❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s ❲♦❧❢❣❛♥❣ ❑❛r❧ ❍är❞❧❡ ❳✐✉ ❳✉ ❆♥❞r✐❥❛ ▼✐❤♦❝✐ ▲❛❞✐s❧❛✉s ✈♦♥ ❇♦rt❦✐❡✇✐❝③ ❈❤❛✐r ♦❢ ❙t❛t✐st✐❝s ❈✳❆✳❙✳❊✳ ✕ ❈❡♥t❡r ❢♦r ❆♣♣❧✐❡❞ ❙t❛t✐st✐❝s ❛♥❞ ❊❝♦♥♦♠✐❝s ❍✉♠❜♦❧❞t✕❯♥✐✈❡rs✐tät ③✉ ❇❡r❧✐♥ ❇r❛♥❞❡♥❜✉r❣ ❯♥✐✈❡rs✐t② ♦❢ ❚❡❝❤♥♦❧♦❣② ❧✈❜✳✇✐✇✐✳❤✉✲❜❡r❧✐♥✳❞❡ ❝❛s❡✳❤✉✲❜❡r❧✐♥✳❞❡ ✐rt❣✶✼✾✷✳❤✉✲❜❡r❧✐♥✳❞❡ ❜✲t✉✳❞❡
▼♦t✐✈❛t✐♦♥ ✶✲✶ ▼♦t✐✈❛t✐♦♥ ⊡ ❘✐s❦ ❊①♣♦s✉r❡ ▼❡❛s✉r❡ t❛✐❧ ❡✈❡♥ts ◮ ❈♦♥❞✐t✐♦♥❛❧ ❛✉t♦r❡❣r❡ss✐✈❡ ❡①♣❡❝t✐❧❡ ✭❈❆❘❊✮ ♠♦❞❡❧ ◮ ❊①♣❡❝t✐❧❡s ⊡ ❚✐♠❡✲✈❛r②✐♥❣ ♣❛r❛♠❡t❡rs ❚✐♠❡✲✈❛r②✐♥❣ ♣❛r❛♠❡t❡rs ✐♥ ❈❆❘❊ ◮ P❛r❛♠❡t❡r ❉②♥❛♠✐❝s ■♥t❡r✈❛❧ ❧❡♥❣t❤ r❡✢❡❝ts t❤❡ str✉❝t✉r❛❧ ❝❤❛♥❣❡s ✐♥ ❡❝♦♥♦♠② ◮ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
▼♦t✐✈❛t✐♦♥ ✶✲✷ ❖❜❥❡❝t✐✈❡s ⊡ ▲♦❝❛❧✐s✐♥❣ ❈❆❘❊ ▼♦❞❡❧s ▲♦❝❛❧ ♣❛r❛♠❡tr✐❝ ❛♣♣r♦❛❝❤ ✭▲P❆✮ ◮ ❇❛❧❛♥❝❡ ❜❡t✇❡❡♥ ♠♦❞❡❧❧✐♥❣ ❜✐❛s ❛♥❞ ♣❛r❛♠❡t❡r ✈❛r✐❛❜✐❧✐t② ◮ ⊡ ❚❛✐❧ ❘✐s❦ ❉②♥❛♠✐❝s ❊st✐♠❛t✐♦♥ ✇✐♥❞♦✇s ✇✐t❤ ✈❛r②✐♥❣ ❧❡♥❣t❤s ◮ ❚✐♠❡✲✈❛r②✐♥❣ ❡①♣❡❝t✐❧❡ ♣❛r❛♠❡t❡rs ◮ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
▼♦t✐✈❛t✐♦♥ ✶✲✸ ❊❝♦♥♦♠❡tr✐❝s ❛♥❞ ❘✐s❦ ▼❛♥❛❣❡♠❡♥t ❊❝♦♥♦♠❡tr✐❝s ⊡ ▼♦❞❡❧❧✐♥❣ ❜✐❛s ✈s✳ ♣❛r❛♠❡t❡r ✈❛r✐❛❜✐❧✐t② ⊡ ■♥t❡r✈❛❧ ❧❡♥❣t❤ ❛♥❞ ❡❝♦♥♦♠✐❝ ✈❛r✐❛❜❧❡s ❘✐s❦ ▼❛♥❛❣❡♠❡♥t ⊡ P❛r❛♠❡t❡r ❞②♥❛♠✐❝s ❛♥❞ str✉❝t✉r❛❧ ❝❤❛♥❣❡s ⊡ ▼❡❛s✉r✐♥❣ t❛✐❧ r✐s❦ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
▼♦t✐✈❛t✐♦♥ ✶✲✹ ❘✐s❦ ❊①♣♦s✉r❡ ❆♥ ✐♥✈❡st♦r ♦❜s❡r✈❡s ❞❛✐❧② ❉❆❳ r❡t✉r♥s ❢r♦♠ ✷✵✵✺✵✶✵✸ t♦ ✷✵✶✹✶✷✸✶ ❛♥❞ ❡st✐♠❛t❡s t❤❡ ✉♥❞❡r❧②✐♥❣ r✐s❦ ❡①♣♦s✉r❡ ✈✐❛ ❡①♣❡❝t✐❧❡s ✭❡✳❣✳✱ ✶✪ ❛♥❞ ✺✪✮ ♦✈❡r ❛ ♦♥❡✲②❡❛r t✐♠❡ ❤♦r✐③♦♥✳ ▼♦❞❡❧❧✐♥❣ str❛t❡❣✐❡s ✭❛✮ ❉❛t❛ ✇✐♥❞♦✇s ✜①❡❞ ♦♥ ❛♥ ❛❞ ❤♦❝ ❜❛s✐s ✭❜✮ ❆❞❛♣t✐✈❡❧② s❡❧❡❝t❡❞ ❞❛t❛ ✐♥t❡r✈❛❧s✿ t✐♠❡✲✈❛r②✐♥❣ ♣❛r❛♠❡t❡rs 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
▼♦t✐✈❛t✐♦♥ ✶✲✺ P♦rt❢♦❧✐♦ Pr♦t❡❝t✐♦♥ ❆♥ ✐♥✈❡st♦r ❞❡❝✐❞❡s ❛❜♦✉t t❤❡ ❞❛✐❧② ❛❧❧♦❝❛t✐♦♥ ✐♥t♦ ❛ st♦❝❦ ♣♦rt❢♦❧✐♦ ✭❉❆❳✮✳ ●♦❛❧✿ ❛ ♣r♦♣♦rt✐♦♥ ♦❢ t❤❡ ✐♥✐t✐❛❧ ♣♦rt❢♦❧✐♦ ✈❛❧✉❡ ✭✶✵✵✮ ✐s ♣r❡s❡r✈❡❞ ❛t t❤❡ ❡♥❞ ♦❢ ❛ ❤♦r✐③♦♥✱ ✐✳❡✳✱ t❤❡ t❛r❣❡t ✢♦♦r ❡q✉❛❧s ✾✵✳ ❉❡❝✐s✐♦♥ ❛t ❞❛② t ✿ ♠✉❧t✐♣❧❡ ♦❢ t❤❡ ❞✐✛❡r❡♥❝❡ ❜❡t✇❡❡♥ t❤❡ ♣♦rt❢♦❧✐♦ ✈❛❧✉❡ ❛♥❞ t❤❡ ❞✐s❝♦✉♥t❡❞ ✢♦♦r ✉♣ t♦ t ✐s ✐♥✈❡st❡❞ ✐♥t♦ t❤❡ st♦❝❦ ♣♦rt❢♦❧✐♦ ✭❉❆❳✮✱ t❤❡ r❡st ✐♥t♦ ❛ r✐s❦❧❡ss ❛ss❡t✳ ▼✉❧t✐♣❧✐❡r m s❡❧❡❝t✐♦♥✿ ❝♦♥st❛♥t ♦r t✐♠❡✲✈❛r②✐♥❣ ✭❧❈❆❘❊✮ ❈♦♥st❛♥t ♠ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
▼♦t✐✈❛t✐♦♥ ✶✲✻ ❘❡s❡❛r❝❤ ◗✉❡st✐♦♥s ❍♦✇ t♦ ❛❝❝♦✉♥t ❢♦r t✐♠❡✲✈❛r②✐♥❣ ♣❛r❛♠❡t❡rs ✐♥ t❛✐❧ ❡✈❡♥t r✐s❦ ♠❡❛s✉r❡s ❡st✐♠❛t✐♦♥❄ ❲❤❛t ❛r❡ t❤❡ t②♣✐❝❛❧ ❞❛t❛ ✐♥t❡r✈❛❧ ❧❡♥❣t❤s ❛ss❡ss✐♥❣ r✐s❦ ♠♦r❡ ❛❝❝✉r❛t❡❧②✱ ✐✳❡✳✱ str✐❦✐♥❣ ❛ ❜❛❧❛♥❝❡ ❜❡t✇❡❡♥ ❜✐❛s ❛♥❞ ✈❛r✐❛❜✐❧✐t②❄ ❍♦✇ ✇❡❧❧ ❞♦❡s t❤❡ ❧❈❆❘❊ t❡❝❤♥✐q✉❡ ♣❡r❢♦r♠ ✐♥ ♣r❛❝t✐❝❡❄ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
❖✉t❧✐♥❡ ✶✳ ▼♦t✐✈❛t✐♦♥ � ✷✳ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦r❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡ ✭❈❆❘❊✮ ✸✳ ▲♦❝❛❧ P❛r❛♠❡tr✐❝ ❆♣♣r♦❛❝❤ ✭▲P❆✮ ✹✳ ❊♠♣✐r✐❝❛❧ ❘❡s✉❧ts ✺✳ ❆♣♣❧✐❝❛t✐♦♥s ✻✳ ❈♦♥❝❧✉s✐♦♥s 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦r❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡ ✭❈❆❘❊✮ ✷✲✶ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦r❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡ ⊡ ❚❛②❧♦r ✭✷✵✵✽✮✱ ❑✉❛♥ ❡t ❛❧✳ ✭✷✵✵✾✮✱ ❊♥❣❧❡ ❛♥❞ ▼❛♥❣❛♥❡❧❧✐ ✭✷✵✵✹✮ ❈❆❱✐❛❘ ⊡ ❘❛♥❞♦♠ ✈❛r✐❛❜❧❡ Y ✭❡✳❣✳ r❡t✉r♥s✮✱ ✐❞❡♥t✐❝❛❧❧② ❞✐str✐❜✉t❡❞✱ y t ✱ t = ✶ , ..., n ⊡ ❈❆❘❊ s♣❡❝✐✜❝❛t✐♦♥ ❝♦♥❞✐t✐♦♥❛❧ ♦♥ ✐♥❢♦r♠❛t✐♦♥ s❡t F t − ✶ � � y t = e t ,τ + ε t ,τ ✵ , σ ✷ ε τ ∼ ❆◆❉ ε,τ , τ � � ✷ + α ✸ ,τ � � ✷ y + y − e t ,τ = α ✵ ,τ + α ✶ ,τ y t − ✶ + α ✷ ,τ t − ✶ t − ✶ � � ⊤ ❊①♣❡❝t✐❧❡ e t ,τ ❛t τ ∈ ( ✵ , ✶ ) ✱ θ τ = α ✵ ,τ , α ✶ ,τ , α ✷ ,τ , α ✸ ,τ , σ ✷ ◮ ε,τ ❘❡t✉r♥s✿ y + t − ✶ = ♠❛① { y t − ✶ , ✵ } ✱ y − t − ✶ = ♠✐♥ { y t − ✶ , ✵ } ◮ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦r❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡ ✭❈❆❘❊✮ ✷✲✷ P❛r❛♠❡t❡r ❊st✐♠❛t✐♦♥ ⊡ ❉❛t❛ ❝❛❧✐❜r❛t✐♦♥ ✇✐t❤ t✐♠❡✲✈❛r②✐♥❣ ✐♥t❡r✈❛❧s ⊡ ❖❜s❡r✈❡❞ r❡t✉r♥s Y = { y ✶ , . . . , y n } ⊡ ◗✉❛s✐ ♠❛①✐♠✉♠ ❧✐❦❡❧✐❤♦♦❞ ❡st✐♠❛t❡ ✭◗▼▲❊✮ � θ I ,τ = ❛r❣ ♠❛① θ τ ∈ Θ ℓ I ( Y ; θ τ ) ℓ I ( · ) I = [ t ✵ − v , t ✵ ] ✲ ✐♥t❡r✈❛❧ ♦❢ ( v + ✶ ) ♦❜s❡r✈❛t✐♦♥s ❛t t ✵ ◮ ℓ I ( · ) ✲ q✉❛s✐ ❧♦❣ ❧✐❦❡❧✐❤♦♦❞ ◮ 0.1 ❧❈❆❘❊ ✲ ❧♦❝❛❧✐s✐♥❣ ❈♦♥❞✐t✐♦♥❛❧ ❆✉t♦❘❡❣r❡ss✐✈❡ ❊①♣❡❝t✐❧❡s 0 −0.1 2006 2008 2010 2012 2014
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