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A semiparametric IV estimation of the government debt/GDP-growth relationship for OECD countries.

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Academic year: 2021

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V Ei,t = !N

j=1Dij,t(eij,t+1− eij,t) !N

j=1Dij,t

.

AM i?2 2tT`2bbBQM- Dij,t Bb i?2 biQ+F Q7 /2#i Q7 +QmMi`v i /2MQKBMi2/ BM +m``2M+v Q7 +QmMi`v j M/ eij,t Bb i?2 +m``2M+v 2t+?M;2 `i2 #2ir22M +QmMi`B2b i M/ j- i T2`BQ/ tX h?2 mi?Q`b i?2M b?Qr i?i i?Bb BMbi`mK2MiH p`B#H2 Bb `2H2pMi iQ i?2 /2#i@iQ@:.S p`B#H2- ;Bp2M i?i Bi T`QpB/2b  bi`QM; 2tTHMiQ`v TQr2` BM i?2 }`bi bi2T `2;`2bbBQM M/ `2D2+ib b2p2`H r2F BMbi`mK2Mi i2bibX >Qr2p2`- i?2 KQ/2H Bb 2t+iHv B/2MiB}2/- bm+? i?i  i2bi Q7 2t+HmbBQM `2bi`B+iBQM Bb MQi TQbbB#H2X h?2v /Bb+mbb i?2 +QM/BiBQMb mM/2` r?B+? i?2 BMbi`mK2Mi Bb HBF2Hv iQ #2 pHB/X h?2b2 +QMbBbi Q7 m;K2MiBM; i?2 KQ/2H rBi? i?2 p`B#H2b i?i `2T`2b2Mi i?2 +?MM2Hb i?`Qm;? r?B+? i?2 pHmiBQM 2z2+ib +M z2+i ;`Qri?X h?2v }M/ i?i i?2 b?`2 Q7 /2#i H#2HH2/ BM 7Q`2B;M +m``2M+v M/ i?2 i`/2@r2B;?i2/ 2z2+iBp2 2t+?M;2 `i2 `2 #Qi? +Q``2Hi2/ rBi? i?2 BMbi`mK2Mi M/ i?2 /2T2M/2Mi p`B#H2X AM Q`/2` 7Q` i?2 2t+HmbBQM `2bi`B+iBQM iQ #2 pHB/- i?2v m;K2Mi i?2B` KQ/2H rBi? #Qi? p`B@ #H2b- r?B+? +QMbBbib Q7 HKQbi i?2 bK2 2H2K2Mib mb2/ iQ ;2M2`i2 i?2 BMbi`mK2MiX 6m`i?2`KQ`2- SMBxx M/ S`2b#Bi2`Q UkyR9V Ki?2KiB+HHv /2KQMbi`i2 i?i i?2 #Bb `2Hi2/ iQ i?2 bBKmHiM2Biv M/ `2p2`b2 +mbHBiv 2z2+ib BM i?2 `2HiBQMb?BT Bb HBF2Hv iQ #2 M2;iBp2X h?2v +QM}`K i?Bb }M/BM; #v +QKT`BM; i?2 /2#i@iQ@:.S p`B#H2 +Q2{+B2Mib 7`QK i?2B` PGa M/ Ao 2biBKiBQMbX AM/22/- BMbi`mK2MiBM; i?2 2M/Q;2MQmb p`B#H2 +?M;2b i?2 /2#i@iQ@:.S 2biBKi2/ +Q2{+B2Mi 7`QK M2;iBp2 U@RXdNe V iQ TQbBiBp2 UyXjkkV M/ KF2b Bi HQb2 Bib bB;MB}+M+2- i?mb +QM}`KBM; i?2 i?2Q`2iB+H /2`BpiBQM i?i bm;;2bi2/  M2;iBp2 PGa #Bb2/ 2biBKi2X h?2 M2ti bm#b2+iBQM +Qp2`b ?Qr i?2 2KTB`B+H HBi2`im`2 bT2+B}+HHv 2tTHQ`2/ i?2 T`2b2M+2 Q7 MQM@HBM2`BiB2b BM i?2 /2#if:.S@;`Qri? `2HiBQMb?BTX

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jXk LQM@HBM2`Biv

JBM2 M/ S`2Mi UkyRkV BMp2biB;i2 i?2 /2#if:.S@;`Qri? i?`2b?QH/ 2z2+i T`2@ pBQmbHv B/2MiB}2/ #v __ rBi? M mT@iQ@/i2 2+QMQK2i`B+ K2i?Q/X h?2v mb2 i?2 SM2H aKQQi? h?`2b?QH/ _2;`2bbBQM USah_V-  K2i?Q/ /2p2HQT2/ #v :QMxH2b 2i HX Ukyy8V- r?B+? HHQrb iQ bT2+B7v 2M/Q;2MQmb i?`2b?QH/b rBi? ;`/mH i`MbBiBQMH 2z2+ib,

growthi,t = αi+ β1debt/GDPi,t + β2debt/GDPi,tΓ(debt/GDPi,t, T, γ) + ϵi,t,

Γ(debt/GDPi,t, T, γ) = [1 + exp(−γ H " h=1

(debt/GDPi,t− th))]−1.

AM i?2 2tT`2bbBQM- Γ(·) Bb i?2 HQ;BbiB+ 7mM+iBQM i?i r2B;?ib- ++Q`/BM; iQ i?2 bKQQi?BM; T`K2i2` γ- i?2 /BbiM+2 #2ir22M i?2 `2;BK2 brBi+?BM; p`B#H2 M/ i?2 i?`2b?QH/b T : t1, . . . , tHX AM i?Bb +b2- i?2 `2;BK2 brBi+?BM; p`B#H2 Bb HbQ i?2 /2#i@iQ@:.S p`B#H2X h?Bb K2i?Q/ bT`2b i?2 M22/ 7Q` ?vTQi?2bBb QM 2tQ;2@ MQmb i?`2b?QH/b- Bi T`QpB/2b  i2biBM; T`Q+2/m`2 7Q` i?2 T`2b2M+2 Q7 MQM@HBM2`BiB2b M/ HHQrb 7Q` bKQQi? i`MbBiBQMb #2ir22M `2;BK2bX h?2 mi?Q`b /2i2`KBM2 i?i  i?`22 i?`2b?QH/ bT2+B}+iBQM- bm+? i?i H = 3- T`QpB/2b i?2 #2bi KQ/2H }iX lbBM; i?2 bK2 +QmMi`v M/ iBK2 bKTH2 b __- #mi 7`QK  /Bz2`2Mi /i#b2- i?2v }M/  /2#if:.S@;`Qri? `2HiBQMb?BT rBi? +QKTH2t MQM@HBM2`BiB2b- r?i +QMi`@ /B+ib i?2 mMBHi2`H /2+HBM2 Q7 ;`Qri? 7Q` +QmMi`B2b rBi? /2#i@iQ@:.S `iBQb #Qp2 NyWX h?2B` KQ/2H 2biBKiBQM B/2MiB}2b irQ bB;MB}+Mi i?`2b?QH/b- i i?2 Ny M/ RR8W /2#i@iQ@:.S H2p2HbX "2ir22M #Qi?- i?2 /2#if:.S@;`Qri? 2z2+i Bb M2;iBp2 M/ brBi+?2b iQ TQbBiBp2 Tbi i?2 RR8W TQBMiX h?Bb 7mM+iBQMH 7Q`K Bb `Q#mbi iQ  HQM;2` iBK2 bTM- +Qp2`BM; R33y@kyyN- 7Q` r?B+? i?2 KQ/2H }M/b  bHB;?iHv /Bz2`2Mi b2+QM/ i?`2b?QH/ i RjyW- BMbi2/ Q7 RR8WX h?2 mi?Q`b }M/ MQ bB;MB}+Mi /Bz2`@ 2M+2 #2ir22M i?2 /2#if:.S@;`Qri? 2z2+i BM i?2 y@NyW M/ i?2 RR8WY `2;BK2b-r?i T`QpB/2b 2pB/2M+2 ;BMbi  /`biB+HHv /Bz2`2Mi 7mM+iBQMH 7Q`K 7Q` ?B;?Hv BM/2#i2/ +QmMi`B2bX

a2p2`H `iB+H2b bb2bb2/ i?2 MQM@HBM2` 7mM+iBQMH 7Q`K Q7 i?2 /2#if:.S@;`Qri? `2HiBQMb?BT mbBM; MQM@/vMKB+ M/ /vMKB+ dzbiM/`/Ǵ i?`2b?QH/ `2;`2bbBQM KQ/@ 2HbX h?2 MQM@/vMKB+ K2i?Q/QHQ;B+H 7`K2rQ`F rb T`QTQb2/ #v >Mb2M URNNNV

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M/ HHQrb iQ 2biBKi2  i?`2b?QH/ KQ/2H 7Q` TM2H /i rBi? BM/BpB/mH@bT2+B}+ 2z2+ibX AM i?2 +QMi2ti Q7  KmHiBp`Bi2 /2#if:.S@;`Qri? KQ/2H- Bi +M #2 +?`@ +i2`Bx2/ #v i?2 7QHHQrBM; irQ@`2;BK2 2[miBQM,

gi,t = αi+ δ′Xi,t+ β1di,tI(qi,t ≤ T ) + β2di,t−1I(qi,t > T ) + ϵi,t.

AM i?2 2tT`2bbBQM- gi,t Bb i?2 `2H :.S MMmH ;`Qri? Q7 +QmMi`v i i iBK2 t- Xi,t Bb  b2i Q7 ;`Qri? `2Hi2/ 2tTHMiQ`v p`B#H2b- r?B+? +M BM+Hm/2 i?2 /2#i@iQ@ :.S Q` `2H :.S p`B#H2b- M/ qi,t Bb i?2 `2;BK2 brBi+?BM; p`B#H2- mbmHHv i?2 ;Qp2`MK2Mi /2#i p`B#H2X h?2 i2biBM; T`Q+2/m`2 2biBKi2b i?2 KQ/2H 7Q`  T`2@/2i2`KBM2/ b2i Q7 i?`2b?QH/b M/ }M/b T∗ i?i KBMBKBx2b i?2 bmK Q7 b[m`2/ `2bB/mHbX lbBM; i?Bb 7`K2rQ`F- ú;2`i UkyRkV 2biBKi2b  #Bp`Bi2 /2#if:.S@ ;`Qri? KQ/2H M/ b2H2+ib i?2 /2#i@iQ@:.S `iBQ b i?2 `2;BK2 brBi+?BM; p`B#H2 BM  i?`22@`2;BK2 bT2+B}+iBQMX 6Q` /pM+2/ +QmMi`B2b- Qp2` i?2 RdNy@kyyN T2`BQ/-?2 }M/b irQ QTiBKH i?`2b?QH/b i iT2`BQ/-?2 /2#i@iQ@:.S H2p2Hb Q7 kyXj3W M/ 88Xj8W-r?B+? /2}M2 TQbBiBp2 M/ bB;MB}+Mi +Q2{+B2Mib 7Q` i?2 }`bi irQ `2;BK2b- M/  TQbBiBp2- #mi MQM@bB;MB}+Mi- i?B`/ `2;BK2 +Q2{+B2MiX 6Q`  b?Q`i2` iBK2 bTM-?2 }M/b i?i  irQ@`2;BK2 KQ/2H Bb KQ`2 TT`QT`Bi2- rBi?  bBM;H2 2biBKi2/ i?`2b?QH/ i i?2 bK2 kyXj3W H2p2H M/ irQ bB;MB}+Mi +Q2{+B2Mib i?i +?M;2 bB;Mb 7`QK TQbBiBp2 iQ M2;iBp2 ++Q`/BM;HvX h?2 `2bmHib bQK2?Qr BM/B+i2  /2#if:.S@ ;`Qri? 2z2+i i?i +?M;2b 7`QK TQbBiBp2 iQ MmHH Q` M2;iBp2 b i?2 `iBQ Q7 /2#i@ iQ@:.S BM+`2b2b M/ bm;;2bi i?`2b?QH/b i Km+? HQr2` H2p2Hb i?M T`2pBQmbHv bm;;2bi2/X PM2 BKTQ`iMi /`r#+F Q7 i?Bb bim/v Bb i?2 H+F Q7 bT2+B}+ i?`2b?QH/ bB;MB}+M+2 i2biBM;- r?B+? Bb BM/B`2+iHv `2TH+2/ #v i2bib ;BMbi i?2 MmHH ?vTQi?2bBb Q7 2[mHBiv #2ir22M i?2 T`K2i2`b Q7 i?2 /Bz2`2Mi `2;BK2bX

PM i?Bb ++QmMi- >Mb2M UkyyyV T`QTQb2b  +Q``2+i T`Q+2/m`2 7Q` i2biBM; i?2 bB;MB}+M+2 Q7  i?`2b?QH/ BM i?2 T`2pBQmb `2;`2bbBQM 7`K2rQ`F- r?B+? M2+2bbBii2b iQ TT`QtBKi2 i?2 +`BiB+H pHm2 Q7 i?2 i2bi biiBbiB+ mbBM;  #QQibi`T K2i?Q/-FMQrM b i?2 amT`2KmK 6@- GJ@ Q` qH/@i2biX h?2 amT`2KmK 6@i2bi +QKT`2b i?2 F∗@biiBbiB+ Q7 i?2 QTiBKH i?`2b?QH/ UT∗V KQ/2H iQ i?2 TT`QtBKi2/ /Bbi`B@ #miBQM Q7  T`2/2i2`KBM2/ MmK#2` Q7 F∗

MmHH@biiBbiB+b- 2+? Q#iBM2/ 7`QK bT2+B}+ #QQibi`T bKTH2b Q7 i?2 KQ/2H mM/2` i?2 MmHH ?vTQi?2bBb Q7 HBM2`BivX h?2 i?`2b?@ QH/ UT∗V Bb bB;MB}+Mi B7 i?2 F∗@biiBbiB+ Bb ?B;?2` i?M i?2 8W +`BiB+H@pHm2 Q7

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i?2 TT`QtBKi2/ F∗

MmHH@biiBbiB+ /Bbi`B#miBQMX 7QMbQ M/ CHH2b UkyRjV TTHv i?Bb i?`2b?QH/ bB;MB}+M+2 T`Q+2/m`2 iQ  irQ@`2;BK2 i?`2b?QH/ `2;`2bbBQM KQ/2H Q7 i?2 /2#if:.S@;`Qri? `2HiBQMb?BT- mbBM; /i 7Q` R88 /2p2HQTBM; M/ /pM+2/ +QmM@ i`B2b Qp2` i?2 RN3y@kyy3 T2`BQ/X AM i?2B` KQ/2H bT2+B}+iBQM- Xi,t BM+Hm/2b i?2 BMBiBH `2H :.S- TQTmHiBQM ;`Qri?- i`/2 QT2MM2bb- 2/m+iBQM M/ BMp2biK2Mi p`B#H2b- bm+? i?i i?2 /2#i@iQ@:.S `iBQ Bb QMHv i?2 `2;BK2 brBi+?BM; p`B#H2X aBKBH`Hv iQ JBM2 M/ S`2Mi UkyRkV- i?2v }M/ i?i :.S ;`Qri? `i2b 7Q` HQr UIjyWV M/ ?B;? U=NyWV BM/2#i2/ P1*. +QmMi`B2b `2 biiBbiB+HHv MQi /Bz2`2MiX h?2v HbQ }M/  bB;MB}+Mi QTiBKH i?`2b?QH/ i i?2 8NW /2#i@iQ@:.S H2p2H- rBi? M TT`QtBKi2/ T@pHm2 Q7 yXydN ++Q`/BM; iQ  amT`2KmK qH/@i2bi T`Q+2/m`2X h?2 Hbi +Qp2`2/ TT2`b MHvx2 i?2 MQM@HBM2` 7mM+iBQMH 7Q`K Q7 i?2 +QM@ i2KTQ`M2Qmb 2z2+i Q7 ;Qp2`MK2Mi BM/2#i2/M2bb QM ;`Qri?- r?B+? `2bmHib Kv MQi ?QH/ B7 i`MbTQb2/ iQ  /vMKB+ bT2+B}+iBQMX 6QHHQrBM; i?Bb B/2- "mK-*?2+?2`Bi@q2biT?H- M/ _Qi?2` UkyRjV 2biBKi2  irQ@`2;BK2 /vMKB+ BMbi`m@ K2MiH p`B#H2 i?`2b?QH/ KQ/2H-  K2i?Q/QHQ;B+H TT`Q+? T`2pBQmbHv T`QTQb2/ #v *M2` M/ >Mb2M Ukyy9V M/ Hi2` /Ti2/ iQ TM2H /i #v E`2K2`- "B+F-M/ Lmix UkyRjVX h?2 2[miBQM Q7 i?Bb KQ/2H Bb i?2 7QHHQrBM;,

gi,t = αi+ δ1gi,t−1+ δ2′Xi,t+ β1di,t−1I(di,t−1 ≤ T ) + β2di,t−1I(di,t−1 > T ) + ϵi,t, gi,t−1 = ξ′Zi+ ui,t,

r?2`2 gi,t−1 M/ di,t−1 `2 H;;2/ pHm2b Q7 i?2 ;`Qri? M/ /2#i@iQ@:.S p`B#H2b-r?BH2 Zi  b2i Q7 BMbi`mK2Mib 7Q` gi,t−1X "mK- *?2+?2`Bi@q2biT?H- M/ _Qi?2` UkyRjV +?QQb2 iQ bT2+B7v i?2 ;`Qri? p`B#H2 b 2M/Q;2MQmb- BMbi2/ Q7 i?2 /2#i@iQ@ :.S `iBQ- mbBM; Bib H;;2/ pHm2b b BMbi`mK2Mib BM ZiX h?2 mi?Q`b +?`+i2`Bx2 i?2 b?Q`i@i2`K /vMKB+ 2z2+i Q7 i?2B` bT2+B}+iBQM b M2` +QMi2KTQ`M2QmbX h?2v 2biBKi2 i?2B` KQ/2H mbBM; i?2 :JJ 2biBKiQ` 7Q` Rk 2m`Q +QmMi`B2b- +Qp2`BM; i?2 RNNy@kyydfkyRy T2`BQ/- M/ bT2+B7v j +QMi`QH p`B#H2b BM Xi,t ,  K2bm`2 Q7 i`/2 QT2MM2bb- i?2 `iBQ Q7 ;`Qbb +TBiH 7Q`KiBQM iQ :.S M/  /mKKv p`B#H2 BM/B+iBM; i?2 1m`QT2M JQM2i`v lMBQM K2K#2`b?BTX PKBiiBM; i?2 ;`2i `2+2bbBQM BM i?2 iBK2 bKTH2- i?2v }M/ M QTiBKH i?`2b?QH/ i i?2 edW /2#i@iQ@:.S H2p2H- rBi?  amT`2KmK@6 i2bi T@pHm2 Q7 yXyd3- bm+? i?i Bi /2}M2b  bB;MB}+Mi M/ TQbBiBp2 /2#if:.S@;`Qri? 2z2+i BM i?2 }`bi `2;BK2 M/  MQM@

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bB;MB}+Mi M2` MmHH 2z2+i BM i?2 b2+QM/ `2;BK2X h?Bb bm;;2bib i?i HQr BM/2#i2/ 2m`Q +QmMi`B2b TQi2MiBHHv 7+2  TQbBiBp2- #mi `TB/Hv /2+`2bBM;- ;`Qri? 2z2+i 7Q` //BiBQMH /2#i@iQ@:.S BM+`2K2MibX 6Q` i?2 RNNy@kyRy bKTH2- i?2 QTiBKH i?`2b?QH/ Bb +HQb2` iQ __Ƕb }M/BM;b- i i?2 N8W /2#i H2p2H UT@pHm2 , yXyN3V- r?B+? MQr /2}M2b  bB;MB}+Mi M/ M2;iBp2 b?Q`i i2`K BKT+i Q7 ;Qp2`MK2Mi /2#i@iQ@ :.S QM ;`Qri? 7Q` ?B;?Hv UN8WYV BM/2#i2/ 2m`Q +QmMi`B2bX

EQm`i2HHQb- ai2M;Qb- M/ hM UkyRjV 2tTHQ`2 i?2 `2HiBQMb?BT mbBM; i?2 bi`m+@ im`H i?`2b?QH/ `2;`2bbBQM Uah_V KQ/2H-  K2i?Q/QHQ;B+H TT`Q+? i?2v T`QTQb2 BM EQm`i2HHQb- ai2M;Qb- M/ hM UkyR8V- r?B+? Bb #mBHi QM i?2 7`K2rQ`F Q7 >Mb2M URNNNV M/ *M2` M/ >Mb2M Ukyy9VX h?2B` +QMi`B#miBQM iQ i?2 biM/`/ KmHiB@ `2;BK2 TM2H KQ/2H +QMbBbib Q7 bT2+B7vBM; i?2 i?`2b?QH/ M/ i?2 `2;BK2 brBi+?BM; p`B#H2 b 2M/Q;2MQmbX h?2 KQ/2H 2[miBQM bT2+B}2/ BM EQm`i2HHQb- ai2M;Qb- M/ hM UkyRjV Bb i?2 7QHHQrBM;,

growthi,t = β′Xi,t+ δ′Xi,tI(qi,t ≤ T ) + κλi,t(γ) + ϵi,t, I(qi,t ≤ T ) = ⎧ ⎨ ⎩ 1, B7 qi,t ≤ T 0, B7 qi,t > T , qi,t = π′Zi,t+ vi,t,

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6A kXdR jXRd jXkk kdXje R8XN8 kyXj3

6_ kXjy kXk8 RX3j 9RX8R j8Xey RNXNe

:" kXje kX38 kXjj 9RXRk 9RXyy NXR3

:_ kX9d jXyk jX88 dRXe8 NyXRy 9yXRR

A1 9XeR 9XeN jXed eeXje dkXdy kdXdN

Aa jX8R 9Xky jX39 jdXd8 jjXyy kRXdy

Ah kXye RX3e kXjR 3eXyN NdXdy kdXde

CS kXdd kX3k kXdN d9XN8 89Xey 8jX8j

LG kX93 kX89 RX39 83Xkd 8eX9y RjXk8

LP jXRR jXjN RX33 k8Xkd k8XNy eXjd

Lw kX9k kXdy kX8R 9kXkd 9RXyy R9X8R

Sh kXN8 kX3R jXky jkXky k9X88 k9XRe

a1 kXRk kX8k kXkR 9eXej 9dX38 R3Xej

h_ 9Xk3 8XR8 9Xk8 jkX8y k3X9y RjX3j

la kXNk jX9R kXRd 8kXjy 8eXRy R8XeN

(32)

8 J2i?Q/QHQ;v

8XR JQ/2Hb

Pm` ;2M2`H KQ/2HHBM; bT2+B}+iBQM `2THB+i2b i?2 TT`Q+? iF2M #v *2++?2iiB-JQ?Miv- M/ wKTQHHB UkyRRVX AM +QMi`bi Q7 i?2B` K2i?Q/QHQ;v- r2 F22T i?2 p`B#H2b Q7 BMi2`2bi ;;`2;i2/- bm+? i?i Qm` ;`Qri? 2[miBQM bT2+B}2b i?2 TQT@ mHiBQM ;`Qri? `i2 UpopV b 2tQ;2M2Qmb- r?B+? ;2ib BM+Q`TQ`i2/ BM i?2 KQ/2H b  T`2/2i2`KBM2/ p`B#H2X AM i?2 /2#if:.S@;`Qri? 2KTB`B+H HBi2`im`2- #Qi? ;@ ;`2;i2/ M/ T2` +TBi bT2+B}+iBQMb `2 mb2/ 7Q` i?2 ;`Qri? p`B#H2X q2 QTi 7Q` i?2 ;;`2;i2/ K2bm`2 BM Q`/2` iQ +?HH2M;2 Qm` `2bmHib iQ i?2 KBMbi`2K +QM@ +HmbBQMb Q7 *X _2BM?`i M/ _Q;Qz UkyRy#V M/ >2`M/QM- b?- M/ SQHHBM UkyRjVX 1p2M i?Qm;? r2 ++QmMi 7Q` i?2 TQTmHiBQM ;`Qri? `i2 b 2tQ;2MQmb BM i?2 +QMi`QH p`B#H2 b2H2+iBQM- r2 `2 r`2 i?i bT2+B7vBM; Qm` ;`Qri? K2bm`2 b ;;`2;i2/ +?M;2b i?2 b+QT2 Q7 MHvbBb bHB;?iHv +QKT`2/ iQ i?2 rQ`Fb Q7 `272`2M+2X 6QHHQr@ BM; *2++?2iiB- JQ?Miv- M/ wKTQHHB UkyRRV- r2 bT2+B7v i?2 /2T2M/2Mi p`B#H2 b  8@v2` Qp2`HTTBM; KQpBM; p2`;2 Q7 i?2 MMmH :.S ;`Qri? `i2,

¯ growthi,t+1,t+6= 1 5 t+6 & j=t+1 growthi,j.

HH BM/2T2M/2Mi p`B#H2b UBM+Hm/BM; i?2 +QmMi`v M/ T2`BQ/ bT2+B}+ 2z2+ibV `2 ;`Qri? T`2/2i2`KBM2/- bm+? i?i i?2B` iBK2 bT2+B}+iBQM Bb QM2 T2`BQ/ H;;2/ `2HiBp2 iQ i?2 ;`Qri? KQpBM; p2`;2X q2 2biBKi2 i?2 7QHHQrBM; HBM2`- Ao-b2KBT`K2i`B+ M/ Ao-b2KBT`K2i`B+ Ao KQ/2Hb,

UV GBM2` KQ/2H, ¯

growthi,t+1,t+6 = debt/GDPi,tφ + Xi,tβ + µi+ γt+ ϵi,t,t+6. 7Q` i = 1, . . . , n; t = 1, . . . , T.

(33)

U"V Ao KQ/2H, ¯

growthi,t+1,t+6 = debt/GDPi,tφ + Xi,tβ + µi+ γt+ ϵi,t,t+6, debt/GDPi,t = Zi,tψ + vi,t,

7Q` i = 1, . . . , n; t = 1, . . . , T. U*V a2KBT`K2i`B+ KQ/2H,

¯

growthi,t+1,t+6 = g(debt/GDPi,t) + Xi,tβ + µi+ γt+ ϵi,t,t+6. 7Q` i = 1, . . . , n; t = 1, . . . , T. U.V a2KBT`K2i`B+ Ao KQ/2H,

¯

growthi,t+1,t+6 = g(debt/GDPi,t) + Xi,tβ + µi+ γt+ ϵi,t,t+6, debt/GDPi,t = G(Z1i,t) + Z2i,tψ + vi,t,

7Q` i = 1, . . . , n; t = 1, . . . , T.

AM i?2 2tT`2bbBQMb- g(·) M/ G(·) `2 mMFMQrM MQMT`K2i`B+ 7mM+iBQMb- r?BH2 Z = {Z1, Z2} Bb  b2i Q7 BMbi`mK2MiH p`B#H2b 7Q` debt/GDPi,tX h?2 Ki`Bt Q7 T`2/2i2`KBM2/ `2;`2bbQ`b Xi,t +QMiBMb i?2 7QHHQrBM; p`B#H2b, i?2 HQ; Q7 `2H :.S U−RGDPi,tV ++QmMib 7Q` i?2 +i+?@mT 2z2+i Q7 i?2 2+QMQKv iQ Bib bi2/v bii2- i?2 ;`Qbb /QK2biB+ bpBM;b b W Q7 :.S Ungsi,tV M/ i?2 MMmH TQTmHiBQM ;`Qri? `i2 Upopi,tV ++QmMi `2bT2+iBp2Hv 7Q` i?2 TQbBiBp2 M/ M2;iBp2 2z2+ib QM i?2 bi2/v bii2 BM i?2 +HbbB+H ;`Qri? KQ/2H Q7 aQHQr- r?BH2 i?2 p2`;2 v2` Q7 iQiH b+?QQHBM; Uschooli,tV- i`/2 b W Q7 :.S Uopenci,tV- i?2 ;2 /2T2M/2M+v `iBQ Udepi,tV M/  #MFBM; +`BbBb /mKKv p`B#H2 Ucrisisi,tV `2T`2b2Mi  /2b+`BTiBQM Q7 i?2 i2+?MQHQ;v M/ T`272`2M+2b Q7 i?2 +QmMi`B2bX µi M/ γt `2 +QmMi`v M/ T2`BQ/ bT2+B}+ b2ib Q7 /mKKv p`B#H2bX

h?2 p`B#H2 b2H2+iBQM `2THB+i2b *2++?2iiB- JQ?Miv- M/ wKTQHHB UkyRRV M/ SMBxx M/ S`2b#Bi2`Q UkyR9V- irQ BKTQ`iMi `iB+H2b Q7 i?2 2KTB`B+H HBi2`im`2-BM Q`/2` 7Q` Qm` KQ/2H 2biBKiBQMb iQ ?p2 +QKT`#H2 #b2bX q2 `2 +QM}/2Mi i?i i?2 TQi2MiBH 7Q` QKBii2/ p`B#H2 #Bb Bb H`;2Hv `2/m+2/ #v i?2 ++QmMi Q7

(34)

+QmMi`v M/ T2`BQ/ bT2+B}+ 2z2+ib BM i?2 bT2+B}+iBQMX JQ`2Qp2`- Qm` KQ/2H Q7 BMi2`2bi //BiBQMHHv `2/m+2b i?2 `BbF Q7 2biBKiBQM #Bb #v mbBM; i?2 BMbi`mK2MiH p`B#H2 TT`Q+?X

8Xk 1biBKiQ`b

h?2 2biBKiBQM bi`m+im`2 Q7 i?2 KQ/2Hb BM b2+iBQM 8XR T`Q+22/b BM i?2 7QHHQrBM; Q`/2`, PGa- Ao- b2KBT`K2i`B+ M/ b2KBT`K2i`B+ AoX AM i?Bb b2+iBQM- r2 #`B2~v `2+HH i?2 i?2Q`2iB+H #+F;`QmM/ Q7 MQMT`K2i`B+ M/ b2KBT`K2i`B+ 2biBKiQ`b-BM Q`/2` iQ ?p2 i?2 M2+2bb`v MQiBQMb `2[mB`2/ #v i?2 MQMT`K2i`B+ Ao M/ b2KBT`K2i`B+ Ao 2biBKiQ`bX

8XkXR LQMT`K2i`B+

h?2 MQMT`K2i`B+ 2biBKiQ`b r2 +Qp2` ?2`2 `2 i?2 HQ+H +QMbiMi- HQ+H HBM2` M/ b2KBT`K2i`B+ F2`M2H ivT2bX h?Bb bm#b2+iBQM U8XkXRV 7QHHQrb GB M/ _+BM2 UkyRRVX h?2 bi`m+im`2 mM/2`HvBM; MQMT`K2i`B+ F2`M2H 2biBKiQ`b Bb iQ }M/  r2B;?i2/ p2`;2 Q7 i?2 /2T2M/2Mi p`B#H2- #b2/ QM r2B;?ib i?i `2T`2b2Mi i?2 /BbiM+2 #2ir22M i?2 +Q``2bTQM/BM; BM/2T2M/2Mi 2pHmiBQM TQBMi M/ bKTH2/ Q#@ b2`piBQMbX "mi #27Q`2 DmKTBM; BMiQ i?2 /2`BpiBQM Q7 i?2 MQMT`K2i`B+ `2;`2bbBQM 2biBKiQ`- H2ib bi`i #v `2+HHBM; i?2 MQiBQMb Q7 MQMT`K2i`B+ /2MbBiv 2biBKiBQMX

.2MbBiv 2biBKiBQM

h?2 2bB2bi rv iQ BHHmbi`i2 i?2 mM/2`HvBM; K2+?MBbK Q7 i?2 MQMT`K2i`B+ F2`M2H 7`K2rQ`F Bb rBi? i?2 2KTB`B+H 2biBKiBQM Q7  +mKmHiBp2 /Bbi`B#miBQM 7mM+iBQM U*.6V, ˆ F (x) = 1 n n & i=1 G(x− xi h ) UjV

r?2`2- G(·) Bb  r2B;?i 7mM+iBQM- +QKKQMHv i?2 *.6 Q7 i?2 MQ`KH /Bbi`B#miBQM-M/ h Bb  TQbBiBp2 bKQQi?BM; T`K2i2` FMQrM b i?2 #/Bbi`B#miBQM-M/rB/i?X h?2 b2H2+iBQM Q7 i?2 bKQQi?BM; T`K2i2` Bb +`BiB+HX AM 7+i- /Bz2`2Mi pHm2b Q7 h H2/ iQ [mBi2 /Bp2`;2Mi 2biBKiBQM `2bmHib 7Q`  }t2/ /ib2iX h?Bb TQBMi Bb #2bi BHHmbi`i2/ #v

(35)

2pHmiBM; i?2 bKQQi?BM; T`K2i2` i Bib HBKBib, lim h→0: G(±∞) = ⎧ ⎨ ⎩ 0, B7 x < xt 1, B7 x > xt lim h→∞ : G(0) = 0.5.

>2`2- r2 bmTTQb2 i?i G(·) = Φ- i?2 +mKmHiBp2 MQ`KH /Bbi`B#miBQMX q2 b22 i?i-b h TT`Q+?2b ∞- i?2 2biBKi2 Bb }t2/ 7Q` HH Q#b2`piBQM TQBMib- r?BH2 i?i-b h ;Q2b iQ y- i?2 2biBKi2 Bb /Bz2`2Mi 7Q` 2+? xX h?2`27Q`2- i?2 p`BM+2 Q7 i?2 2biBKi2/ 7mM+iBQM Bb  M2;iBp2 7mM+iBQM Q7 i?2 bKQQi?BM; T`K2i2` hX

LQMT`K2i`B+ 2biBKiBQM Q7  T`Q##BHBiv /2MbBiv 7mM+iBQM US.6V Bb M2bi2/ BM i?2 `2;`2bbBQM 7`K2rQ`F- `2[mB`2/ iQ 2biBKi2  +QM/BiBQMH 2tT2+iiBQMX h?2 2KTB`B+H MQMT`K2i`B+ 2biBKiQ` Q7  S.6 7QHHQrb 7`QK UjV,

ˆ f (x) = 1 nh n & i=1 k(x− xi h ) U9V r?2`2 k(·) = ∂G(z)

∂z - +QKKQMHv i?2 S.6 Q7 i?2 MQ`KH /Bbi`B#miBQMX 6BM/BM; M QTiBKH bKQQi?BM; T`K2i2` 7Q` i?Bb bT2+B}+ MQMT`K2i`B+ 2biBKiQ` +M #2 +?B2p2/ #v KBMBKBxBM; Bib BMi2;`i2/ K2M b[m`2/ 2``Q` UAJa1V,

KBM h

'

[ ˆf (x)− f(x)]2dx,

r?2`2 f(x) Bb i?2 i`m2 /Bbi`B#miBQM Q7 i?2 mM/2`HvBM; /i ;2M2`iBM; T`Q+2bb M/ ˆ

f (x) +QMbBbib Q7 Bib MQMT`K2i`B+ 2biBKi2X :Bp2M i?i f(x) Bb mMFMQrM BM T`+@ iB+2- r2 +M mb2  +`Qbb@pHB/iBQM i2+?MB[m2- r?B+? }M/b i?2 QTiBKH bKQQi?BM; T`K2i2` #v MmK2`B+HHv KBMBKBxBM; i?2 AJa1X lbBM; bQK2 KMBTmHiBQMb- i?2 *o i2+?MB[m2 /Bb+`/b i?2 mMFMQrM f(x) M/ KBMBKBx2b i?2 7QHHQrBM; 2tT`2bbBQM mbBM; MmK2`B+H b2`+? H;Q`Bi?Kb, KBM h CVf(h) = 1 n2h n & i=1 n & j=1 ¯ k(xi− xj h )− 2 n(n− 1)h n & i=1 n & j̸=i,j=1 k(xi − xj h ) j9

(36)

r?2`2 ¯k(v) Bb i?2 irQ7QH/ +QMpQHmiBQM F2`M2H #b2/ QM k(v)X A7 k(v) = e− v2 √

2π-  MQ`KH S.6- i?2M i?2 irQ7QH/ +QMpQHmiBQM F2`M2H Bb ¯k(v) = e− v4

4πX h?2 *o i2+?MB[m2 ?b i?2 /pMi;2 iQ #2 2MiB`2Hv /i@/`Bp2MX

JmHiBp`Bi2 /2MbBiv 2biBKiBQM Bb bi`B;?i7Q`r`/X h?2 2biBKiQ` Q7 i?2 KmH@ iBp`Bi2 S.6 f(x) = f(x1, . . . , xq) Bb, ˆ f (x) = 1 nh1. . . hq n & i=1 K(x− xi h ), r?2`2 K(x− xi h ) = k( x1− xi,1 h1 )× · · · × k(xq− xi,q hq ) GQ+H +QMbiMi F2`M2H 2biBKiQ`

q2 MQr T`2b2Mi i?2 MQMT`K2i`B+ `2;`2bbBQM HQ+H +QMbiMi 2biBKiQ`- r?B+? mb2b i?2 MQiBQMb Q7 MQMT`K2i`B+ /2MbBiv 2biBKiBQM Dmbi +Qp2`2/X q2 bi`i rBi? i?2 7QHHQrBM; KQ/2H,

y = g(x) + u, r?2`2 g(x) Bb M mMFMQrM 7mM+iBQM i?i `2T`2b2Mib,

E[y|x]. U8V

AM M B/2HBx2/ bBimiBQM- r2 rQmH/ TQbb2bb  bKTH2 Q7 Q#b2`piBQMb {yj, x}mj=1- bm+? i?i i?2 bKTH2 +QM/BiBQMH 2tT2+iiBQM +QK2b /QrM iQ i?2 7QHHQrBM; 2[mBpH2M+2,

E[y|x] ≡ 1 m m & j=1 yj,

r?B+? rQmH/ H2/ iQ  +QMbBbi2Mi 2biBKiBQM b m → ∞X >Qr2p2` BM T`+iB+2-+?M+2b `2 i?i xi ̸= x, ∀iX h?2 Hi2`MiBp2 +QMbBbib Q7 T`QpB/BM; ?B;?2` r2B;?ib iQ Q#b2`piBQMb i?i `2 +HQb2` iQ i?2 2pHmiBQM TQBMi BM i?2 p2`;BM; T`Q+2bbX

(37)

h?2 HQ+H +QMbiMi MQMT`K2i`B+ 2biBKiQ` Q7 U8V Bb, E[y|x] = ' yfy,x(x, y) f (x) dy, UeV ˆ fy,x(x, y) = 1 nh0h1. . . hq n & i=1 K(x− xi h )k( y− yi h0 ), r?2`2 K(x− xi h ) = k( x1− x1i h1 )× · · · × k(xq− xqi hq ), ' y ˆfy,x(x, y)dy = 1 nh0h1. . . hq n & i=1 K(x− xi h )yi.

1tT`2bbBQM UeV +QK2b /QrM iQ i?2 7QHHQrBM; HQ+H +QMbiMi F2`M2H 2biBKiQ` r?2M Bib 2H2K2Mib `2 bm#biBimi2/ #v i?2B` 2KTB`B+H F2`M2H 2biBKi2b,

ˆ g(x) = ' y ˆfy,x(x, y)dy ˆ f (x) = !n i=1yiK( x−xi h ) !n i=1K(x−xh i) . UdV

h?2 H2bi b[m`2b +`Qbb@pHB/iBQM T`Q+2/m`2 i?i }M/b i?2 QTiBKH #M/rB/i? T`K2i2`b h1, . . . , hq BM UdV ?p2 i?2 Q#D2+iBp2 iQ bQHp2 i?2 7QHHQrBM; KBMBKBxiBQM T`Q#H2K, KBM h1,...,hq CVlc(h1, . . . , hq) = 1 n n & i=1 (yi− ˆg−i(xi))2M (xi), r?2`2 ˆg−i(xi) = !n l=1,l̸=iylK(xi−xlh ) !n l=1,l̸=iK(xi−xlh )

Bb i?2 H2p2 QM2 Qmi 2biBKiQ` Q7 g(xi)- M/ 0 ≤ M (·) ≤ 1 Bb  r2B;?i 7mM+iBQM i?i +Q``2+ib 7Q` bHQr +QMp2`;2M+2 Bbbm2bX a22 GB M/ _+BM2 UkyRRV 7Q`  KQ`2 2ti2MbBp2 /Bb+mbbBQM QM i?2 +`Qbb@pHB/iBQM i2+?MB[m2X ;BM- i?Bb KBMBKBxiBQM Bb bQHp2/ mbBM; MmK2`B+H b2`+? H;Q`Bi?KbX

GQ+H HBM2` F2`M2H 2biBKiQ`

h?2 HQ+H HBM2` F2`M2H 2biBKiQ` Bb M 2ti2MbBQM Q7 i?2 HQ+H +QMbiMi M/ +Q``2+ib 7Q` TQi2MiBH #Bb `QmM/ i?2 /Bbi`B#miBQM iBHbX AM Q`/2` iQ ;2i M 2tT`2bbBQM BM i?2 HBF2b Q7 UdV 7Q` i?Bb 2biBKiQ`- Bi Bb mb27mH iQ MQi2 i?i i?2 ˆg(x) 7QmM/ BM UdV Bb

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