❡❞ ❜② ✶✳ t❤❡ ✐♠♣❧❡♠❡♥t❛t✐♦♥s t❤❛t ✇❡ ❤❛♥❞❧❡✿ ♣r♦❣r❛♠s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ✷✳ ♦✈❡r ❙❡t ❈♦♥❝❡♣t ♦❢ ❛❧❣♦r✐t❤♠ ✐s ❜♦✉♥❞❡❞ ❜② ✶✳ t❤❡ ✐♠♣❧❡♠❡♥t❛t✐♦♥s t❤❛t ✇❡ ❤❛♥❞❧❡✿ ♣r♦❣r❛♠s ✷✳ ❢♦r♠❛❧✐③❛t✐♦♥s t❤❛t ❛r❡ ❦♥♦✇♥✿ r❡❝✉rs✐✈❡ ❢✉♥❝t✐♦♥s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ❦ ♥♦❞❡s ❛r❡ ❦ ❡❞❣❡s ❛r❡ ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ s ❛♥❞ ✐ ❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ ❞❡s❝ ✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ ✲❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❦ ♥♦❞❡s ❛r❡ ❦ ❡❞❣❡s ❛r❡ ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ s ❛♥❞ ✐ ❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ ❞❡s❝ ✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ ✲❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❦ ♥♦❞❡s ❛r❡ ❦ ❡❞❣❡s ❛r❡ ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ s ❛♥❞ ✐ ❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ ❞❡s❝ ✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ ✲❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❦ ❡❞❣❡s ❛r❡ ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ s ❛♥❞ ✐ ❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ ❞❡s❝ ✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ ✲❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ♥♦❞❡s ❛r❡ N ❦ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ ❞❡s❝ ✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ ✲❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ♥♦❞❡s ❛r❡ N ❦ ❡❞❣❡s ❛r❡ PR ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ , s ❛♥❞ π ❦ ✐ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ ✲❢✉♥❝t✐♦♥s P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ♥♦❞❡s ❛r❡ N ❦ ❡❞❣❡s ❛r❡ PR ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ , s ❛♥❞ π ❦ ✐ ❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ PR ❞❡s❝ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❚❤❡r❡ ✐s ❛ tr❡❡ ❢♦r ❛♥② PR ✲♣r♦❣r❛♠ ❧❛❜❡❧❧✐♥❣ t❤❡ ❡❞❣❡s ✇✐t❤ ❈ ✭❝♦♠♣♦s✐t✐♦♥✮✱ ❘ ✭r❡❝✉rs✐♦♥✮ ❛♥❞ ❇ ✭❜r❛❝❦❡t✮ ♥♦❞❡s ❛r❡ N ❦ ❡❞❣❡s ❛r❡ PR ✲❢✉♥❝t✐♦♥s ❣❡♥❡r❛t❡❞ ❢r♦♠ ③ , s ❛♥❞ π ❦ ✐ ❉❡✜♥✐t✐♦♥ ❲❡ ❝❛❧❧ t❤✐s ❣r❛♣❤ PR ❞❡s❝ ✐t ❤❛s ❛❧❧ ❞❡s❝r✐♣t✐♦♥s ❛❜♦✉t ❤♦✇ t♦ ❝♦♠♣✉t❡ ❛❧❧ PR ✲❢✉♥❝t✐♦♥s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❲❡ ❝♦♥str✉❝t ❜② ♣r✉♥♥✐♥❣ ❞❡s❝ ❆❧❣ ❛s t❤❡ ❢r❡❡ ✐♥✐t✐❛❧ ❝❛t❡❣♦r② ❋ ❈❛t①◆ Ø ✐♥ ❈❛t①◆ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❊ss❡♥t✐❛❧❧② ❡q✉❛❧ ∼ ✐♥ PR ❞❡s❝ ❣✐✈❡s ❡q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❞❡s❝ ❆❧❣ ❛s t❤❡ ❢r❡❡ ✐♥✐t✐❛❧ ❝❛t❡❣♦r② ❋ ❈❛t①◆ Ø ✐♥ ❈❛t①◆ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❊ss❡♥t✐❛❧❧② ❡q✉❛❧ ∼ ✐♥ PR ❞❡s❝ ❣✐✈❡s ❡q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ❲❡ ❝♦♥str✉❝t ❜② ♣r✉♥♥✐♥❣ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❊ss❡♥t✐❛❧❧② ❡q✉❛❧ ∼ ✐♥ PR ❞❡s❝ ❣✐✈❡s ❡q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ❲❡ ❝♦♥str✉❝t ❜② ♣r✉♥♥✐♥❣ PR ❞❡s❝ = PR ❆❧❣ ∼ ❛s t❤❡ ❢r❡❡ ✐♥✐t✐❛❧ ❝❛t❡❣♦r② ❋ ❈❛t①◆ ( Ø ) ✐♥ ❈❛t①◆ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆❧❣ ❋✉♥❝ ❛♥❞ t❤❡ s❝❤❡♠❛ ❞❡s❝ ❆❧❣ Ø ❋✉♥❝ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❘❡❞✉❝✐♥❣ ❜② ≈ ✭r✉♥ t❤❡ s❛♠❡ ♦♣❡r❛t✐♦♥✮ ✇❡ ❤❛✈❡ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❛♥❞ t❤❡ s❝❤❡♠❛ ❞❡s❝ ❆❧❣ Ø ❋✉♥❝ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❘❡❞✉❝✐♥❣ ❜② ≈ ✭r✉♥ t❤❡ s❛♠❡ ♦♣❡r❛t✐♦♥✮ ✇❡ ❤❛✈❡ PR ❆❧❣ = PR ❋✉♥❝ ≈ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❞❡s❝ ❆❧❣ Ø ❋✉♥❝ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❘❡❞✉❝✐♥❣ ❜② ≈ ✭r✉♥ t❤❡ s❛♠❡ ♦♣❡r❛t✐♦♥✮ ✇❡ ❤❛✈❡ PR ❆❧❣ = PR ❋✉♥❝ ≈ ❛♥❞ t❤❡ s❝❤❡♠❛ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

� � � � P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❘❡❞✉❝✐♥❣ ❜② ≈ ✭r✉♥ t❤❡ s❛♠❡ ♦♣❡r❛t✐♦♥✮ ✇❡ ❤❛✈❡ PR ❆❧❣ = PR ❋✉♥❝ ≈ ❛♥❞ t❤❡ s❝❤❡♠❛ PR ❞❡s❝ � � � � � � � � � � � � � � � � � � � � � � � � PR ❆❧❣ Ø � � � � � � ���������� � � � � � � � � � � PR ❋✉♥❝ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✐♥✐t✐❛❧ P❘❯ ✭P❢❡♥❞❡r✮ ❋r❡②❞ ❈♦✈❡r ❢r♦♠ ❛ ❝❝ ♥♥♦ ✭❘♦♠á♥✮ ❢r❡❡ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② ❧♥♥♦ Ø ✭❘♦♠á♥✲P❛ré✮ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❙✐♠✐❧❛r ❝♦♥str✉❝t✐♦♥s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❋r❡②❞ ❈♦✈❡r ❢r♦♠ ❛ ❝❝ ♥♥♦ ✭❘♦♠á♥✮ ❢r❡❡ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② ❧♥♥♦ Ø ✭❘♦♠á♥✲P❛ré✮ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❙✐♠✐❧❛r ❝♦♥str✉❝t✐♦♥s ✐♥✐t✐❛❧ P❘❯ E ✭P❢❡♥❞❡r✮ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢r❡❡ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② ❧♥♥♦ Ø ✭❘♦♠á♥✲P❛ré✮ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❙✐♠✐❧❛r ❝♦♥str✉❝t✐♦♥s ✐♥✐t✐❛❧ P❘❯ E ✭P❢❡♥❞❡r✮ ❋r❡②❞ ❈♦✈❡r FC ❢r♦♠ ❛ ❝❝ C + ♥♥♦ ✭❘♦♠á♥✮ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ ❈❛t❡❣♦r✐❡s ♦❢ ❆❧❣♦r✐t❤♠s ❙✉❜r❡❝✉rs✐♦♥ ❋r❡❡ ❛♥❞ s②♥t❛❝t✐❝❛❧ str✉❝t✉r❡s ❙✐♠✐❧❛r ❝♦♥str✉❝t✐♦♥s ✐♥✐t✐❛❧ P❘❯ E ✭P❢❡♥❞❡r✮ ❋r❡②❞ ❈♦✈❡r FC ❢r♦♠ ❛ ❝❝ C + ♥♥♦ ✭❘♦♠á♥✮ ❢r❡❡ ▼♦♥♦✐❞❛❧ ❈❛t❡❣♦r② + ❧♥♥♦ Φ( Ø ) ✭❘♦♠á♥✲P❛ré✮ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❈♦♥s✐❞❡r t❤❡ s♠❛❧❧❡st ❞❡r✐✈❛t✐♦♥s s❡t ❝♦♥t❛✐♥✐♥❣ ❛ ❞❡r✐✈❛t✐♦♥ ♦❢ ❡✈❡r② ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ✵✱ ❙① ① ✶✱ ✶ ② ✐❢ ① ✵ P① ♠❛① ✵ ① ✶ ❛♥❞ ❝♦♥❞✐t✐♦♥❛❧ ❈ ① ② ③ ③ ❡❧s❡ ✷ ❝❧♦s❡❞ ✉♥❞❡r t❤❡ ❞❡r✐✈❛t✐♦♥ r✉❧❡s ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ✿ ❣✐✈❡♥ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ✇❡ ❞❡r✐✈❡ ✶ ❤ ❣ ✶ ① ✶ ❣ ♠ ① ♠ ❢ ① ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐✈❡♥❡ss✿ ❢♦r ❣ ❛♥❞ ❤ ✐❢ ① ✵ ✇❡ ❞❡r✐✈❡ ✷ ❢ ① ② ❤ ① ② ❢ P① ② P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈❧❛ss❡s ✐♥ ●③r❡❣♦r③❝②❦ ❍✐❡r❛r❝❤② ❝❛♥ ❜❡ ❞❡✜♥❡❞ ❜② ❜♦✉♥❞✐♥❣ ❛r✐t❤♠❡t✐❝s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❝♦♥t❛✐♥✐♥❣ ❛ ❞❡r✐✈❛t✐♦♥ ♦❢ ❡✈❡r② ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ✵✱ ❙① ① ✶✱ ✶ ② ✐❢ ① ✵ P① ♠❛① ✵ ① ✶ ❛♥❞ ❝♦♥❞✐t✐♦♥❛❧ ❈ ① ② ③ ③ ❡❧s❡ ✷ ❝❧♦s❡❞ ✉♥❞❡r t❤❡ ❞❡r✐✈❛t✐♦♥ r✉❧❡s ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ✿ ❣✐✈❡♥ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ✇❡ ❞❡r✐✈❡ ✶ ❤ ❣ ✶ ① ✶ ❣ ♠ ① ♠ ❢ ① ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐✈❡♥❡ss✿ ❢♦r ❣ ❛♥❞ ❤ ✐❢ ① ✵ ✇❡ ❞❡r✐✈❡ ✷ ❢ ① ② ❤ ① ② ❢ P① ② P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈❧❛ss❡s ✐♥ ●③r❡❣♦r③❝②❦ ❍✐❡r❛r❝❤② ❝❛♥ ❜❡ ❞❡✜♥❡❞ ❜② ❜♦✉♥❞✐♥❣ ❛r✐t❤♠❡t✐❝s ❈♦♥s✐❞❡r t❤❡ s♠❛❧❧❡st ❞❡r✐✈❛t✐♦♥s s❡t ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✷ ❝❧♦s❡❞ ✉♥❞❡r t❤❡ ❞❡r✐✈❛t✐♦♥ r✉❧❡s ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ✿ ❣✐✈❡♥ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ✇❡ ❞❡r✐✈❡ ✶ ❤ ❣ ✶ ① ✶ ❣ ♠ ① ♠ ❢ ① ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐✈❡♥❡ss✿ ❢♦r ❣ ❛♥❞ ❤ ✐❢ ① ✵ ✇❡ ❞❡r✐✈❡ ✷ ❢ ① ② ❤ ① ② ❢ P① ② P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈❧❛ss❡s ✐♥ ●③r❡❣♦r③❝②❦ ❍✐❡r❛r❝❤② ❝❛♥ ❜❡ ❞❡✜♥❡❞ ❜② ❜♦✉♥❞✐♥❣ ❛r✐t❤♠❡t✐❝s ❈♦♥s✐❞❡r t❤❡ s♠❛❧❧❡st ❞❡r✐✈❛t✐♦♥s s❡t ❝♦♥t❛✐♥✐♥❣ ❛ ❞❡r✐✈❛t✐♦♥ ♦❢ ❡✈❡r② ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ✵✱ ❙① = ① + ✶✱ ✶ � ② ✐❢ ① = ✵ P① = ♠❛① ( ✵ , ① − ✶ ) ❛♥❞ ❝♦♥❞✐t✐♦♥❛❧ ❈ ( ① , ② , ③ ) = ③ ❡❧s❡ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ✿ ❣✐✈❡♥ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ✇❡ ❞❡r✐✈❡ ✶ ❤ ❣ ✶ ① ✶ ❣ ♠ ① ♠ ❢ ① ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐✈❡♥❡ss✿ ❢♦r ❣ ❛♥❞ ❤ ✐❢ ① ✵ ✇❡ ❞❡r✐✈❡ ✷ ❢ ① ② ❤ ① ② ❢ P① ② P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈❧❛ss❡s ✐♥ ●③r❡❣♦r③❝②❦ ❍✐❡r❛r❝❤② ❝❛♥ ❜❡ ❞❡✜♥❡❞ ❜② ❜♦✉♥❞✐♥❣ ❛r✐t❤♠❡t✐❝s ❈♦♥s✐❞❡r t❤❡ s♠❛❧❧❡st ❞❡r✐✈❛t✐♦♥s s❡t ❝♦♥t❛✐♥✐♥❣ ❛ ❞❡r✐✈❛t✐♦♥ ♦❢ ❡✈❡r② ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ✵✱ ❙① = ① + ✶✱ ✶ � ② ✐❢ ① = ✵ P① = ♠❛① ( ✵ , ① − ✶ ) ❛♥❞ ❝♦♥❞✐t✐♦♥❛❧ ❈ ( ① , ② , ③ ) = ③ ❡❧s❡ ✷ ❝❧♦s❡❞ ✉♥❞❡r t❤❡ ❞❡r✐✈❛t✐♦♥ r✉❧❡s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐✈❡♥❡ss✿ ❢♦r ❣ ❛♥❞ ❤ ✐❢ ① ✵ ✇❡ ❞❡r✐✈❡ ✷ ❢ ① ② ❤ ① ② ❢ P① ② P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈❧❛ss❡s ✐♥ ●③r❡❣♦r③❝②❦ ❍✐❡r❛r❝❤② ❝❛♥ ❜❡ ❞❡✜♥❡❞ ❜② ❜♦✉♥❞✐♥❣ ❛r✐t❤♠❡t✐❝s ❈♦♥s✐❞❡r t❤❡ s♠❛❧❧❡st ❞❡r✐✈❛t✐♦♥s s❡t ❝♦♥t❛✐♥✐♥❣ ❛ ❞❡r✐✈❛t✐♦♥ ♦❢ ❡✈❡r② ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ✵✱ ❙① = ① + ✶✱ ✶ � ② ✐❢ ① = ✵ P① = ♠❛① ( ✵ , ① − ✶ ) ❛♥❞ ❝♦♥❞✐t✐♦♥❛❧ ❈ ( ① , ② , ③ ) = ③ ❡❧s❡ ✷ ❝❧♦s❡❞ ✉♥❞❡r t❤❡ ❞❡r✐✈❛t✐♦♥ r✉❧❡s ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ✿ ❣✐✈❡♥ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ , ..., ❣ ♠ ✇❡ ❞❡r✐✈❡ ✶ ❢ ( ① ) = ❤ ( ❣ ✶ ( ① ✶ ) , ..., ❣ ♠ ( ① ♠ )) ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈❧❛ss❡s ✐♥ ●③r❡❣♦r③❝②❦ ❍✐❡r❛r❝❤② ❝❛♥ ❜❡ ❞❡✜♥❡❞ ❜② ❜♦✉♥❞✐♥❣ ❛r✐t❤♠❡t✐❝s ❈♦♥s✐❞❡r t❤❡ s♠❛❧❧❡st ❞❡r✐✈❛t✐♦♥s s❡t ❝♦♥t❛✐♥✐♥❣ ❛ ❞❡r✐✈❛t✐♦♥ ♦❢ ❡✈❡r② ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ✵✱ ❙① = ① + ✶✱ ✶ � ② ✐❢ ① = ✵ P① = ♠❛① ( ✵ , ① − ✶ ) ❛♥❞ ❝♦♥❞✐t✐♦♥❛❧ ❈ ( ① , ② , ③ ) = ③ ❡❧s❡ ✷ ❝❧♦s❡❞ ✉♥❞❡r t❤❡ ❞❡r✐✈❛t✐♦♥ r✉❧❡s ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ✿ ❣✐✈❡♥ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ , ..., ❣ ♠ ✇❡ ❞❡r✐✈❡ ✶ ❢ ( ① ) = ❤ ( ❣ ✶ ( ① ✶ ) , ..., ❣ ♠ ( ① ♠ )) ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐✈❡♥❡ss✿ ❢♦r ❣ ❛♥❞ ❤ ✐❢ ① � = ✵ ✇❡ ❞❡r✐✈❡ ✷ ❢ ( ① , ② ) = ❤ ( ① , ② , ❢ ( P① , ② )) ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✐t ✐s ❜❛s❡❞ ✐♥ ❝♦♠♣r❡❤❡♥s✐♦♥ ♦r ❆①✐♦♠ s❝❤❡♠❛ ♦❢ s♣❡❝✐✜❝❛t✐♦♥ ❆♥② ❞❡✜♥❛❜❧❡ s✉❜❝❧❛ss ♦❢ ❛ s❡t ✐s ❛ s❡t ■♥st❡❛❞ ♦❢ ❜♦✉♥❞✐♥❣ ✐♥❞✉❝t✐♦♥ ✇❡ ✉s❡ ✇❡❛❦❡r s✉❜s②st❡♠s ❲❡ ✉s❡ t✇♦ ❦✐♥❞s ♦❢ ❛r❣✉♠❡♥ts✿ ♥♦r♠❛❧ ❛♥❞ s❛❢❡ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈♦♠♣❧❡①✐t② ❧♦✇❡r t❤❛♥ PR ❝❛♥ ❜❡ ♠♦❞❡❧❡❞ ✉s✐♥❣ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆①✐♦♠ s❝❤❡♠❛ ♦❢ s♣❡❝✐✜❝❛t✐♦♥ ❆♥② ❞❡✜♥❛❜❧❡ s✉❜❝❧❛ss ♦❢ ❛ s❡t ✐s ❛ s❡t ■♥st❡❛❞ ♦❢ ❜♦✉♥❞✐♥❣ ✐♥❞✉❝t✐♦♥ ✇❡ ✉s❡ ✇❡❛❦❡r s✉❜s②st❡♠s ❲❡ ✉s❡ t✇♦ ❦✐♥❞s ♦❢ ❛r❣✉♠❡♥ts✿ ♥♦r♠❛❧ ❛♥❞ s❛❢❡ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈♦♠♣❧❡①✐t② ❧♦✇❡r t❤❛♥ PR ❝❛♥ ❜❡ ♠♦❞❡❧❡❞ ✉s✐♥❣ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✐t ✐s ❜❛s❡❞ ✐♥ ❝♦♠♣r❡❤❡♥s✐♦♥ ♦r ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆♥② ❞❡✜♥❛❜❧❡ s✉❜❝❧❛ss ♦❢ ❛ s❡t ✐s ❛ s❡t ■♥st❡❛❞ ♦❢ ❜♦✉♥❞✐♥❣ ✐♥❞✉❝t✐♦♥ ✇❡ ✉s❡ ✇❡❛❦❡r s✉❜s②st❡♠s ❲❡ ✉s❡ t✇♦ ❦✐♥❞s ♦❢ ❛r❣✉♠❡♥ts✿ ♥♦r♠❛❧ ❛♥❞ s❛❢❡ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈♦♠♣❧❡①✐t② ❧♦✇❡r t❤❛♥ PR ❝❛♥ ❜❡ ♠♦❞❡❧❡❞ ✉s✐♥❣ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✐t ✐s ❜❛s❡❞ ✐♥ ❝♦♠♣r❡❤❡♥s✐♦♥ ♦r ❆①✐♦♠ s❝❤❡♠❛ ♦❢ s♣❡❝✐✜❝❛t✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

■♥st❡❛❞ ♦❢ ❜♦✉♥❞✐♥❣ ✐♥❞✉❝t✐♦♥ ✇❡ ✉s❡ ✇❡❛❦❡r s✉❜s②st❡♠s ❲❡ ✉s❡ t✇♦ ❦✐♥❞s ♦❢ ❛r❣✉♠❡♥ts✿ ♥♦r♠❛❧ ❛♥❞ s❛❢❡ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈♦♠♣❧❡①✐t② ❧♦✇❡r t❤❛♥ PR ❝❛♥ ❜❡ ♠♦❞❡❧❡❞ ✉s✐♥❣ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✐t ✐s ❜❛s❡❞ ✐♥ ❝♦♠♣r❡❤❡♥s✐♦♥ ♦r ❆①✐♦♠ s❝❤❡♠❛ ♦❢ s♣❡❝✐✜❝❛t✐♦♥ ❆♥② ❞❡✜♥❛❜❧❡ s✉❜❝❧❛ss ♦❢ ❛ s❡t ✐s ❛ s❡t ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❲❡ ✉s❡ t✇♦ ❦✐♥❞s ♦❢ ❛r❣✉♠❡♥ts✿ ♥♦r♠❛❧ ❛♥❞ s❛❢❡ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈♦♠♣❧❡①✐t② ❧♦✇❡r t❤❛♥ PR ❝❛♥ ❜❡ ♠♦❞❡❧❡❞ ✉s✐♥❣ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✐t ✐s ❜❛s❡❞ ✐♥ ❝♦♠♣r❡❤❡♥s✐♦♥ ♦r ❆①✐♦♠ s❝❤❡♠❛ ♦❢ s♣❡❝✐✜❝❛t✐♦♥ ❆♥② ❞❡✜♥❛❜❧❡ s✉❜❝❧❛ss ♦❢ ❛ s❡t ✐s ❛ s❡t ■♥st❡❛❞ ♦❢ ❜♦✉♥❞✐♥❣ ✐♥❞✉❝t✐♦♥ ✇❡ ✉s❡ ✇❡❛❦❡r s✉❜s②st❡♠s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❈♦♠♣❧❡①✐t② ❧♦✇❡r t❤❛♥ PR ❝❛♥ ❜❡ ♠♦❞❡❧❡❞ ✉s✐♥❣ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✐t ✐s ❜❛s❡❞ ✐♥ ❝♦♠♣r❡❤❡♥s✐♦♥ ♦r ❆①✐♦♠ s❝❤❡♠❛ ♦❢ s♣❡❝✐✜❝❛t✐♦♥ ❆♥② ❞❡✜♥❛❜❧❡ s✉❜❝❧❛ss ♦❢ ❛ s❡t ✐s ❛ s❡t ■♥st❡❛❞ ♦❢ ❜♦✉♥❞✐♥❣ ✐♥❞✉❝t✐♦♥ ✇❡ ✉s❡ ✇❡❛❦❡r s✉❜s②st❡♠s ❲❡ ✉s❡ t✇♦ ❦✐♥❞s ♦❢ ❛r❣✉♠❡♥ts✿ ♥♦r♠❛❧ ❛♥❞ s❛❢❡ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❙✉❜s❡ts ✶ t❤❛t ♠❛❦❡ r❡❝✉rs✐♦♥ ❤❛✈✐♥❣ ❦ ❛r❡ ❝❛❧❧❡❞ t✐❡rs ❦ ♦ ❲❡ ❝❛❧❝✉❧❛t❡ t✐❡r ♦❢ ❛ ❞❡r✐✈❛t✐♦♥ ❢ ❛s ❢ ✵ ✐❢ ❢ ✐s ❛♥ ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ❢ ♠❛① ❤ ❣ ✶ ❣ ♠ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ❢ ♠❛① ❣ ✶ ❤ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❣ ❛♥❞ ❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❉❡✜♥✐t✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❲❡ ❝❛❧❝✉❧❛t❡ t✐❡r ♦❢ ❛ ❞❡r✐✈❛t✐♦♥ ❢ ❛s ❢ ✵ ✐❢ ❢ ✐s ❛♥ ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ❢ ♠❛① ❤ ❣ ✶ ❣ ♠ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ❢ ♠❛① ❣ ✶ ❤ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❣ ❛♥❞ ❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❉❡✜♥✐t✐♦♥ ❙✉❜s❡ts N ❦ + ✶ t❤❛t ♠❛❦❡ r❡❝✉rs✐♦♥ ❤❛✈✐♥❣ N ♦ , ..., N ❦ ❛r❡ ❝❛❧❧❡❞ t✐❡rs ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢ ✵ ✐❢ ❢ ✐s ❛♥ ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ❢ ♠❛① ❤ ❣ ✶ ❣ ♠ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ❢ ♠❛① ❣ ✶ ❤ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❣ ❛♥❞ ❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❉❡✜♥✐t✐♦♥ ❙✉❜s❡ts N ❦ + ✶ t❤❛t ♠❛❦❡ r❡❝✉rs✐♦♥ ❤❛✈✐♥❣ N ♦ , ..., N ❦ ❛r❡ ❝❛❧❧❡❞ t✐❡rs ❲❡ ❝❛❧❝✉❧❛t❡ t✐❡r ♦❢ ❛ ❞❡r✐✈❛t✐♦♥ ❢ ∈ PR ❛s ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢ ♠❛① ❤ ❣ ✶ ❣ ♠ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ ❣ ♠ ❢ ♠❛① ❣ ✶ ❤ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❣ ❛♥❞ ❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❉❡✜♥✐t✐♦♥ ❙✉❜s❡ts N ❦ + ✶ t❤❛t ♠❛❦❡ r❡❝✉rs✐♦♥ ❤❛✈✐♥❣ N ♦ , ..., N ❦ ❛r❡ ❝❛❧❧❡❞ t✐❡rs ❲❡ ❝❛❧❝✉❧❛t❡ t✐❡r ♦❢ ❛ ❞❡r✐✈❛t✐♦♥ ❢ ∈ PR ❛s ρ ( ❢ ) = ✵ ✐❢ ❢ ✐s ❛♥ ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢ ♠❛① ❣ ✶ ❤ ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❣ ❛♥❞ ❤ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❉❡✜♥✐t✐♦♥ ❙✉❜s❡ts N ❦ + ✶ t❤❛t ♠❛❦❡ r❡❝✉rs✐♦♥ ❤❛✈✐♥❣ N ♦ , ..., N ❦ ❛r❡ ❝❛❧❧❡❞ t✐❡rs ❲❡ ❝❛❧❝✉❧❛t❡ t✐❡r ♦❢ ❛ ❞❡r✐✈❛t✐♦♥ ❢ ∈ PR ❛s ρ ( ❢ ) = ✵ ✐❢ ❢ ✐s ❛♥ ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ρ ( ❢ ) = ♠❛① { ρ ( ❤ ) , ρ ( ❣ ✶ ) , ..., ρ ( ❣ ♠ ) } ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ , ..., ❣ ♠ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❉❡✜♥✐t✐♦♥ ❙✉❜s❡ts N ❦ + ✶ t❤❛t ♠❛❦❡ r❡❝✉rs✐♦♥ ❤❛✈✐♥❣ N ♦ , ..., N ❦ ❛r❡ ❝❛❧❧❡❞ t✐❡rs ❲❡ ❝❛❧❝✉❧❛t❡ t✐❡r ♦❢ ❛ ❞❡r✐✈❛t✐♦♥ ❢ ∈ PR ❛s ρ ( ❢ ) = ✵ ✐❢ ❢ ✐s ❛♥ ✐♥✐t✐❛❧ ❢✉♥❝t✐♦♥ ρ ( ❢ ) = ♠❛① { ρ ( ❤ ) , ρ ( ❣ ✶ ) , ..., ρ ( ❣ ♠ ) } ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ❝♦♠♣♦s✐t✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❤ ❛♥❞ ❣ ✶ , ..., ❣ ♠ ρ ( ❢ ) = ♠❛① { ρ ( ❣ ) , ✶ + ρ ( ❤ ) } ✐❢ ❢ ✐s ❞❡✜♥❡❞ ❜② ❢✉❧❧ ♣r✐♠✐t✐✈❡ r❡❝✉rs✐♦♥ ♦❢ ❞❡r✐✈❛t✐♦♥s ❣ ❛♥❞ ❤ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉♦❝tr✐♥❡s ✇✐t❤ ❛♥ ❙▼ ✷✲❈♦♠♣r❡❤❡♥s✐♦♥ ✶ t✇♦ t✐❡rs ◆ ✵ ◆ ✶ ♦❢ ♥✉♠❡r❛❧s ✇✐t❤ ❞②❛❞✐❝s ✷ s ❦ ③ ■ ◆ ❦ ◆ ❦ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✸ ❆ ◆ ✵ s ❦ ❆ ❆ ◆ ✶ s ❦ ❆ ③ ③ ❆ ◆ ✵ ❆ ❆ ◆ ✶ ❆ ■ ❆ ■ ❆ ❤ ❦ ❢ ❢ ❢ ❢ ❤ ❦ ❣ ❣ ❆ ❇ ❇ ❆ ❇ ❇ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ε ✶ ✱ ε ✷ ❛♥❞ ε ✸ ♦❢ ●③r❡❣♦r③❝②❦ ❤❛✈❡ ❜❡❡♥ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❛♥ ❙▼ ✷✲❈♦♠♣r❡❤❡♥s✐♦♥ ✶ t✇♦ t✐❡rs ◆ ✵ ◆ ✶ ♦❢ ♥✉♠❡r❛❧s ✇✐t❤ ❞②❛❞✐❝s ✷ s ❦ ③ ■ ◆ ❦ ◆ ❦ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✸ ❆ ◆ ✵ s ❦ ❆ ❆ ◆ ✶ s ❦ ❆ ③ ③ ❆ ◆ ✵ ❆ ❆ ◆ ✶ ❆ ■ ❆ ■ ❆ ❤ ❦ ❢ ❢ ❢ ❢ ❤ ❦ ❣ ❣ ❆ ❇ ❇ ❆ ❇ ❇ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ε ✶ ✱ ε ✷ ❛♥❞ ε ✸ ♦❢ ●③r❡❣♦r③❝②❦ ❤❛✈❡ ❜❡❡♥ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❉♦❝tr✐♥❡s ✇✐t❤ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

t✇♦ t✐❡rs ◆ ✵ ◆ ✶ ♦❢ ♥✉♠❡r❛❧s ✇✐t❤ ❞②❛❞✐❝s ✷ s ❦ ③ ■ ◆ ❦ ◆ ❦ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✸ ❆ ◆ ✵ s ❦ ❆ ❆ ◆ ✶ s ❦ ❆ ③ ③ ❆ ◆ ✵ ❆ ❆ ◆ ✶ ❆ ■ ❆ ■ ❆ ❤ ❦ ❢ ❢ ❢ ❢ ❤ ❦ ❣ ❣ ❆ ❇ ❇ ❆ ❇ ❇ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ε ✶ ✱ ε ✷ ❛♥❞ ε ✸ ♦❢ ●③r❡❣♦r③❝②❦ ❤❛✈❡ ❜❡❡♥ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❉♦❝tr✐♥❡s ✇✐t❤ ❛♥ ❙▼ ✷✲❈♦♠♣r❡❤❡♥s✐♦♥ ✶ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✸ ❆ ◆ ✵ s ❦ ❆ ❆ ◆ ✶ s ❦ ❆ ③ ③ ❆ ◆ ✵ ❆ ❆ ◆ ✶ ❆ ■ ❆ ■ ❆ ❤ ❦ ❢ ❢ ❢ ❢ ❤ ❦ ❣ ❣ ❆ ❇ ❇ ❆ ❇ ❇ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ε ✶ ✱ ε ✷ ❛♥❞ ε ✸ ♦❢ ●③r❡❣♦r③❝②❦ ❤❛✈❡ ❜❡❡♥ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❉♦❝tr✐♥❡s ✇✐t❤ ❛♥ ❙▼ ✷✲❈♦♠♣r❡❤❡♥s✐♦♥ ✶ t✇♦ t✐❡rs ◆ ✵ , ◆ ✶ ♦❢ ♥✉♠❡r❛❧s ✇✐t❤ ❞②❛❞✐❝s ✷ s ❦ ③ ■ − → ◆ ❦ − → ◆ ❦ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆ ◆ ✵ s ❦ ❆ ❆ ◆ ✶ s ❦ ❆ ③ ③ ■ ❆ ❆ ◆ ✵ ❆ ❆ ◆ ✶ ❆ ■ ❆ ❤ ❦ ❢ ❢ ❢ ❢ ❤ ❦ ❣ ❣ ❆ ❇ ❇ ❆ ❇ ❇ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ε ✶ ✱ ε ✷ ❛♥❞ ε ✸ ♦❢ ●③r❡❣♦r③❝②❦ ❤❛✈❡ ❜❡❡♥ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❉♦❝tr✐♥❡s ✇✐t❤ ❛♥ ❙▼ ✷✲❈♦♠♣r❡❤❡♥s✐♦♥ ✶ t✇♦ t✐❡rs ◆ ✵ , ◆ ✶ ♦❢ ♥✉♠❡r❛❧s ✇✐t❤ ❞②❛❞✐❝s ✷ s ❦ ③ ■ − → ◆ ❦ − → ◆ ❦ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✸ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

� � � � � � � P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ε ✶ ✱ ε ✷ ❛♥❞ ε ✸ ♦❢ ●③r❡❣♦r③❝②❦ ❤❛✈❡ ❜❡❡♥ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❉♦❝tr✐♥❡s ✇✐t❤ ❛♥ ❙▼ ✷✲❈♦♠♣r❡❤❡♥s✐♦♥ ✶ t✇♦ t✐❡rs ◆ ✵ , ◆ ✶ ♦❢ ♥✉♠❡r❛❧s ✇✐t❤ ❞②❛❞✐❝s ✷ s ❦ ③ ■ − → ◆ ❦ − → ◆ ❦ r❛♠✐✜❡❞ r❡❝✉rs✐♦♥ ✸ s ❦ ⊗ ❆ � s ❦ ⊗ ❆ � ◆ ✶ ⊗ ❆ ③ ⊗ ❆ � ③ ⊗ ❆ � ◆ ✵ ⊗ ❆ ◆ ✵ ⊗ ❆ ◆ ✶ ⊗ ❆ ■ ⊗ ❆ ■ ⊗ ❆ � � � ❤ ❦ � � � λ ❢ ❢ λ ❢ ❢ � � � � ❤ ❦ ❣ ❣ � ❇ � ❇ � ❇ ❆ ❇ ❆ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❉❡✜♥✐t✐♦♥ ❆ P♦❧❛r✐③❡❞ ❙tr♦♥❣ ❈❛t❡❣♦r② ✭ ❙P♦❧❈❛t ✮ ❝♦♥s✐sts ♦❢ ❛ ♠♦❞✉❧❡ ▼ ✇❤❡r❡ ✐s ❛ ❝❝ ✭t❤❡ ♦♣♣♦♥❡♥t ✮ ❛♥❞ ❛ ❝❛t❡❣♦r② ✭t❤❡ ♣❧❛②❡r ✮ ❡♥❞♦✇❡❞ ✇✐t❤ ❛ str♦♥❣ ❝♦♠♣♦s✐t✐♦♥ ❢ ❣ ❈ ✶ ❉ ✶ ❉ ✷ ❈ ✷ ❉ ✷ ❉ ✸ ❢ ❣ ❉ ✸ ❈ ✶ ❈ ✷ ❉ ✶ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s P♦❧❛r✐③❛t✐♦♥ ✐s ❛ ✇❛② t♦ s❡❡ r❛♠✐✜❝❛t✐♦♥ ✐♥ ❈❚ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❛ ♠♦❞✉❧❡ ▼ ✇❤❡r❡ ✐s ❛ ❝❝ ✭t❤❡ ♦♣♣♦♥❡♥t ✮ ❛♥❞ ❛ ❝❛t❡❣♦r② ✭t❤❡ ♣❧❛②❡r ✮ ❡♥❞♦✇❡❞ ✇✐t❤ ❛ str♦♥❣ ❝♦♠♣♦s✐t✐♦♥ ❢ ❣ ❈ ✶ ❉ ✶ ❉ ✷ ❈ ✷ ❉ ✷ ❉ ✸ ❢ ❣ ❉ ✸ ❈ ✶ ❈ ✷ ❉ ✶ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s P♦❧❛r✐③❛t✐♦♥ ✐s ❛ ✇❛② t♦ s❡❡ r❛♠✐✜❝❛t✐♦♥ ✐♥ ❈❚ ❉❡✜♥✐t✐♦♥ ❆ P♦❧❛r✐③❡❞ ❙tr♦♥❣ ❈❛t❡❣♦r② ✭ ❙P♦❧❈❛t ✮ ❝♦♥s✐sts ♦❢ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

✐s ❛ ❝❝ ✭t❤❡ ♦♣♣♦♥❡♥t ✮ ❛♥❞ ❛ ❝❛t❡❣♦r② ✭t❤❡ ♣❧❛②❡r ✮ ❡♥❞♦✇❡❞ ✇✐t❤ ❛ str♦♥❣ ❝♦♠♣♦s✐t✐♦♥ ❢ ❣ ❈ ✶ ❉ ✶ ❉ ✷ ❈ ✷ ❉ ✷ ❉ ✸ ❢ ❣ ❉ ✸ ❈ ✶ ❈ ✷ ❉ ✶ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s P♦❧❛r✐③❛t✐♦♥ ✐s ❛ ✇❛② t♦ s❡❡ r❛♠✐✜❝❛t✐♦♥ ✐♥ ❈❚ ❉❡✜♥✐t✐♦♥ ❆ P♦❧❛r✐③❡❞ ❙tr♦♥❣ ❈❛t❡❣♦r② ✭ ❙P♦❧❈❛t ✮ ❝♦♥s✐sts ♦❢ ❛ ♠♦❞✉❧❡ ▼ : C × D − → D ✇❤❡r❡ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❡♥❞♦✇❡❞ ✇✐t❤ ❛ str♦♥❣ ❝♦♠♣♦s✐t✐♦♥ ❢ ❣ ❈ ✶ ❉ ✶ ❉ ✷ ❈ ✷ ❉ ✷ ❉ ✸ ❢ ❣ ❉ ✸ ❈ ✶ ❈ ✷ ❉ ✶ P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s P♦❧❛r✐③❛t✐♦♥ ✐s ❛ ✇❛② t♦ s❡❡ r❛♠✐✜❝❛t✐♦♥ ✐♥ ❈❚ ❉❡✜♥✐t✐♦♥ ❆ P♦❧❛r✐③❡❞ ❙tr♦♥❣ ❈❛t❡❣♦r② ✭ ❙P♦❧❈❛t ✮ ❝♦♥s✐sts ♦❢ ❛ ♠♦❞✉❧❡ ▼ : C × D − → D ✇❤❡r❡ C ✐s ❛ ❝❝ ✭t❤❡ ♦♣♣♦♥❡♥t ✮ ❛♥❞ D ❛ ❝❛t❡❣♦r② ✭t❤❡ ♣❧❛②❡r ✮ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s P♦❧❛r✐③❛t✐♦♥ ✐s ❛ ✇❛② t♦ s❡❡ r❛♠✐✜❝❛t✐♦♥ ✐♥ ❈❚ ❉❡✜♥✐t✐♦♥ ❆ P♦❧❛r✐③❡❞ ❙tr♦♥❣ ❈❛t❡❣♦r② ✭ ❙P♦❧❈❛t ✮ ❝♦♥s✐sts ♦❢ ❛ ♠♦❞✉❧❡ ▼ : C × D − → D ✇❤❡r❡ C ✐s ❛ ❝❝ ✭t❤❡ ♦♣♣♦♥❡♥t ✮ ❛♥❞ D ❛ ❝❛t❡❣♦r② ✭t❤❡ ♣❧❛②❡r ✮ ❡♥❞♦✇❡❞ ✇✐t❤ ❛ str♦♥❣ ❝♦♠♣♦s✐t✐♦♥ ❢ ❣ ( ❈ ✶ , ❉ ✶ ) − → ❉ ✷ ( ❈ ✷ , ❉ ✷ ) − → ❉ ✸ ❢ ; ❣ ( ❈ ✶ × ❈ ✷ , ❉ ✶ ) − → ❉ ✸ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❆ P♦❧❛r✐③❡❞ ❋✉♥❝t♦r ♦❢ ❛ ❙P♦❧❈❛t ❝♦♥s✐sts ♦❢ ❢✉♥❝t♦rs ❋ ♣ ❛♥❞ ❋ ♦ ✇✐t❤ ❋ ♦♣ ❛❝t✐♥❣ ❢ ❈ ✶ ❉ ❋ ♦♣ ❢ ❋ ♣ ❉ ❋ ♦ ❈ ✶ ❊①❛♠♣❧❡ ❢♦r ❛♥❞ ❢♦r ❢♦r♠ ❛ ♣♦❧❛r✐③❡❞ ❢✉♥❝t♦r P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❉❡✜♥✐t✐♦♥ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s

❢✉♥❝t♦rs ❋ ♣ ❛♥❞ ❋ ♦ ✇✐t❤ ❋ ♦♣ ❛❝t✐♥❣ ❢ ❈ ✶ ❉ ❋ ♦♣ ❢ ❋ ♣ ❉ ❋ ♦ ❈ ✶ ❊①❛♠♣❧❡ ❢♦r ❛♥❞ ❢♦r ❢♦r♠ ❛ ♣♦❧❛r✐③❡❞ ❢✉♥❝t♦r P❧❛♥ ❲❤❛t ❞♦ ✇❡ ♥❡❡❞ ❢♦r r❡❝✉rs✐♦♥ ✐♥ ❈❚ ❚r❛♥s❧❛t✐♦♥s t♦ ❈❚ ❋r♦♠ s②♥t❛❝t✐❝ t♦ s❡♠❛♥t✐❝ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❙✉❜r❡❝✉rs✐♦♥ P♦❧❛r✐③❡❞ ❈❛t❡❣♦r✐❡s ❉❡✜♥✐t✐♦♥ ❆ P♦❧❛r✐③❡❞ ❋✉♥❝t♦r ♦❢ ❛ ❙P♦❧❈❛t C ❝♦♥s✐sts ♦❢ ❏♦❛q✉í♥ ❉í❛③ ❇♦ï❧s ❘❡❝✉rs✐✈❡ ❋✉♥❝t✐♦♥ ❈❧❛ss❡s ✐♥ ❈❛rt❡s✐❛♥ ❈❛t❡❣♦r✐❡s