Estudios de Economía Aplicada ISSN: Asociación Internacional de Economía Aplicada.

Size: px
Start display at page:

Download "Estudios de Economía Aplicada ISSN: Asociación Internacional de Economía Aplicada."

Transcription

1 Esudios d Economía Aplicada ISSN: scraria.cnica@rvisa-a.n Asociación Inrnacional d Economía Aplicada España Bby, M.; Halls, S.; Hnry S., G.B.; Marc, A. Expcaions Formaion and h 1990s ERM Crisis Esudios d Economía Aplicada, vol., núm., agoso, 004, pp Asociación Inrnacional d Economía Aplicada Valladolid, España Availabl in: hp:// How o ci Compl issu Mor informaion abou his aricl Journal's hompag in rdalyc.org Scinific Informaion Sysm Nwork of Scinific Journals from Lain Amrica, h Caribban, Spain and Porugal Non-profi acadmic projc, dvlopd undr h opn accss iniiaiv

2 E STUDIOS DE ECONOMÍA APLICADA V OL. -, P ÁGS Expcaions Formaion and h 1990s ERM Crisis BEEBY M, HALL S. (*), HENRY S. G.B. and MARCET, A. * Imprial Collg, London and NIESR. Souh Knsingon Campus, London SW7 AZ. Tlf.: (44)(0) s.g.hall@imprial.ac.uk ABSTRACT Th ERM crisis of 199 appars o b du o a sris of ngaiv oupu shocks followd by dvaluaion. This sylisd fac dos no sm o conform o h "scond-gnraion" crisis modl basd on h REH. W show ha by adoping boundd raional larning, h modl yilds a rad- off bwn h siz and prsisnc of shocks lading o dvaluaion, a finding which, maks h modl mor clarly applicabl o hs crisis pisods. Kywords: currncy criss, larning, xpcaions. Formación d xpcaivas y crisis dl S.M.E n la década d los novna RESUMEN La crisis dl Sisma Monario Europo aparnmn fu dbida a una sri d «shocks» d ofra ngaivos sguidos d dvaluacions. Es hcho silizado no parc congrun con los modlos d crisis d «sgunda gnración» basados n la hipósis d xpcaivas racionals (Racional Expcaions Hypohsis, REH). En s arículo, mosramos qu adopando un modlo d aprndizaj racional limiado, s obin un compromiso nr l amaño y la prsisncia d los «shocks» qu conducn a la dvaluación, un rsulado qu hac qu l modlo sa más claramn aplicabl a sos pisodios d crisis. Palabras Clav: crisis monaria, aprndizaj, xpcaivas. Clasificación JEL: D450, D80, G150. Arículo rcibido n abril d 004 y aprobado n junio d 004. Arículo disponibl n vrsión lcrónica n la página rf.: -07. ISSN (onlin) ISSN (prin)

3 16 Bby M, Hall S., Hnry S. G.B. and Marc, A. 1. INTRODUCTION Th consnsus viw abou h causs of h ERM criss in 199 and 1993 is ha hs can b xplaind by h so-calld scond gnraion modl of currncy criss. (Eichngrn and Wyploz (1993), and (1995)). Indd, hs modls wr dvlopd wih h xprss purpos of accouning for h ERM criss, which h firs-gnraion modls wr hough o b incapabl of doing. According o h scond-gnraion modl, currncy cris ar no drivn by fundamnal facors such as h dplion of a naion's currncy rsrvs, as mphasisd in firs gnraion modls, bu ar ssnially slf-fulfilling, xpcaions drivn, procsss. Scond- gnraion, lik firs-gnraion modls, plac havy mphasis on h Raional Expcaions Hypohsis (REH), bu h characrisic of h scond-gnraion modl is ha i inroducs xplici govrnmn incnivs concrning h coss and bnfis of mainaining a currncy pg, and of h alrnaiv - ha of a ralignmn. Th analysis i advancs is ssnially an xnsion of h Barro-Gordon closd-conomy modl of monary policy sing o h opn conomy, wih wo rgims; pgging and floaing. Taking h spcial cas of a dvaluaion only, which is sricly h only cas w ar concrnd wih hr, h RE soluion for currncy changs (qual o inflaion in hs simpl modls), is a wighd avrag of xchang ra bhaviour in h wo rgims, h wighs bing h probabiliy ha oupu shocks xcd or fall shor of a criical hrshold valu. This quaion is quadraic in h oupu shock; so wo quilibria ar possibl, dpnding on h siz of h shock. (Obsfld (1994)). Wih his faur of mulipl quilibria, currncy criss in such modls ar sn ssnially as bing producd by h xognous oupu shock which shif h conomy from on quilibrium or rgim, o anohr. In h high xpcd dprciaion cas, hr is a compiivnss and unmploymn problm so h rgim may only coninu if h oupu shock is small. (Th canonical vrsion of h scond-gnraion modl is du o Obsfld, s Obsfld (1994) (1996) and Obsfld and Rogoff (1996)). Thr ar basic faurs of h criss which do no fi his scond gnraion modl howvr. W will argu ha h siuaion in h arly 1990s was on whr counris wr xprincing a rcssion ha had gon on for som im wih andan high unmploymn, and compiivnss problms, boh of which wr long lasing. Th UK provids a paricularly clar xampl. Economic condiions in h UK had driorad subsanially for som im bfor h Spmbr 199 crisis. Thus, growh had slowd sharply in 1990 falling from.1 o 0.6 prcn (Q1 on Q1 annualisd ras for GDP. Sourc; LBS/OEF Economic Oulook (000)). In 1991 GDP growh was subsanially ngaiv (-1.5) and only jus abou achivd a posiiv ra in 199 (0.1). Unmploymn ros sharply alhough lagging bhind hs changs in oupu, and by 1993 had risn abov 10 prcn boh on h claiman coun and on h inrnaional (ILO) masur, as compard wih a ra of jus ovr 6 prcn (claiman coun) and 7.3 prcn (on h ILO dfiniion) in Again, a similar judgmn Esudios d Economía Aplicada, 004: Vol. -

4 EXPECTATIONS FORMATION AND THE 1990S ERM CRISIS 163 may b mad abou h ohr ky ral indicaor- compiivnss- which many argud was sriously affcd by a oo high nry ra in 1989 (Wrn-Lwis a ( ) calculad ha h ra was som 0% abov is opimal valu ). This worsnd furhr as UK inflaion incrasd sharply in 1990 whn i rachd almos 10 prcn compard wih jus undr 5 prcn in 1988, alhough i nds o b nod inflaion fll sharply hrafr. Wha hs vns undrscor is ha h drioraion in h aggrga UK conomy was no jus h rsul of a on-off shock, bu a progrssiv worsning which prsisd ovr 3-4 yars. Th conomis of ERM counris coming undr aack a his im xprincd similar long lasing drioraion. Swdn's unmploymn ra for xampl, was ovr 5 prcn in 1993, having avragd undr half ha ra ovr h priod And h drioraion in is govrnmn financs wr qually profound, moving from an avrag surplus of.5 prcn in , o a dfici of ovr 7 prcn in 199 (Obsfld (1994). Ths faurs do no sm o fi h prdicions of h scond-gnraion modl, whr a singl larg oupu shock shifs h xchang ra from on rgim (fixd) o h ohr (floaing). Insad, modls ar ndd which imply boh prsisn oupu falls and ral xchang ra drioraion. According o scond-gnraion modls oupu shocks which prcipia currncy criss hav i.i.d characrisics; bing a singl larg shock which brings h govrnmn's willingnss o adhr o h currncy pg ino qusion. As w hav argud, h oupu shocks affcing all h counris undr hra in h ERM wr in fac highly prsisn. Morovr, whr h moiv for abandoning h currncy pg is on of worsning compiivnss, hn h scond-gnraion modl suggss his worsning is also likly o occur ovr a shor im. Again, h vidnc shows ha compiivnss worris wr long lasing in h 1990s. W argu ha i is possibl o xplain hs criss wihou rcours o h REH, using an alrnaiv o raional xpcaions, ha of bounddly raional larning. Mor significanly w suggs ha is implicaions fi h sylisd daa jus rviwd, whras h implicaions from h mulipl- quilibrium/ REH modls of h scond-gnraion modls do no. This papr xnds h approach usd in Marc and Nicolini (1997) in analysing h phnomnon of rcurrn hyprinflaion in Souh Amrica. Assuming h auhoriis financd spnding by signorag, unlss inflaion xcdd a prs arg whn h govrnmn usd an xchang ra rgim, hir papr showd h rlaiv as wih which h faur of rcurrnc could b inroducd in a modl whr boundly raional xpcaions formaion ( hncforh larning ) was assumd rahr han raional xpcaions. In implmning larning, Marc and Nicoloini assum ha h updaing quaions govrning agn's larning wr of wo yps; h firs is las- squars larning whr inflaion is high, bu h scond occurs whn big shocks hi h inflaion procss, and hn agns rsor o a racking rul. Par of h modl's rsuling non-linariy ariss as swichs occur bwn hs wo larning Esudios d Economía Aplicada, 004: Vol. -

5 164 Bby M, Hall S., Hnry S. G.B. and Marc, A. mchanisms. Th applicaion of larning o h ERM crisis w giv blow, xnds on hs Marc and Nicolini insighs.. MODELS OF CURRENCY CRISIS (a) Firs and Scond Gnraion Modls Thr ar wo srands o h currncy criss liraur. Th firs, bgun by Krugman (1979) and known as h spculaiv aack modl, mphasiss h inconsisncy bwn (assumd xognous) govrnmn policis, usually akn o b oo high a ra of monary growh, wih h currn valu of h fixd nominal xchang ra. Krugman's moivaion was o xplain h wav of dvaluaions across Lain Amrica in h 1970s as raional vns, and no as signs of mark failur, and in his modl currncy criss ar runs on h cnral banks' holdings of forign rsrvs. Any rbalancing of porfolios by invsors rquirs h slling of domsic asss and rsuls in an incras in domsic crdi, lading h cnral bank o inrvn o mainain h currncy pg. An xpansiv monary/fiscal policy will no b consisn wih his pg and will mchanically rsul in a spculaiv aack. Thrfor, spculaiv aacks nd o b sn as raional vns - if hr was no run on rsrvs hn h spculaors would b abl o fors h xac da of dvaluaion and mak crain profis. Prhaps a waknss of h modl is ha govrnmn policy is modlld as bing xognous. Spculaiv aacks occur bcaus h policy making auhoriis pursu policis ha ar, by assumpion, inconsisn wih h xchang ra. Bad fundamnals ar hn simply hos policis ha lad o a dvaluaion. I should b nod howvr ha Krugman was no rying o xplain why govrnmns pursu incorrc policis; rahr h was inrsd in sudying h consquncs of poor policis. And h modl dos sm o fi vns in 1970/80 Lain Amrica whr counris lik Argnina, Chil and Brazil wr amping o sabilis hir high inflaion and larg public scor dfici conomis. Wih h ERM crisis of 199 and 1993, h limiaions of assuming an xognous govrnmn policy bcam clar. I is ru ha xpansionis monary policy may hav bn an issu in h dvaluaions by Ialy and Spain, bu in counris such as Franc and h UK problms aros bcaus of h conracionary naur of h monary policy pursud. Grman runificaion ld o inflaionary prssur in Grmany ha h Bundsbank counrd wih a igh monary policy. This forcd upon h ohr ERM mmbr counris inrs ras highr han hy would hav prfrrd givn h sa of hir domsic conomis which wr xprincing incrasing lvls of unmploymn. This in urn incrasd h mpaion o dvalu sinc h lvl of inrs ras ndd o dfnd h xchang ra was inconsisn wih h domsic nds of monary policy. Th firs-gnraion modl providd only a limid Esudios d Economía Aplicada, 004: Vol. -

6 EXPECTATIONS FORMATION AND THE 1990S ERM CRISIS 165 framwork for analysing hs issus, paricularly givn is narrow dfiniion of xchang ra crdibiliy. Furhr, h ERM crisis showd ha broadning h s of conomic fundamnals in ha modl was no sufficin. Unmploymn had bn high and incrasing in Grmany yars prior o h crisis, so why was i ha h crisis occurrd a ha spcific im? Wha appard o b ndd was a modl ha xplaind spculaiv aacks no simply as a rspons o a givn lvl of h conomic fundamnals, bu also allowd a rol for slf-fulfilling spculaion. This ld o h dvlopmn of h scond-gnraion modl, lablld h scap claus modl. Th scond-gnraion modl was formalisd by Obsfld (s spcially, Obsfld (1994)). In his modl, counris xid h fixd xchang ra rgim no bcaus govrnmn policis wr inappropria, bu bcaus govrnmn's ar viwd as rading-off h coss and bnfis of adhring o h currncy pg on h on hand and raligning on h ohr. Undr RE h priva scor ralis his and givn a sufficinly advrs shock, will anicipa corrcly ha h govrnmn will abandon h pg. Thus, in his modl, govrnmns commi o a fixd xchang ra rgim only condiionally in h xpcaion of gaining ani-inflaion crdibiliy, bu any commimn mus b limid. If conomic fundamnals driora sufficinly hn h govrnmn has an scap claus allowing i o chang is xchang ra (.g. floa or dvalu), which h priva scor knows. Govrnmns (and consqunly spculaors) ar hn in a coninual procss of valuaing h coss and bnfis of mainaining a currncy pg, in h ligh of xognous shocks. Thr ar wo major conribuions of his modl. Firs, h noion of conomic fundamnals usd is a broad on, i can b any variabl ha h policymakr dcids is rlvan for h dcision on whhr o xrcis is scap claus. Scond, and prhaps mor imporanly, i provids a nw hory of slf-fulfilling spculaion and mulipl quilibria. Causaliy can flow no only from narrow conomic variabls o mark xpcaions bu also in h opposi dircion. Mulipl quilibria can hn aris from such circulariy. For insanc, in hs modls, any incras in h blif of priva agns ha h govrnmn may dvalu can lad o an incras in inrs ras o srnghn h currncy, which in urn raiss h probabiliy ha dvaluaion acually occurs. Whhr and whn xchang ra criss rsul is now dpndn upon h slf-fulfilling mood of h paricipans in h mark. Incorporaing mulipl quilibria ino xchang ra modls is appaling for a numbr of rasons. Firs, many conomiss (and mark paricipans such as Gorg Soros) bliv ha spculaion is moivad by mor han jus narrow conomic fundamnals. Scond, h sprad of conomic criss (i.. conagion) and hir iming can b mor asily xplaind in modls wih his faur. Third, mulipl quilibria is a compromis bwn hos who bliv ha criss ar a rsul of mark failur and hos ha bliv hy ar a rspons o bad govrnmn policis. To suggs ha criss ar purly a rsul of spculaion appars o absolv govrnmns of all h Esudios d Economía Aplicada, 004: Vol. -

7 166 Bby M, Hall S., Hnry S. G.B. and Marc, A. blam; bfor a currncy bcoms a ponial arg by spculaors hr has o b som conomic fragiliy. (b) Th Escap Claus Modl Obsfld's scap claus modl (1991, 1994 and 1996) is an opn conomy vrsion of Barro and Gordon (1983), and applis o a govrnmn wih an xchang ra objciv. I yilds h possibiliy of mulipl qulibria in xpcd inflaion ras in h modl. Th xnsion is basd on hr bing fixd coss o currncy changs, which h auhoriis will only counnanc if hr is a sufficinly larg shock o oupu. Whn hr is such a shock, h auhoriis dvalu and us monary policy o sabilis oupu. Th suprficial rsmblanc of his squnc o h ERM crisis sms clar. Th vrsion of h modl usd hr is Obsfld (1994) as his focusss on h dvaluaion cas, and links h xchang ra o oupu innovaions in a way which is convnin for our prsn purpos. L oupu b givn by (variabls in logs) y = α ( w ) + u (1) whr y is h log of oupu, w h log of nominal wags and is h log of h nominal xchang ra, which is qual o h domsic pric lvl undr PPP, and whr h forign pric is normalisd a uniy. Hnc, (1) givs an invrs rlaion bwn oupu and h ral wag, which is shifd by an oupu shock u (assumd o b i.i.d). Wags in priod ar s in priod (-1) basd on informaion a ha da, so dos no includ u i. Th govrnmn can rspond o dmand shocks in priod via changs in h currn xchang ra. Undr floaing h govrnmn minimiss whr β<1, and whr s L = Σ β l () s 1 s s = ( θ / )(s s 1 ) + ( 1/ )(ys y*) (3) l whr y* is h arg oupu lvl, assumd o b non-zro which cras a dynamic inconsisncy problm. I also suggss why a govrnmn migh choos o i is hands; h govrnmn ss h xchang ra afr obsrving u (unlik priva agns), so any dvaluaion lads o coss. (s blow) Subsiuing (3) and (1) ino () and minimising w.r., assuming ha is givn, givs h govrnmn's racion funcion, whr λ = α /( θ + α ). 1 = λ ( u / α ) + λ( w 1 ) + λ( y* / α ) (4) Esudios d Economía Aplicada, 004: Vol. -

8 EXPECTATIONS FORMATION AND THE 1990S ERM CRISIS 167 Equaion (4) is crucial, as i capurs h main ingrdins of h problm. Firsly, h quaion shows ha h govrnmn uss h xchang ra o offs oupu shocks, and scondly ha i can amp surpris dprciaions if wag inflaion affcs compiivnss. Lasly, according o h las rm in h quaion, h govrnmn may amp o push oupu abov is naural ra. As is sandard in hs scap-claus modls, h problm of mainaining a currncy pg is sn as on of h crdibiliy of h commimn o h pg. This nails adding a cos of ralignmn o h objciv funcion (3) abov, i.. l = l + cz (5) / whr Z is an indicaor funcion wih valu=1, if 0, and is 0 ohrwis. Using (5) i can b shown ha h loss undr a fixd xchang ra rgim is / F = ( 1 / )( απ + u + y*) (6) l as =0, and π = w 1, assuming, as w do, ha wags ar indxd o prics (qual in his modl o h xchang ra). Undr ralignmn, from (4) h loss is l / F = ( 1 λ )l c, (7) / R + from which i follows ha a ralignmn will occur whn ( > λ / )( απ + u + y*) c (8) Traing (8) as an qualiy, i is alrady vidn ha hr ar wo soluions o his for u; u > u, whr h govrnmn dvalus, and u < u whr i rvalus. Th roubl wih his drivaion so far is ha hs riggr poins for uppr and lowr valus of u dpnd on h mark xpcaions of dprciaion ((in his modl givn by π ), whil a h sam im hs xpcaions dpnd on whr h mark hinks hs riggr poins ar. To procd o analys his furhr, w limi h modl o h dvaluaion opion as anicipad arlir. Thn, (a) Th mark xpcaion of dprciaion, givn u, is π = = P{ u u }. 0 + P{ u > u }.E{ u u } (9) > whr P(.) rfrs o Probabiliy. Assuming ha u has a uniform disribuion bwn { µ, µ }, hn P{ u > u } = ( µ u )/ µ, and E{ u u > u } = ( µ u ) /. + Esudios d Economía Aplicada, 004: Vol. -

9 168 Bby M, Hall S., Hnry S. G.B. and Marc, A. Using hs in (4) w g, E{ u > u } = λ(( µ + u ) /( α )) + πλ + λ( y* / α ) (10) which is h mark's (raional) xpcaion of dvaluaion givn h hrshold u. From (9) and (10) i follows ha π = λ(( µ u ) / µ )[{( µ + u ) / α } + ( y* / α )] /[ 1 λ(( µ u ) / µ )] (11) = δ ( u ) (b) Calculaing h Thrshold Th govrnmn aks h xpcaion in (11) as givn whn minimising is loss funcion. Puing his ino (8), h valu of h largs shock consisn wih mainaining h pg is u ~ ( λ / )[ αδ (u ) + + y*] = c. (1) Sinc u ~ u = in quilibrium, (1) is a quadraic in u wih gnrally wo soluions. For calibrad valus of h paramrs{α,θ,µ,) and y*, Obsfld (1994) shows hr ar wo valus for h hrshold, and associad wih hs an xpcd dprciaion (or inflaion) ra. Th scond, highr, xpcd dprciaion ra will normally riggr an acual dvaluaion, unlss oupu shocks ar vry favourabl. 3. BOUNDEDLY RATIONAL LEARNING 3.1. Th Soluion undr RE Th raional xpcaions vrsion of h crisis modl s forward by Obsfld (op.ci) is an xnsion of h Barro-Gordon s up; namly ha wag bargainrs know h govrnmn racion funcion givn by (4) abov, and s wags according o i. Assum ha wag bargainrs (firms and unions) agr o wags which nsur a consan ral wag, hn w = E ( ) (13) 1 so h nominal wag is s condiional only on informaion dad a -1, and dos no includ h ralisaion of u, so h x-pos ral wag in priod will b affcd by his. Howvr, h RE bargain nsurs ha h wag is s in h full knowldg of how h govrnmn will rac o ralisaions of u as givn by (4). Thus in h RE quilibrium, from (13) and (4) h wag is Esudios d Economía Aplicada, 004: Vol. -

10 EXPECTATIONS FORMATION AND THE 1990S ERM CRISIS 169 w 1 + ( λ /( 1 λ ))[ E 1( u / α ) + ( y* / α )] (14) = which, as h xpcaion of u is zro, is w = 1 + ( λ /( 1 λ ))( y* / α ) (15) This, oghr wih h govrnmn racion funcion (4) implis h xchang ra is givn by (16). = λ( u / α ) + ( λ /( 1 λ ))( y* / α ) (16) Equaions (14) and (16) consiu h sysm of dynamic quaions w will us. 3.. Larning Mchanisms To implmn h alrnaiv Bounddly Raional soluion, w opra wih h sam basic modl of oupu, wag sing, and racion funcion as w hav abov. In conras o h REH cas w rplac h assumpion ha xpcd xchang ras and wags ar formd raionally wih h following wo assumpions. Undr larning, h xpcd xchang ra is akn o b qual o h laggd ra wih a consan and slop paramr ha ar im varying and which ar updad using a Kalman Filr. Thus, ϕ (17) = 0 + ϕ1 1 whil wag xpcaions ar formd by h rul w = ϕ + ϕ * ( y y ) (18) Equaions (17) is a simpl bounddly raional larning rul which says ha xpcaions of h xchang ra ar a funcion of pas acual valus, This rul has bn shown o work rmarkably wll in Bby, Hall and Hnry (00). Equaion (18) is of cours a bounddly raional vrsion of a sandard Phillips curv rlaionship which simply sas ha h xpcd chang in wag inflaion is a funcion of h obsrvd oupu gap. 4. MODEL SIMULATIONS In h simulaion h govrnmn is assumd o minimis h loss funcion givn by () and (3) abov, and h wo paramrs (β,θ) ar s qual o (0.95, 0.15) following Obsfld (1994). Thn, as in h accoun givn abov, h govrnmn considrs h advanags of mainaining h pariy vrsus a dprciaion, whr h dprciaion producs compiivnss gains, bu incurs a fixd (poliical) cos C which w s a in h simulaions. Esudios d Economía Aplicada, 004: Vol. -

11 170 Bby M, Hall S., Hnry S. G.B. and Marc, A. As in h horical modl arlir, opimising (3) abov w.r.. h xchang ra, h loss undr h fixd rgim is L 0. * ( y y ) F * = 5 (19) and undr h floaing rgim, L 0. * ( y y ) C / ( ) R S * S = θ (0) 1 S Th rms ( y S, ) ar h lvl of oupu and h xchang ra which would com abou if h govrnmn chos o dvalu, dfind blow. W hn obain a dynamic quaion for h xchang ra in rms of h disurbanc (µ ) as follows, whr F R * = ( diff /( L L ))( β( ) + ( γ / θ )( y y ) (1) diff = Max( 0,L F L R ) Th simulaion is gnrad by dfining valus for oupu and h xchang ra condiiond upon h floaing ra, i.. wha happns if h govrnmn chooss o go for h dprciaion opion. Thus, S y = γ + µ, and () S S S ( p ) S * S = 1 + β( ) + ( γ / θ )( y y ) (3) Simulaions ak arificial daa for a priod of 40 obsrvaion o cra a bas soluion. Thn h disurbanc is shockd by a rang of valus. Undr Raional xpcaions h rsul should b fairly sraigh forward. A shock blow h ky hrshold should lav h xchang ra unchangd and so no dvaluaion occurs. Bcaus xpcaions ar fully raional, h pas insanly bcoms a bygon, and as furhr shocks of a similar magniud occur hy also hav no ffc. So h simpl rsul is ha ihr a shock is largr han h hrshold, in which cas dvaluaion occurs, or i is no and dvaluaion rmains qually unlikly in h fuur. Howvr, undr larning h sory bcoms rahr diffrn and mor complx. If a shock occurs which is blow h ky hrshold o oupu, his bgins o chang wag xpcaions (as oupu will b diffrn from h naural ra). This ffc will hn hav an impac on fuur oupu lvls. Of cours if hr wr no furhr shocks his ffc would almos crainly di away and, again, no dvaluaion would occur. Bu if a furhr similar shock should occur in h scond priod, hn h combinaion Esudios d Economía Aplicada, 004: Vol. -

12 EXPECTATIONS FORMATION AND THE 1990S ERM CRISIS 171 of h wo ffcs migh riggr a dvaluaion vn if ach singl shock dos no rach h RE hrshold. So wha w would xpc o find would b a combinaion of prsisnc and sizs of shocks, which riggr dvaluaion. On larg shock would b nough, wo smallr shocks migh also b nough, vn hr small shocks in a row migh b nough and so on. W ar agnosic as o h disribuion of h shocks. Evn if w assum h shocks ar acually i.i.d., hn in any givn simulaion hr is a chanc ha a sris of similar sign shocks will occur, and hs will riggr dvaluaion undr larning. In h ral world, as w argud in h inroducion, i sms clar ha shocks ar ofn highly corrlad Th Soluion undr REH Givn h chosn paramrs h RE soluion is xacly as xpcd and w find ha a shock of approximaly 1% of y is rquird o riggr dvaluaion. 4.. Th Soluion undr Larning In his cas, o illusra h propris of h modl, w prform a rang of simulaions whr w apply a shock for a numbr of priods (40 priods in all), w hn rcord how many priods laps bfor dvaluaion occurs. W find a rad-off bwn h siz of shock and h numbr of priods which laps bfor dvaluaion. This rad-off is illusrad in figur 1. I shows ha for a vry small shock of 1% applid in vry priod, dvaluaion will vnually b riggrd afr 1 priods whil for a vry larg shock i will occur in h firs priod Figur 1: Th rad off bwn h shock siz and h numbr of priods bfor dvaluaion Esudios d Economía Aplicada, 004: Vol. -

13 17 Bby M, Hall S., Hnry S. G.B. and Marc, A. 5. CONCLUSIONS W hav argud ha a vry clar sylisd fac of h ERM criss is ha h conomy was hi by a sris of ngaiv shocks bfor h criss occurrd, bu ha hr is no clar singl shock which could hav riggrd h crisis a h im of h crisis islf. This sylisd fac dos no conform o h sandard scond gnraion currncy criss modl. Howvr by rlaxing h assumpion of raional xpcaions w find ha h modl gnras a coninuum of combinaions bwn h siz of h shock and is prsisnc, any of which will riggr dvaluaion. Many show ha a squnc of vn rlaivly small shocks will riggr dvaluaion if hr is a sufficinly long squnc of hm. I is his faur- of a squnc of similar signd shocks prcding h crisis, rahr han a singl larg on - which w argu conforms vry closly wih h UK xprinc during his priod. APPENDIX. THE GENERAL CASE Th modl sars from h govrnmn loss funcion which, in his cas is, L = ( y y*) + βε + C( ε ) (1) whr all lowr-cas lrs dno naural logs, and y is oupu, y* h arg lvl of oupu, and ε 1 is h chang in h xchang ra, dfind as h pric of forign currncy. This is qual o h inflaion ra undr PPP. Th las rm in (1), C(.) capurs h faur ha h govrnmn has adopd an xchang ra objciv and hnc hr ar coss in dviaing from i, as w dscrib blow. Oupu is drmind by an xpcaions augmnd Phillips curv, y = y + α ( ε ε ) u () whr y is h naural oupu lvl, ε is h domsic pric srs' xpcaion of ε basd on laggd informaion (assumd im invarian), and u is an i.i.d. man-zro supply shock. Th assumpion ha y* > y cras a dynamic inconsisncy problm and is ndd o obain mulipl quilibria. I also suggss why a govrnmn migh choos o i is hands. Th govrnmn ss h xchang ra afr obsrving u (unlik priva agns), whr any dvaluaion lads o coss of C ( ε ) = c in () and a rvaluaion lads o coss of C ( ε ) = c. Esudios d Economía Aplicada, 004: Vol. -

14 EXPECTATIONS FORMATION AND THE 1990S ERM CRISIS 173 If h rm C(ε) in (1) is iniially ignord, so h xchang ra can b frly alrd, from (1) and (), h govrnmn chooss ε α( y* y + u ) + α ε a + β = (3) and subsiuing his ino () givs, and a policy loss of L y flx α ( y* y ) βu αβε y + a + β = β = α + β ( y* y + u + αε ) In h cas whr h govrnmn canno chang h xchang ra, hn h loss is insad, L fix = ( y* y + u +αε Rinroducing h fixd coss rm C(ε) mans ha h govrnmn only changs flx fix h xchang ra whn h supply shock u is sufficinly larg ha L + c < L or flx fix so small ha L + c < L. Dvaluaion hn occurs for u > u, and rvaluaion for u < u, whr 1 u = α c( α 1 + β ) y* + y αε,u = α ) c( α + β ) y* + y αε So wha happns is ha h auhoriis dfnd h xchang ra agains all bu vry larg shocks, bu whr hs occur, hy dvalu incurring h fixd cos of so doing, and onc h fixd cos is paid, hy us monary policy o sabilis oupu. Nx, mulipl quilibria for quilibrium xpcd inflaion ras can aris bcaus h raional xpcaion of nx priod's ε, givn pric srs' xpcaion ε, is E ( ε ) = E( ε u < u )Pr( u < u ) + E( ε u < u )Pr( u < u ), which shows ha h rlaion bwn x-pos inflaion and xpcd inflaion is a complicad on, and i is his propry which suggss h possibiliy of mulipl quilibrium xpcd inflaion ras. (i.. whr E( ε ) = ε ). Esudios d Economía Aplicada, 004: Vol. -

15 174 Bby M, Hall S., Hnry S. G.B. and Marc, A. Obsfld (1994) provids a calibrad vrsion for h cas of a dprciaion, and w us ha hr. Thus assuming ha ha h supply shock (u) is uniformly disribud on h inrval [-µ,µ], hn α u u u u E( ε ) = [( 1 )( y* y + αε ) ] (4) α + β µ 4µ Assuming raional xpcaions by wag srs givs, E(ε) = ε, and usually his producs on soluion. I is diffrn in his cas. To s his considr h slop of (4) shown blow. α α + β de( ε ) α α α = + ( y* y + αε ) dε α + β µ α α + β for u for u > µ = µ for u = µ This implis ha hr ar hr quilibria possibl in his modl which ar givn by h hr diffrn dvaluaion probabiliis and h consqun siz of h xchang ra chang. Th hr quilibrium xpcd dprciaion ras ar ε 1, ε, and ε 3 ach corrsponding o hr diffrn dvaluaion probabiliis (s Obsfld (1996) for dails). REFERENCES BEEBY M, HALL S and HENRY S (000). KRUGMAN. P. (1979) A Modl of Balanc of Paymns Criss, Journal of Mony, Crdi and Banking, 11 Augus, p MARCET. A and NICOLINI J. P. (1997) Rcurrn Hyprinflaions and Larning mimo, Univrsia Pomu Fabra. OBSTFELD. M. (1994) Th Logic of Currncy Criss Banqu D Franc- Cahirs Economiqus monairs, No 43. OBSTFELD. M. and ROGOFF K (1996) Foundaions of Inrnaional Macroconomics Th MIT Prss. Esudios d Economía Aplicada, 004: Vol. -

CHAPTER CHAPTER14. Expectations: The Basic Tools. Prepared by: Fernando Quijano and Yvonn Quijano

CHAPTER CHAPTER14. Expectations: The Basic Tools. Prepared by: Fernando Quijano and Yvonn Quijano Expcaions: Th Basic Prpard by: Frnando Quijano and Yvonn Quijano CHAPTER CHAPTER14 2006 Prnic Hall Businss Publishing Macroconomics, 4/ Olivir Blanchard 14-1 Today s Lcur Chapr 14:Expcaions: Th Basic Th

More information

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 4/25/2011. UW Madison

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 4/25/2011. UW Madison conomics 302 (Sc. 001) Inrmdia Macroconomic Thory and Policy (Spring 2011) 4/25/2011 Insrucor: Prof. Mnzi Chinn Insrucor: Prof. Mnzi Chinn UW Madison 21 1 Th Mdium Run ε = P * P Thr ar wo ways in which

More information

I) Title: Rational Expectations and Adaptive Learning. II) Contents: Introduction to Adaptive Learning

I) Title: Rational Expectations and Adaptive Learning. II) Contents: Introduction to Adaptive Learning I) Til: Raional Expcaions and Adapiv Larning II) Conns: Inroducion o Adapiv Larning III) Documnaion: - Basdvan, Olivir. (2003). Larning procss and raional xpcaions: an analysis using a small macroconomic

More information

Spring 2006 Process Dynamics, Operations, and Control Lesson 2: Mathematics Review

Spring 2006 Process Dynamics, Operations, and Control Lesson 2: Mathematics Review Spring 6 Procss Dynamics, Opraions, and Conrol.45 Lsson : Mahmaics Rviw. conx and dircion Imagin a sysm ha varis in im; w migh plo is oupu vs. im. A plo migh imply an quaion, and h quaion is usually an

More information

14.02 Principles of Macroeconomics Fall 2005 Quiz 3 Solutions

14.02 Principles of Macroeconomics Fall 2005 Quiz 3 Solutions 4.0 rincipl of Macroconomic Fall 005 Quiz 3 Soluion Shor Quion (30/00 poin la a whhr h following amn ar TRUE or FALSE wih a hor xplanaion (3 or 4 lin. Each quion coun 5/00 poin.. An incra in ax oday alway

More information

14.02 Principles of Macroeconomics Problem Set 5 Fall 2005

14.02 Principles of Macroeconomics Problem Set 5 Fall 2005 40 Principls of Macroconomics Problm S 5 Fall 005 Posd: Wdnsday, Novmbr 6, 005 Du: Wdnsday, Novmbr 3, 005 Plas wri your nam AND your TA s nam on your problm s Thanks! Exrcis I Tru/Fals? Explain Dpnding

More information

THE SHORT-RUN AGGREGATE SUPPLY CURVE WITH A POSITIVE SLOPE. Based on EXPECTATIONS: Lecture. t t t t

THE SHORT-RUN AGGREGATE SUPPLY CURVE WITH A POSITIVE SLOPE. Based on EXPECTATIONS: Lecture. t t t t THE SHORT-RUN AGGREGATE SUL CURVE WITH A OSITIVE SLOE. Basd on EXECTATIONS: Lcur., 0. In Mankiw:, 0 Ths quaions sa ha oupu dvias from is naural ra whn h pric lvl dvias from h xpcd pric lvl. Th paramr a

More information

The Science of Monetary Policy

The Science of Monetary Policy Th Scinc of Monary Policy. Inroducion o Topics of Sminar. Rviw: IS-LM, AD-AS wih an applicaion o currn monary policy in Japan 3. Monary Policy Sragy: Inrs Ra Ruls and Inflaion Targing (Svnsson EER) 4.

More information

Themes. Flexible exchange rates with inflation targeting. Expectations formation under flexible exchange rates

Themes. Flexible exchange rates with inflation targeting. Expectations formation under flexible exchange rates CHAPTER 25 THE OPEN ECONOMY WITH FLEXIBLE EXCHANGE RATES Thms Flxibl xchang ras wih inlaion arging Expcaions ormaion undr lxibl xchang ras Th AS-AD modl wih lxibl xchang ras Macroconomic adjusmn undr lxibl

More information

Mundell-Fleming I: Setup

Mundell-Fleming I: Setup Mundll-Flming I: Sup In ISLM, w had: E ( ) T I( i π G T C Y ) To his, w now add n xpors, which is a funcion of h xchang ra: ε E P* P ( T ) I( i π ) G T NX ( ) C Y Whr NX is assumd (Marshall Lrnr condiion)

More information

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 3/28/2012. UW Madison

Economics 302 (Sec. 001) Intermediate Macroeconomic Theory and Policy (Spring 2011) 3/28/2012. UW Madison Economics 302 (Sc. 001) Inrmdia Macroconomic Thory and Policy (Spring 2011) 3/28/2012 Insrucor: Prof. Mnzi Chinn Insrucor: Prof. Mnzi Chinn UW Madison 16 1 Consumpion Th Vry Forsighd dconsumr A vry forsighd

More information

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule Lcur : Numrical ngraion Th Trapzoidal and Simpson s Rul A problm Th probabiliy of a normally disribud (man µ and sandard dviaion σ ) vn occurring bwn h valus a and b is B A P( a x b) d () π whr a µ b -

More information

Midterm Examination (100 pts)

Midterm Examination (100 pts) Econ 509 Spring 2012 S.L. Parn Midrm Examinaion (100 ps) Par I. 30 poins 1. Dfin h Law of Diminishing Rurns (5 ps.) Incrasing on inpu, call i inpu x, holding all ohr inpus fixd, on vnuall runs ino h siuaion

More information

UNIT #5 EXPONENTIAL AND LOGARITHMIC FUNCTIONS

UNIT #5 EXPONENTIAL AND LOGARITHMIC FUNCTIONS Answr Ky Nam: Da: UNIT # EXPONENTIAL AND LOGARITHMIC FUNCTIONS Par I Qusions. Th prssion is quivaln o () () 6 6 6. Th ponnial funcion y 6 could rwrin as y () y y 6 () y y (). Th prssion a is quivaln o

More information

Institute of Actuaries of India

Institute of Actuaries of India Insiu of Acuaris of India ubjc CT3 Probabiliy and Mahmaical aisics Novmbr Examinaions INDICATIVE OLUTION Pag of IAI CT3 Novmbr ol. a sampl man = 35 sampl sandard dviaion = 36.6 b for = uppr bound = 35+*36.6

More information

Microscopic Flow Characteristics Time Headway - Distribution

Microscopic Flow Characteristics Time Headway - Distribution CE57: Traffic Flow Thory Spring 20 Wk 2 Modling Hadway Disribuion Microscopic Flow Characrisics Tim Hadway - Disribuion Tim Hadway Dfiniion Tim Hadway vrsus Gap Ahmd Abdl-Rahim Civil Enginring Dparmn,

More information

Chapter 9 Review Questions

Chapter 9 Review Questions Chapr 9 Rviw Qusions. Using h - modl, show ha if marks clar and agns hav raional xpcaions hn mporary shocks canno hav prsisn ffcs on oupu. If marks clar and agns hav raional xpcaions hn mporary produciviy

More information

CPSC 211 Data Structures & Implementations (c) Texas A&M University [ 259] B-Trees

CPSC 211 Data Structures & Implementations (c) Texas A&M University [ 259] B-Trees CPSC 211 Daa Srucurs & Implmnaions (c) Txas A&M Univrsiy [ 259] B-Trs Th AVL r and rd-black r allowd som variaion in h lnghs of h diffrn roo-o-laf pahs. An alrnaiv ida is o mak sur ha all roo-o-laf pahs

More information

Midterm exam 2, April 7, 2009 (solutions)

Midterm exam 2, April 7, 2009 (solutions) Univrsiy of Pnnsylvania Dparmn of Mahmaics Mah 26 Honors Calculus II Spring Smsr 29 Prof Grassi, TA Ashr Aul Midrm xam 2, April 7, 29 (soluions) 1 Wri a basis for h spac of pairs (u, v) of smooh funcions

More information

Solutions to End-of-Chapter Problems for Chapters 26 & 27 in Textbook

Solutions to End-of-Chapter Problems for Chapters 26 & 27 in Textbook Soluions o End-of-Chapr Problms for Chaprs 26 & 27 in Txbook Chapr 26. Answrs o hs Tru/Fals/Uncrain can b found in h wrin x of Chapr 26. I is lf o h sudn o drmin h soluions. 2. For his qusion kp in mind

More information

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to:

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to: Rfrncs Brnank, B. and I. Mihov (1998). Masuring monary policy, Quarrly Journal of Economics CXIII, 315-34. Blanchard, O. R. Proi (00). An mpirical characrizaion of h dynamic ffcs of changs in govrnmn spnding

More information

CHAPTER CHAPTER15. Financial Markets and Expectations. Prepared by: Fernando Quijano and Yvonn Quijano

CHAPTER CHAPTER15. Financial Markets and Expectations. Prepared by: Fernando Quijano and Yvonn Quijano Financial Marks and Prpard by: Frnando Quijano and Yvonn Quijano CHAPTER CHAPTER15 2006 Prnic Hall Businss Publishing Macroconomics, 4/ Olivir Blanchard Bond Prics and Bond Yilds Figur 15-1 U.S. Yild Curvs:

More information

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument Inrnaional Rsarch Journal of Applid Basic Scincs 03 Aailabl onlin a wwwirjabscom ISSN 5-838X / Vol 4 (): 47-433 Scinc Eplorr Publicaions On h Driais of Bssl Modifid Bssl Funcions wih Rspc o h Ordr h Argumn

More information

University of Kansas, Department of Economics Economics 911: Applied Macroeconomics. Problem Set 2: Multivariate Time Series Analysis

University of Kansas, Department of Economics Economics 911: Applied Macroeconomics. Problem Set 2: Multivariate Time Series Analysis Univrsiy of Kansas, Dparmn of Economics Economics 9: Applid Macroconomics Problm S : Mulivaria Tim Sris Analysis Unlss sad ohrwis, assum ha shocks (.g. g and µ) ar whi nois in h following qusions.. Considr

More information

ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER 11

ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER 11 8 Jun ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER SECTION : INCENTIVE COMPATABILITY Exrcis - Educaional Signaling A yp consulan has a marginal produc of m( ) = whr Θ = {,, 3} Typs ar uniformly disribud

More information

The Mundell-Fleming Model: Stochastic Dynamics

The Mundell-Fleming Model: Stochastic Dynamics 4 --------------------------------- Th Mundll-Flming Modl: Sochasic Dynamics Th Mundll-Flming modl, which is sill h workhors modl of inrnaional macroconomics, can now b cas in a sochasic framwork. Such

More information

4.1 The Uniform Distribution Def n: A c.r.v. X has a continuous uniform distribution on [a, b] when its pdf is = 1 a x b

4.1 The Uniform Distribution Def n: A c.r.v. X has a continuous uniform distribution on [a, b] when its pdf is = 1 a x b 4. Th Uniform Disribuion Df n: A c.r.v. has a coninuous uniform disribuion on [a, b] whn is pdf is f x a x b b a Also, b + a b a µ E and V Ex4. Suppos, h lvl of unblivabiliy a any poin in a Transformrs

More information

A MATHEMATICAL MODEL FOR NATURAL COOLING OF A CUP OF TEA

A MATHEMATICAL MODEL FOR NATURAL COOLING OF A CUP OF TEA MTHEMTICL MODEL FOR NTURL COOLING OF CUP OF TE 1 Mrs.D.Kalpana, 2 Mr.S.Dhvarajan 1 Snior Lcurr, Dparmn of Chmisry, PSB Polychnic Collg, Chnnai, India. 2 ssisan Profssor, Dparmn of Mahmaics, Dr.M.G.R Educaional

More information

The transition:transversion rate ratio vs. the T-ratio.

The transition:transversion rate ratio vs. the T-ratio. PhyloMah Lcur 8 by Dan Vandrpool March, 00 opics of Discussion ransiion:ransvrsion ra raio Kappa vs. ransiion:ransvrsion raio raio alculaing h xpcd numbr of subsiuions using marix algbra Why h nral im

More information

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 )

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 ) AR() Procss Th firs-ordr auorgrssiv procss, AR() is whr is WN(0, σ ) Condiional Man and Varianc of AR() Condiional man: Condiional varianc: ) ( ) ( Ω Ω E E ) var( ) ) ( var( ) var( σ Ω Ω Ω Ω E Auocovarianc

More information

CSE 245: Computer Aided Circuit Simulation and Verification

CSE 245: Computer Aided Circuit Simulation and Verification CSE 45: Compur Aidd Circui Simulaion and Vrificaion Fall 4, Sp 8 Lcur : Dynamic Linar Sysm Oulin Tim Domain Analysis Sa Equaions RLC Nwork Analysis by Taylor Expansion Impuls Rspons in im domain Frquncy

More information

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016 Applid Saisics and robabiliy for Enginrs, 6 h diion Ocobr 7, 6 CHATER Scion - -. a d. 679.. b. d. 88 c d d d. 987 d. 98 f d.. Thn, = ln. =. g d.. Thn, = ln.9 =.. -7. a., by symmry. b.. d...6. 7.. c...

More information

Chapter 3: Fourier Representation of Signals and LTI Systems. Chih-Wei Liu

Chapter 3: Fourier Representation of Signals and LTI Systems. Chih-Wei Liu Chapr 3: Fourir Rprsnaion of Signals and LTI Sysms Chih-Wi Liu Oulin Inroducion Complx Sinusoids and Frquncy Rspons Fourir Rprsnaions for Four Classs of Signals Discr-im Priodic Signals Fourir Sris Coninuous-im

More information

A Condition for Stability in an SIR Age Structured Disease Model with Decreasing Survival Rate

A Condition for Stability in an SIR Age Structured Disease Model with Decreasing Survival Rate A Condiion for abiliy in an I Ag rucurd Disas Modl wih Dcrasing urvival a A.K. upriana, Edy owono Dparmn of Mahmaics, Univrsias Padjadjaran, km Bandung-umng 45363, Indonsia fax: 6--7794696, mail: asupria@yahoo.com.au;

More information

Charging of capacitor through inductor and resistor

Charging of capacitor through inductor and resistor cur 4&: R circui harging of capacior hrough inducor and rsisor us considr a capacior of capacianc is conncd o a D sourc of.m.f. E hrough a rsisr of rsisanc R, an inducor of inducanc and a y K in sris.

More information

Let s look again at the first order linear differential equation we are attempting to solve, in its standard form:

Let s look again at the first order linear differential equation we are attempting to solve, in its standard form: Th Ingraing Facor Mhod In h prvious xampls of simpl firs ordr ODEs, w found h soluions by algbraically spara h dpndn variabl- and h indpndn variabl- rms, and wri h wo sids of a givn quaion as drivaivs,

More information

Boyce/DiPrima 9 th ed, Ch 2.1: Linear Equations; Method of Integrating Factors

Boyce/DiPrima 9 th ed, Ch 2.1: Linear Equations; Method of Integrating Factors Boc/DiPrima 9 h d, Ch.: Linar Equaions; Mhod of Ingraing Facors Elmnar Diffrnial Equaions and Boundar Valu Problms, 9 h diion, b William E. Boc and Richard C. DiPrima, 009 b John Wil & Sons, Inc. A linar

More information

Poisson process Markov process

Poisson process Markov process E2200 Quuing hory and lraffic 2nd lcur oion proc Markov proc Vikoria Fodor KTH Laboraory for Communicaion nwork, School of Elcrical Enginring 1 Cour oulin Sochaic proc bhind quuing hory L2-L3 oion proc

More information

Double Slits in Space and Time

Double Slits in Space and Time Doubl Slis in Sac an Tim Gorg Jons As has bn ror rcnly in h mia, a am l by Grhar Paulus has monsra an inrsing chniqu for ionizing argon aoms by using ulra-shor lasr ulss. Each lasr uls is ffcivly on an

More information

Transfer function and the Laplace transformation

Transfer function and the Laplace transformation Lab No PH-35 Porland Sa Univriy A. La Roa Tranfr funcion and h Laplac ranformaion. INTRODUTION. THE LAPLAE TRANSFORMATION L 3. TRANSFER FUNTIONS 4. ELETRIAL SYSTEMS Analyi of h hr baic paiv lmn R, and

More information

Methodology for Analyzing State Tax Policy By Orphe Pierre Divounguy, PhD, Revised by Andrew J. Kidd, PhD (May 2018)

Methodology for Analyzing State Tax Policy By Orphe Pierre Divounguy, PhD, Revised by Andrew J. Kidd, PhD (May 2018) Mhodology for Analyzing Sa Tax Policy By Orph Pirr Divounguy, PhD, Rvisd by Andrw J. Kidd, PhD (May 2018) Inroducion To analyz how changs o ax policy impacs no only govrnmn rvnus bu also conomic aciviy

More information

The Optimal Timing of Transition to New Environmental Technology in Economic Growth

The Optimal Timing of Transition to New Environmental Technology in Economic Growth h Opimal iming of ransiion o Nw Environmnal chnology in Economic Growh h IAEE Europan Confrnc 7- Spmbr, 29 Vinna, Ausria Akira AEDA and akiko NAGAYA yoo Univrsiy Background: Growh and h Environmn Naural

More information

Foreign Exchange Reserves and Inflation: An Empirical Study of Five East Asian Economies

Foreign Exchange Reserves and Inflation: An Empirical Study of Five East Asian Economies Th Empirical Economics Lrs, 8(5): (May 009) ISSN 68 8997 Forign Exchang Rsrvs and Inlaion: An Empirical Sudy o Fiv Eas Asian Economis Mi-Yin Lin * Dparmn o Economics, Shih Hsin Univrsiy, Taiwan Ju-Shyan

More information

Physics 160 Lecture 3. R. Johnson April 6, 2015

Physics 160 Lecture 3. R. Johnson April 6, 2015 Physics 6 Lcur 3 R. Johnson April 6, 5 RC Circui (Low-Pass Filr This is h sam RC circui w lookd a arlir h im doma, bu hr w ar rsd h frquncy rspons. So w pu a s wav sad of a sp funcion. whr R C RC Complx

More information

Voltage v(z) ~ E(z)D. We can actually get to this wave behavior by using circuit theory, w/o going into details of the EM fields!

Voltage v(z) ~ E(z)D. We can actually get to this wave behavior by using circuit theory, w/o going into details of the EM fields! Considr a pair of wirs idal wirs ngh >, say, infinily long olag along a cabl can vary! D olag v( E(D W can acually g o his wav bhavior by using circui hory, w/o going ino dails of h EM filds! Thr

More information

Final Exam : Solutions

Final Exam : Solutions Comp : Algorihm and Daa Srucur Final Exam : Soluion. Rcuriv Algorihm. (a) To bgin ind h mdian o {x, x,... x n }. Sinc vry numbr xcp on in h inrval [0, n] appar xacly onc in h li, w hav ha h mdian mu b

More information

whereby we can express the phase by any one of the formulas cos ( 3 whereby we can express the phase by any one of the formulas

whereby we can express the phase by any one of the formulas cos ( 3 whereby we can express the phase by any one of the formulas Third In-Class Exam Soluions Mah 6, Profssor David Lvrmor Tusday, 5 April 07 [0] Th vrical displacmn of an unforcd mass on a spring is givn by h 5 3 cos 3 sin a [] Is his sysm undampd, undr dampd, criically

More information

7.4 QUANTUM MECHANICAL TREATMENT OF FLUCTUATIONS *

7.4 QUANTUM MECHANICAL TREATMENT OF FLUCTUATIONS * Andri Tokmakoff, MIT Dparmn of Chmisry, 5/19/5 7-11 7.4 QUANTUM MECANICAL TREATMENT OF FLUCTUATIONS * Inroducion and Prviw Now h origin of frquncy flucuaions is inracions of our molcul (or mor approprialy

More information

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT [Typ x] [Typ x] [Typ x] ISSN : 974-7435 Volum 1 Issu 24 BioTchnology 214 An Indian Journal FULL PAPE BTAIJ, 1(24), 214 [15197-1521] A sag-srucurd modl of a singl-spcis wih dnsiy-dpndn and birh pulss LI

More information

Chapter 13 Aggregate Supply

Chapter 13 Aggregate Supply Chaptr 13 Aggrgat Supply 0 1 Larning Objctivs thr modls of aggrgat supply in which output dpnds positivly on th pric lvl in th short run th short-run tradoff btwn inflation and unmploymnt known as th Phillips

More information

Chapter 17 Handout: Autocorrelation (Serial Correlation)

Chapter 17 Handout: Autocorrelation (Serial Correlation) Chapr 7 Handou: Auocorrlaion (Srial Corrlaion Prviw Rviw o Rgrssion Modl o Sandard Ordinary Las Squars Prmiss o Esimaion Procdurs Embddd wihin h Ordinary Las Squars (OLS Esimaion Procdur o Covarianc and

More information

Elementary Differential Equations and Boundary Value Problems

Elementary Differential Equations and Boundary Value Problems Elmnar Diffrnial Equaions and Boundar Valu Problms Boc. & DiPrima 9 h Ediion Chapr : Firs Ordr Diffrnial Equaions 00600 คณ ตศาสตร ว ศวกรรม สาขาว ชาว ศวกรรมคอมพ วเตอร ป การศ กษา /55 ผศ.ดร.อร ญญา ผศ.ดร.สมศ

More information

On the Speed of Heat Wave. Mihály Makai

On the Speed of Heat Wave. Mihály Makai On h Spd of Ha Wa Mihály Maai maai@ra.bm.hu Conns Formulaion of h problm: infini spd? Local hrmal qulibrium (LTE hypohsis Balanc quaion Phnomnological balanc Spd of ha wa Applicaion in plasma ranspor 1.

More information

Lecture 2: Current in RC circuit D.K.Pandey

Lecture 2: Current in RC circuit D.K.Pandey Lcur 2: urrn in circui harging of apacior hrough Rsisr L us considr a capacior of capacianc is conncd o a D sourc of.m.f. E hrough a rsisr of rsisanc R and a ky K in sris. Whn h ky K is swichd on, h charging

More information

EXERCISE - 01 CHECK YOUR GRASP

EXERCISE - 01 CHECK YOUR GRASP DIFFERENTIAL EQUATION EXERCISE - CHECK YOUR GRASP 7. m hn D() m m, D () m m. hn givn D () m m D D D + m m m m m m + m m m m + ( m ) (m ) (m ) (m + ) m,, Hnc numbr of valus of mn will b. n ( ) + c sinc

More information

General Article Application of differential equation in L-R and C-R circuit analysis by classical method. Abstract

General Article Application of differential equation in L-R and C-R circuit analysis by classical method. Abstract Applicaion of Diffrnial... Gnral Aricl Applicaion of diffrnial uaion in - and C- circui analysis by classical mhod. ajndra Prasad gmi curr, Dparmn of Mahmaics, P.N. Campus, Pokhara Email: rajndraprasadrgmi@yahoo.com

More information

Chapter 5 The Laplace Transform. x(t) input y(t) output Dynamic System

Chapter 5 The Laplace Transform. x(t) input y(t) output Dynamic System EE 422G No: Chapr 5 Inrucor: Chung Chapr 5 Th Laplac Tranform 5- Inroducion () Sym analyi inpu oupu Dynamic Sym Linar Dynamic ym: A procor which proc h inpu ignal o produc h oupu dy ( n) ( n dy ( n) +

More information

The Open Economy in the Short Run

The Open Economy in the Short Run Economics 442 Mnzi D. Chinn Spring 208 Social Scincs 748 Univrsity of Wisconsin-Madison Th Opn Economy in th Short Run This st of nots outlins th IS-LM modl of th opn conomy. First, it covrs an accounting

More information

Demand Shocks, Credibility and Macroeconomic Dynamics

Demand Shocks, Credibility and Macroeconomic Dynamics Dmand Shocks, Crdibiliy and Macroconomic Dynamics José García-Solans* and Carmn Marín-Marínz** Univrsidad d Murcia Jun 2013 Absrac: In his papr w build and simula an opn macroconomic modl o invsiga h dynamic

More information

Phys463.nb Conductivity. Another equivalent definition of the Fermi velocity is

Phys463.nb Conductivity. Another equivalent definition of the Fermi velocity is 39 Anohr quival dfiniion of h Fri vlociy is pf vf (6.4) If h rgy is a quadraic funcion of k H k L, hs wo dfiniions ar idical. If is NOT a quadraic funcion of k (which could happ as will b discussd in h

More information

3(8 ) (8 x x ) 3x x (8 )

3(8 ) (8 x x ) 3x x (8 ) Scion - CHATER -. a d.. b. d.86 c d 8 d d.9997 f g 6. d. d. Thn, = ln. =. =.. d Thn, = ln.9 =.7 8 -. a d.6 6 6 6 6 8 8 8 b 9 d 6 6 6 8 c d.8 6 6 6 6 8 8 7 7 d 6 d.6 6 6 6 6 6 6 8 u u u u du.9 6 6 6 6 6

More information

2.1. Differential Equations and Solutions #3, 4, 17, 20, 24, 35

2.1. Differential Equations and Solutions #3, 4, 17, 20, 24, 35 MATH 5 PS # Summr 00.. Diffrnial Equaions and Soluions PS.# Show ha ()C #, 4, 7, 0, 4, 5 ( / ) is a gnral soluion of h diffrnial quaion. Us a compur or calculaor o skch h soluions for h givn valus of h

More information

4.3 Design of Sections for Flexure (Part II)

4.3 Design of Sections for Flexure (Part II) Prsrssd Concr Srucurs Dr. Amlan K Sngupa and Prof. Dvdas Mnon 4. Dsign of Scions for Flxur (Par II) This scion covrs h following opics Final Dsign for Typ Mmrs Th sps for Typ 1 mmrs ar xplaind in Scion

More information

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018 DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS Aoc. Prof. Dr. Burak Kllci Spring 08 OUTLINE Th Laplac Tranform Rgion of convrgnc for Laplac ranform Invr Laplac ranform Gomric valuaion

More information

B) 25y e. 5. Find the second partial f. 6. Find the second partials (including the mixed partials) of

B) 25y e. 5. Find the second partial f. 6. Find the second partials (including the mixed partials) of Sampl Final 00 1. Suppos z = (, y), ( a, b ) = 0, y ( a, b ) = 0, ( a, b ) = 1, ( a, b ) = 1, and y ( a, b ) =. Thn (a, b) is h s is inconclusiv a saddl poin a rlaiv minimum a rlaiv maimum. * (Classiy

More information

Discussion 06 Solutions

Discussion 06 Solutions STAT Discussion Soluions Spring 8. Th wigh of fish in La Paradis follows a normal disribuion wih man of 8. lbs and sandard dviaion of. lbs. a) Wha proporion of fish ar bwn 9 lbs and lbs? æ 9-8. - 8. P

More information

3. The Rational Expectations Revolution

3. The Rational Expectations Revolution Poliicas macroconomicas, handou, Migul Lbr d Frias (mlbrdfrias@gmail.com) 3. Th Raional Expcaions Rvoluion Indx: 3. Th Raional Expcaions Rvoluion... 3. Inroducion...3 3.2 Th workr misprcpion modl...4 3.2.

More information

H is equal to the surface current J S

H is equal to the surface current J S Chapr 6 Rflcion and Transmission of Wavs 6.1 Boundary Condiions A h boundary of wo diffrn mdium, lcromagnic fild hav o saisfy physical condiion, which is drmind by Maxwll s quaion. This is h boundary condiion

More information

A THREE COMPARTMENT MATHEMATICAL MODEL OF LIVER

A THREE COMPARTMENT MATHEMATICAL MODEL OF LIVER A THREE COPARTENT ATHEATICAL ODEL OF LIVER V. An N. Ch. Paabhi Ramacharyulu Faculy of ahmaics, R D collgs, Hanamonda, Warangal, India Dparmn of ahmaics, Naional Insiu of Tchnology, Warangal, India E-ail:

More information

Decomposing the relationship between international bond markets

Decomposing the relationship between international bond markets Dcomposing h rlaionship bwn inrnaional bond marks Andrw Clar and Ilias Lkkos 1 1. Inroducion Th corrlaions bwn major ass classs ar of concrn and inrs o monary auhoriis and financial rgulaors alik h ponial

More information

Principles of Humidity Dalton s law

Principles of Humidity Dalton s law Principls of Humidity Dalton s law Air is a mixtur of diffrnt gass. Th main gas componnts ar: Gas componnt volum [%] wight [%] Nitrogn N 2 78,03 75,47 Oxygn O 2 20,99 23,20 Argon Ar 0,93 1,28 Carbon dioxid

More information

Chapter 14 Aggregate Supply and the Short-run Tradeoff Between Inflation and Unemployment

Chapter 14 Aggregate Supply and the Short-run Tradeoff Between Inflation and Unemployment Chaptr 14 Aggrgat Supply and th Short-run Tradoff Btwn Inflation and Unmploymnt Modifid by Yun Wang Eco 3203 Intrmdiat Macroconomics Florida Intrnational Univrsity Summr 2017 2016 Worth Publishrs, all

More information

Inflation and Unemployment

Inflation and Unemployment C H A P T E R 13 Aggrgat Supply and th Short-run Tradoff Btwn Inflation and Unmploymnt MACROECONOMICS SIXTH EDITION N. GREGORY MANKIW PowrPoint Slids by Ron Cronovich 2008 Worth Publishrs, all rights rsrvd

More information

Routing in Delay Tolerant Networks

Routing in Delay Tolerant Networks Rouing in Dlay Tolran Nworks Primary Rfrnc: S. Jain K. Fall and R. Para Rouing in a Dlay Tolran Nwork SIGCOMM 04 Aug. 30-Sp. 3 2004 Porland Orgon USA Sudn lcur by: Soshan Bali (748214) mail : sbali@ic.ku.du

More information

a dt a dt a dt dt If 1, then the poles in the transfer function are complex conjugates. Let s look at f t H t f s / s. So, for a 2 nd order system:

a dt a dt a dt dt If 1, then the poles in the transfer function are complex conjugates. Let s look at f t H t f s / s. So, for a 2 nd order system: Undrdamd Sysms Undrdamd Sysms nd Ordr Sysms Ouu modld wih a nd ordr ODE: d y dy a a1 a0 y b f If a 0 0, hn: whr: a d y a1 dy b d y dy y f y f a a a 0 0 0 is h naural riod of oscillaion. is h daming facor.

More information

4. Money cannot be neutral in the short-run the neutrality of money is exclusively a medium run phenomenon.

4. Money cannot be neutral in the short-run the neutrality of money is exclusively a medium run phenomenon. PART I TRUE/FALSE/UNCERTAIN (5 points ach) 1. Lik xpansionary montary policy, xpansionary fiscal policy rturns output in th mdium run to its natural lvl, and incrass prics. Thrfor, fiscal policy is also

More information

UNSTEADY FLOW OF A FLUID PARTICLE SUSPENSION BETWEEN TWO PARALLEL PLATES SUDDENLY SET IN MOTION WITH SAME SPEED

UNSTEADY FLOW OF A FLUID PARTICLE SUSPENSION BETWEEN TWO PARALLEL PLATES SUDDENLY SET IN MOTION WITH SAME SPEED 006-0 Asian Rsarch Publishing work (ARP). All righs rsrvd. USTEADY FLOW OF A FLUID PARTICLE SUSPESIO BETWEE TWO PARALLEL PLATES SUDDELY SET I MOTIO WITH SAME SPEED M. suniha, B. Shankr and G. Shanha 3

More information

The Overlapping Generations growth model. of Blanchard and Weil

The Overlapping Generations growth model. of Blanchard and Weil 1 / 35 Th Ovrlapping Gnraions growh modl of Blanchard and Wil Novmbr 15, 2015 Alcos Papadopoulos PhD Candida Dparmn of Economics Ahns Univrsiy of Economics and Businss papadopalx@aub.gr I prsn a daild

More information

Modeling Inflation Expectations: The Case of Iran

Modeling Inflation Expectations: The Case of Iran Modling Inflaion Expcaions: Th Cas of Iran Dissraion zur Erlangung ds Grads Dokor dr Wirschafswissnschaf (Dr. rr. pol.) dr Jurisischn und Wirschafswissnschaflichn Fakulä dr Marin-Luhr-Univrsiä Hall-Winbrg

More information

Taylor Principle Supplements the Fisher Effect: Empirical Investigation under the US Context

Taylor Principle Supplements the Fisher Effect: Empirical Investigation under the US Context Taylor Principl Supplmns h Fishr Effc: Empirical Invsigaion undr h US Conx Mohammd Saiful ISLAM Mohammad Hasma ALI 2 ABSTRACT This papr rviws h shor- and long-run dynamics of inrs ra and inflaion of h

More information

Monetary Policy and Exchange Rate Overshooting in Iran

Monetary Policy and Exchange Rate Overshooting in Iran Inrnaional Economic Sudis Vol. 44, No. 1, Spring & Summr 2014 pp. 67-74 Rcivd: 15-10-2013 Accpd: 12-05-2014 Monary Policy and Exchang Ra Ovrshooing in Iran Hosin Sharifi-Rnani * Dparmn of Economics, Khorasgan

More information

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues Boy/DiPrima 9 h d Ch 7.8: Rpad Eignvalus Elmnary Diffrnial Equaions and Boundary Valu Problms 9 h diion by William E. Boy and Rihard C. DiPrima 9 by John Wily & Sons In. W onsidr again a homognous sysm

More information

5. An object moving along an x-coordinate axis with its scale measured in meters has a velocity of 6t

5. An object moving along an x-coordinate axis with its scale measured in meters has a velocity of 6t AP CALCULUS FINAL UNIT WORKSHEETS ACCELERATION, VELOCTIY AND POSITION In problms -, drmin h posiion funcion, (), from h givn informaion.. v (), () = 5. v ()5, () = b g. a (), v() =, () = -. a (), v() =

More information

dr Bartłomiej Rokicki Chair of Macroeconomics and International Trade Theory Faculty of Economic Sciences, University of Warsaw

dr Bartłomiej Rokicki Chair of Macroeconomics and International Trade Theory Faculty of Economic Sciences, University of Warsaw dr Bartłomij Rokicki Chair of Macroconomics and Intrnational Trad Thory Faculty of Economic Scincs, Univrsity of Warsaw dr Bartłomij Rokicki Opn Economy Macroconomics Small opn conomy. Main assumptions

More information

Part I: Short Answer [50 points] For each of the following, give a short answer (2-3 sentences, or a formula). [5 points each]

Part I: Short Answer [50 points] For each of the following, give a short answer (2-3 sentences, or a formula). [5 points each] Soluions o Midrm Exam Nam: Paricl Physics Fall 0 Ocobr 6 0 Par I: Shor Answr [50 poins] For ach of h following giv a shor answr (- snncs or a formula) [5 poins ach] Explain qualiaivly (a) how w acclra

More information

Gerhard Illing Script: Money - Theory and Practise

Gerhard Illing Script: Money - Theory and Practise Grhard Illing Scrip: Mony - hory and Pracis Spring 212 Par 2-2 Inracion bwn Monary and Fiscal Policy: Aciv and Passiv Monary Rgims Up o now, w lookd a a vry sylizd horical modl, rying o undrsand mchanisms

More information

Chapter 12 Introduction To The Laplace Transform

Chapter 12 Introduction To The Laplace Transform Chapr Inroducion To Th aplac Tranorm Diniion o h aplac Tranorm - Th Sp & Impul uncion aplac Tranorm o pciic uncion 5 Opraional Tranorm Applying h aplac Tranorm 7 Invr Tranorm o Raional uncion 8 Pol and

More information

Brief Introduction to Statistical Mechanics

Brief Introduction to Statistical Mechanics Brif Introduction to Statistical Mchanics. Purpos: Ths nots ar intndd to provid a vry quick introduction to Statistical Mchanics. Th fild is of cours far mor vast than could b containd in ths fw pags.

More information

DP2003/05 Learning process and rational expectations: an analysis using a small macroeconomic model for New Zealand. Olivier Basdevant.

DP2003/05 Learning process and rational expectations: an analysis using a small macroeconomic model for New Zealand. Olivier Basdevant. DP2003/05 Larning procss and raional xpcaions: an analysis using a small macroconomic modl for Nw Zaland Olivir Basdvan May 2003 JEL classificaion: C53, E3, E52 Discussion Papr Sris DP2003/05 Larning procss

More information

Logistic equation of Human population growth (generalization to the case of reactive environment).

Logistic equation of Human population growth (generalization to the case of reactive environment). Logisic quaion of Human populaion growh gnralizaion o h cas of raciv nvironmn. Srg V. Ershkov Insiu for Tim aur Exploraions M.V. Lomonosov's Moscow Sa Univrsi Lninski gor - Moscow 999 ussia -mail: srgj-rshkov@andx.ru

More information

Journal of Applied Science and Agriculture

Journal of Applied Science and Agriculture Journal of Applid Scinc and Agriculur, 93 March 2014, Pags: 1066-1070 AENS Journals Journal of Applid Scinc and Agriculur SSN 1816-9112 Journal hom pag: www.ansiwb.com/jasa/indx.hml h Opimal ax Ra in Middl

More information

Wave Equation (2 Week)

Wave Equation (2 Week) Rfrnc Wav quaion ( Wk 6.5 Tim-armonic filds 7. Ovrviw 7. Plan Wavs in Losslss Mdia 7.3 Plan Wavs in Loss Mdia 7.5 Flow of lcromagnic Powr and h Poning Vcor 7.6 Normal Incidnc of Plan Wavs a Plan Boundaris

More information

Measuring the NAIRU: Evidence from the European Union, USA and Japan

Measuring the NAIRU: Evidence from the European Union, USA and Japan Inrnaional Rsarch Journal of Financ and Economics ISSN 10- Issu 1 (00) EuroJournals Publishing, Inc. 00 hp://www.urojournals.com/financ.hm Masuring h : Evidnc from h Europan Union, USA and Japan Gorg Sphanids

More information

3.9 Carbon Contamination & Fractionation

3.9 Carbon Contamination & Fractionation 3.9 arbon onaminaion & Fracionaion Bcaus h raio / in a sampl dcrass wih incrasing ag - du o h coninuous dcay of - a small addd impuriy of modrn naural carbon causs a disproporionaly larg shif in ag. (

More information

SOLUTIONS. 1. Consider two continuous random variables X and Y with joint p.d.f. f ( x, y ) = = = 15. Stepanov Dalpiaz

SOLUTIONS. 1. Consider two continuous random variables X and Y with joint p.d.f. f ( x, y ) = = = 15. Stepanov Dalpiaz STAT UIUC Pracic Problms #7 SOLUTIONS Spanov Dalpiaz Th following ar a numbr of pracic problms ha ma b hlpful for compling h homwor, and will lil b vr usful for suding for ams.. Considr wo coninuous random

More information

Chemistry 988 Part 1

Chemistry 988 Part 1 Chmisry 988 Par 1 Radiaion Dcion & Masurmn Dp. of Chmisry --- Michigan Sa Univ. aional Suprconducing Cycloron Lab DJMorrissy Spring/2oo9 Cours informaion can b found on h wbsi: hp://www.chmisry.msu.du/courss/cm988uclar/indx.hml

More information

Section. Problem Representation. Substation. Protection Device. protection equipments. Substation. Client. EPDS divided in blocks connected by

Section. Problem Representation. Substation. Protection Device. protection equipments. Substation. Client. EPDS divided in blocks connected by HIERARCHICAL MULTIPLE CRITERIA OPTIMIZATION OF MAINTENANCE ACTIVITIES ON POWER DISTRIBUTION NETWORKS Problm Rprsaion EPDS comprising: Subsaions, primary nworks, scondary, nworks; Fdrs (cabls, lins, pols,

More information

LaPlace Transform in Circuit Analysis

LaPlace Transform in Circuit Analysis LaPlac Tranform in Circui Analyi Obciv: Calcula h Laplac ranform of common funcion uing h dfiniion and h Laplac ranform abl Laplac-ranform a circui, including componn wih non-zro iniial condiion. Analyz

More information

A SWITCH CRITERION FOR DEFINED CONTRIBUTION PENSION SCHEMES

A SWITCH CRITERION FOR DEFINED CONTRIBUTION PENSION SCHEMES A SWTCH CTEON O DENED CONTBUTON PENSON HEMES Bas Ars CP Via al Collgio 3 14 Moncaliri (TO, aly Tl +39 11 644 ax +39 11 64368 E-mail: bas_ars@yahoo.com Elna Vigna Univrsià di Torino Diparimno di Saisica

More information

10. If p and q are the lengths of the perpendiculars from the origin on the tangent and the normal to the curve

10. If p and q are the lengths of the perpendiculars from the origin on the tangent and the normal to the curve 0. If p and q ar h lnghs of h prpndiculars from h origin on h angn and h normal o h curv + Mahmaics y = a, hn 4p + q = a a (C) a (D) 5a 6. Wha is h diffrnial quaion of h family of circls having hir cnrs

More information