Quality of Imports Relative to Exports, and the Transmission of Sustained Growth through the Terms of Trade

Size: px
Start display at page:

Download "Quality of Imports Relative to Exports, and the Transmission of Sustained Growth through the Terms of Trade"

Transcription

1 Qualy of Impors Relave o Expors, and he Transmsson of Susaned Growh hrough he Terms of Trade Carmen D. Álvarez-Albelo Unversdad de La Laguna and CREB Móna Pgem-Vgo Unversa de Barelona and CREB ABSTRACT: Ths paper shows ha an eonomy an mpor susaned growh from abroad, n spe of no possessng mehansms o absorb foregn ehnal progress. To do ha, develops a wo-ounry model of exogenous growh wh nvesmen-spef ehnologal hange. In auary, one ounry enjoys perpeual growh, whle he oher eonomy remans sagnan. In he rade suaon, he erms of rade beome nreasngly favourable o he sagnan eonomy, whh resuls n he ransmsson of growh. The onnuous mprovemen n he qualy of mpored apal goods relave o expored onsumpon goods s he reason why hs ours. Moreover, ounres onverge n per apa nome f rade s haraersed by nomplee spealsaon. KEY WORDS: rade; erms of rade; qualy-adjused pres; growh ransmsson; onvergene JEL CLASSIFICATION: F43, O33, O4 RUNNING TITLE: Transmsson of Susaned Growh hrough he Terms of Trade Correspondene: Deparamen de Teora Eonóma, Esola d Empresarals, Unversa de Barelona, Avnguda Dagonal, 696, Barelona, Span. Tel. (34) ; fax: (34) ; e-mal: pgem@ub.edu. We are deeply ndebed o Fernando Perera for hs ommens. We anowledge fnanal suppor from Mnsero de Cena y Tenología (SEC ). The usual dslamer apples.

2 . Inroduon The leraure lnng eonom growh wh nernaonal rade has manly foused on he dffuson of ehnology or nowledge. To hs respe, reen empral evdene has shown ha he man soures of ehnal hange leadng o produvy growh ome from overseas (e.g. Coe, e. al., 997; Keller, 00). As repored by Keller (004), he leraure has largely onenraed on sudyng ehnologal spllovers as a mehansm of dffuson. A less developed ounry an drely learn from blueprns and desgns ha have been generaed abroad, and ndrely learn from he ehnology emboded n mpored npus. Ths learnng nreases ounry s so of nowledge and, hene, he produvy of s nvenve avy and/or of s worers. Ths vew mples ha ounres possess mehansms, as R&D seor and/or some ype of learnng proess, o absorb foregn ehnal hange. However, he resul obaned by Dewer and Morrson (986) suggess ha he aess o lower pres may also onsue a way of mporng foregn produvy gans. More onreely, hey developed an empral model based on ndex numbers, and proved ha an nrease n he pre of expors relave o mpors has he same effe as an nrease n oal faor produvy (TFP). One ould argue ha, pung smple, an mprovemen n he erms of rade perms o ge more nermedae or apal goods by less, for nsane, onsumpon goods. Ths nrease n npus rases produvy and physal apal aumulaon and, hene, he growh rae of oupu. In hs ase, he exsene of absorpon mehansms would no be neessary for ehnology dffuson o ae plae, sne nowledge s emboded n mpored goods. Emboded ehnal progress onnuously hanges goods feaures, mang hem more produve. Therefore, auses

3 he need for properly defnng pres. Noe ha, holdng quanes onsan, an mprovemen n he qualy of mpored goods relave o expored goods amouns o an mprovemen n he erms of rade. Thus, pres mus be defned per qualy or effeny un, nsead of per quany un. Ths paper s onerned wh he nernaonal dssemnaon of ehnology n absene of any nd of absorpon mehansm. More spefally, goes furher han Dewer and Morrson (986), and poses he followng queson: mgh erms of rade movemens a as he sole engne of growh for a ounry? An affrmave answer would mply ha he effes of free rade on growh ould be powerful enough o ae an eonomy ou of sagnaon. A smple wo-ounry model of exogenous growh and rade s developed o offer a heoreal answer o hs queson. Sne he paper fouses on long run growh, he analyss s lmed o he long run equlbrum. The sruure of he model s as follows. Counres produe wo poenally raded fnal goods, apal good and onsumpon good, usng apal and labour as faor npus. The eonomes only dffer n her nal endowmen of apal and he qualy of he apal good. More spefally, he qualy of apal permanenly upgrades n one of he ounres (ounry ), whle holds onsan n he oher eonomy (ounry ). The qualy of onsumpon good n ounry and boh goods n ounry are denal and reman onsan over me. Therefore, ehnologal progress n ounry s nvesmenspef or emboded n apal. Thus, apal faor n he model s undersood as he Solow (960) jelly apal, and s measured n qualy or effeny uns. In auary, ounry enjoys permanen growh, whle ounry remans sagnan n he long run. The hanges n relave qualy of goods wll deermne he omparave 3

4 advanage of ounres. Counry and evenually have omparave advanage n he produon of apal and onsumpon good, respevely. The rade suaon may be haraersed by omplee spealzaon of ounres, or by nomplee spealzaon of ounry. In eher ase, he erms of rade beome nreasngly favourable o ounry, whh resuls n he ransmsson of susaned growh. The reason s ha permanen rases n he erms of rade preven he value of he margnal produvy of apal from delnng n ounry, n spe of dereasng margnal produvy of apal. The fndngs also show ha he omsson of relave qualy hanges may lead o wrong onlusons when denfyng he hannels hrough whh rade operaes n mpang growh. If relave qualy hanges n he model were gnored, nernaonal relave pres per quany un would be onsdered as he erms of rade. Sne hese pres beome onsan and ounres mpors and expors n quany uns permanenly nrease, one would onlude ha rade operaes va rade volume. An aurae reamen of qualy would reveal ha ounry s erms of rade permanenly mprove and, hene, ha rade operaes va relave pres. Furhermore, under nomplee spealzaon he world eonomy behaves as an negraed eonomy, and ounres onverge n per apa nome. Several empral and heoreal sudes have also arrved o he onluson ha free rade promoes onvergene (e.g. Ben-Davd and Kmh, 004; Ben-Davd and Loewy, 003). Ths resul n hese heoreal sudes les on he exsene of mehansms o absorb foregn ehnology. The fndng from hs model, however, s enrely due o movemens n relave pres. 4

5 Whle he mprovemen n he qualy of goods has been already reaed n he heoreal leraure on growh and rade, he possbly of growh ransmsson hrough he erms of rade has been relegaed o a seond plane. The reason mgh be relaed o he resuls n he empral leraure ndang a deeroraon of less developed ounres erms of rade (e.g. Sarar and Snger, 99; Hwang and Wllamson, 003). However, alhough hs s a well-esablshed resul for hese ounres as a group, fals o hold for some eonomes (Auhoorola, 998 and 000). The debae on developng ounres erms of rade s no losed a all. In hs regard, Ahuorala (993) emphassed he unrelably of un value ndexes as ndaors of genune pre movemens, sne hey are nfluened by hanges n he qualy of goods. Due o he la of suable sasal nformaon, researhers are resred o usng hs ype of ndex. Therefore, her fndngs refer o pres per quany un, and no o he rue erms of rade. A proper adjusmen of nernaonal pres for hanges n qualy beomes rual when ounres rade n apal goods. A srand of he leraure has found srong suppor for a posve effe of rade on growh hrough nvesmen (e.g. Jones, 994; Lee, 995; Harrson, 996). The presene of ehnologal hange emboded n apal as Several heoreal wors have onenraed on analysng rade beween developed eonomes (e.g. Rvera-Báz and Romer, 99). Oher sudes have shown ha qualy upgradng n advaned eonomes may have he effe of leavng less developed ounres ou of nernaonal mares (e.g. Murphy and Shlefer, 997; Fan, 004). Noneheless, hs ssue has been wdely analysed from an empral pon of vew. See, for example, Kohl (004). Some publ sasal agenes, as he Ameran Bureau of Labor Sass (BLS), have made a onsderable effor n provdng researhers wh qualy-adjused nernaonal pres. However, hese daases do no nlude nformaon for less developed ounres. 5

6 amplfyng hs posve effe. Reen empral sudes have found a onrbuon of nvesmen-spef ehnal progress o TFP as hgh as sxy per en (Greenwood e al.,997; Cummns and Volane, 00; Saellars and Wlson, 004). In lgh of hese fndngs, he ransmsson of susaned growh hrough he erms of rade seems more han jus a heoreal possbly. Of ourse, a rgorous empral analyss s needed o deermne o wha exen he ype of phenomenon desrbed here has aen plae n less developed eonomes. The remander of hs paper s organsed as follows. Seon desrbes he model and oulnes agen s desons. Seon 3 haraerses he auary equlbrum. Seon 4 analyses he rade suaon. Seon 5 summarses and onludes. Lasly, hree appendxes onan some deals on alulaons.. The Model and Agens Desons Ths seon desrbes he bas sruure of he model and oulnes agens desons... The Envronmen The world eonomy s modelled as onssng of wo large ounres, =,. Tme s onnuous and endless. There are wo ypes of agens: frms and households. As s usual, agens have perfe foresgh. All mares n boh eonomes are ompeve, and nernaonal faor flows are no allowed. Eah ounry produes wo poenally raded fnal goods: a onsumpon good, and a apal good. Counres are nhabed by a onnuum of denal households ha s normalsed o one. There s no populaon growh. Households are endowed wh one un of me a every perod ha an only be alloaed o wor. These assumpons mply ha he 6

7 populaon amouns o he labour fore of he eonomes, and ha varables are expressed n per apa erms. Capal and Consumpon Good Seors Eah seor s omposed of a onnuum of measured one of denal frms. The nex expresson summarzes he assumpons on produon ehnologes: Capal Good Seor Consumpon Good Seor ϕ γ γ ϕ ( ) ϕ ϕ = = y l, y l, y = q y, y = q y, q = e > 0, q =, q = q =, () ϕ 0,, =,. From now on, sub-ndexes and wll denoe varables referred o apal and onsumpon good seor, respevely. Qualy s emboded n goods and, hene, he dfferene beween physal or quany uns and qualy or effeny uns maers. The wggle symbol (~) wll ndae ha he varable s measured n qualy uns. The quanes of apal and onsumpon good n ounry a me, y and y, are produed wh onsan reurns o sale Cobb-Douglas ehnologes. The produon funons use apal, ( ) and ( ), and labour, l and l, as faor npus. Faor nenses are assumed o be he same aross seors. The produon of goods n qualy uns or qualy-adjused oupu, ( ) y and y, omes from mulplyng qualy ndexes q and q ( ) by he respeve quanes. 7

8 In ounry q grows a an exogenous rae γ a eah perod, whle q, q and q reman onsan over me and ae he same value ha s normalsed o he un. Therefore, measuremen uns wll only be relevan for he apal good, sne he res of qualy ndexes are se equal o one. These assumpons mply ha ehnal hange n ounry s emboded n apal, and ha here s no ehnologal progress n ounry. The dfferene beween quany and qualy also maers for defnng relave pres of goods. In boh ounres he pre of a qualy un of onsumpon good s aen as numerary. 3 The pre of a physal un of apal a s denoed by p, whle one qualy un of apal oss p uns of onsumpon good. The relaonshp beween hese pres s: =. p p ( ) p p = q p p =, γ e () In he rade suaon super-ndex n pres wll dsappear, sne hey wll be deermned n nernaonal mares. A eah, frms reeve nome from sales and pay wages and nvesmen oss. Thus, NCF = p y p I w l ) and ne ash flows (NCFs) of frms are ( =, where I ( ) and I NCF y p I w l are apal good demands measured n physal uns (gross physal nvesmen), and w represens 8

9 he renal rae of labour or wage. I s assumed ha frms have a fxed number of equy shares ousandng ha s normalsed o one, and ha NCFs are pad ou as dvdends o he shareowners. 4 Therefore, he mare values of frms a me zero or pres per share a Π me zero, and Π 0, are equal o presen values of NCFs beween mes zero 0 and nfny, dsouned a he mare rae of reurn or neres rae ounry see o maxmze: r. Hene, frms n Π r ( τ) dτ 0 = 0 ( ) 0 e p y p I w l d, (3) Π r ( τ) dτ 0 = 0 ( ) 0 e y p I w l d. (4) The neres rae wll urn ou o be he rae of reurn o shareowners. Eques ssued by frms n apal and onsumpon good seors are perfely subsue and, onsequenly, hey mus have he same rae of reurn. The apal faor n he model s undersood as he Solow (960) jelly apal, whh s measured n qualy uns. As shown by Hulen (99), jelly apal an be expressed as = and = Q ( ) ( ), where Q ( ) Q s he average emboded ehnal effeny, and and ( ) are apal sos measured n physal uns (physal apal). Physal apal aumulaes wh physal nvesmen, whle he 3 The pre of a quany un of onsumpon good an also be onsdered as numerary, sne a qualy un amouns o one physal un. 4 Ths se-up s smlar o ha n Barro and Sala (995: 0). Negave dvdends are allowed, so he seup s well defned. 9

10 aumulaon of jelly apal depends on nvesmen n qualy uns, I = q I and I = q I ( ). Thus, he moon laws of apal n ounry ae he form: q I, = δ (5) = q I δ, (6) where he so of apal depreaes a he same rae δ > 0 n boh ounres and seors. Here and hroughou he paper, he do over a varable denoes dervave respe o me. In a rade suaon, qualy ndexes n he above expresson wll depend on wheher he apal good was produed n ounry or. Households Counres do no dffer regardng preferenes. Eah household n ounry derves uly of he onsumpon and maxmzes s neremporal uly dsouned a he posve rae ρ : 5 j ( q j ) σ ρ j = σ > σ 0 U 0 e d, 0, q =,, j =,, (7) where j denoes household s demand n ounry of onsumpon good produed n ounry j. The onsumpon n he uly funon s measured n qualy uns. However, sne qualy ndex of onsumpon good equals one, hs dfferene beomes rrelevan. Noe ha n a rade suaon household s onsumpon mgh beome he sum of wo demands. ( j ) j 5 Curren uly defnes as u = ln f σ =. 0

11 A eah me perod he represenave household reeves apal nome and labour nome, and faes he budge onsran: a = r a + w,,j =,. (8) j where a represens wealh, whh wll urns ou o be equal o he sum of mare values of frms n apal and onsumpon good seors. A me zero, eah household s endowed wh 0 > 0 qualy uns of physal. Thus, he value of he nal endowmen of apal onsues household s nal wealh: > gven ϑ 0 0, a 0 = 0 0, =,, (9) where ϑ ( 0) s he pre of one qualy un of apal owned by households a me zero... Agens Desons Ths subseon desrbes agens desons ha orrespond o he auary suaon. Seon 4 wll ndae he modfaons ha agens desons experene when he eonomes are n he rade suaon. Frms n Capal Good Seor The problem of he represenave frm n ounry onsss of maxmsng (3) subje o (5). The frs order ondons of he problem are expresson (5) and: ( ϕ ) ϕ w p l ϕ, = (0) r 0 ( τ) dτ λ e p + q = 0, ()

12 r ( τ) dτ 0 ϕ ϕ ϕ ( ) λ = e p l λ δ (), where λ s he urren Lagrangan mulpler. In addon, he ransversaly ondon lmλ = 0 mus be sasfed. Frms n Consumpon Good Seor Smlarly, he frm s problem n ounry onsss of maxmsng (4) subje o (6). The frs order ondons of he problem are expresson (6) and: ( ϕ ) ϕ (3) w l ϕ =, r 0 ( τ) dτ λ e p + q = 0, (4) r ( τ) dτ 0 ϕ ϕ ( ) ϕ λ = e l λ δ (5), where λ s he urren Lagrangan mulpler. The soluon of he problem mus also sasfy he ransversaly ondon lmλ = 0. Households The represenave household n ounry maxmses (7) subje o (8) and he nal endowmen n (9). The frs order ondons of he problem are (8) and: σ ( j ) μ = 0, (6) = μ μ ρ r, (7)

13 where μ s he dsouned Lagrangan mulpler. The soluon of he problem has also o sasfy ha lm e μ a 0 =. 3. The Auary Suaon The nex wo subseons solve for he auary equlbrum n eah ounry. The ompeve equlbrum s a se of alloaons and pres ha sasfy frms and households problems, and ha lear all mares n eah eonomy. More onreely, he equlbrum n onsumpon and apal good mares requres ha = y and = + y I I. Appendx A onans he deals on he alulaons. 3.. Auary Equlbrum of Counry Two equvalen expressons for neres rae are obaned afer some manpulaon of (), (), (4) and (5). The equalzaon of hese wo expressons perms o wre he relave pre per physal un as: ϕ = l = ϕ δ + ϕ p l r q r y p q y p = ϕ + p p δ p. (8) The mare rae of reurn n (8) nludes ne margnal produvy of apal and he hange n he pre per qualy un. The faor alloaon among seors an be obaned from expressons (0), (3) and (8): κ, -κ κ = l, -κ = l, (9) 3

14 where oal apal of he eonomy s equal o he sum of frms apal n boh seors, ha s, = +. Counry s auary pres ome from nrodung he resuls n (9) n he relave pre n (8): = = (0) p, p. e γ Therefore, one physal un of apal oss one un of onsumpon good, whle he pre of one qualy un of apal srly dereases over me. The faor alloaon n (9) and auary pres perm o wre he neres rae n (8) n erms of oal apal: γ ϕ = δ γ () r e. The long run equlbrum of ounry s haraersed by a balaned growh pah (BGP), n whh apal and onsumpon grow a a onsan rae, and proporons and l κ reman onsan over me. From now on, he omsson of me n varables wll denoe saonary values over he BGP. A onsan growh rae for onsumpon requres ha neres rae holds onsan. Loong a () and (), follows ha apal and he produon of apal n qualy uns grow a a hgher rae, θ, han onsumpon and he produon of apal n physal uns, ϕθ : γ θ = θ = θ = θ ϕθ = θ = θ (), y, y ϕ. 4

15 Tehnal hange emboded n apal nfluenes he growh of y ( ) q γ ), bu also nreases Q ( ) nrease n drely rases oupu ( oupu (ϕγ ). Lasly, an nrease n q physal apal and oupu ( ( ) n hree ways. An and onsequenly nreases physal nvesmen and hene ϕ γ ϕ ). The mpa on he growh of y and y only nludes he wo las effes. Ineres rae a long run derves from he Euler equaon governng onsumpon evaluaed over he BGP. Consderng expressons (6), (7), () and (), neres rae a long run resuls o be r = σθ +ρ. The resoures alloaon over he BGP an be obaned from apal aumulaon (addng up (5) and (6)), he Euler equaon, and () and (): ( + ) ( + ( ) ) ϕθ δ ϕ γ ϕ δ κ = l = =. r + δ + γ σϕγ + ϕ ρ + δ + γ (3) In boh seors, an addonal un of apal yelds he margnal produvy of apal ( r δ γ + + ). Aordng o desons on onsumpon and savng, a par ϕ ( θ δ) + of suh addonal un s alloaed o apal good seor, whle he res s alloaed o he produon of onsumpon good. 3.. Auary Equlbrum of Counry The auary equlbrum of ounry mmedaely follows from ounry s, sne he only dfferene s γ = 0. Therefore, ounry s auary pres boh per quany and per qualy un are onsan: 5

16 p p. = = (4) From he expresson of neres rae n equlbrum, r ϕ = δ, s lear ha he long run equlbrum of ounry s a seady sae n whh all varables hold onsan hrough me. Thus, hs eonomy does no enjoy susaned growh. The neres rae n seady sae equals he dsoun rae of uly, r = ρ, and he proporon of apal and labour alloaed o he apal produon s equal o κ l ϕδ ( r δ ) = = The Free Trade Suaon Capal goods produed by ounres are no homogeneous. A physal un of apal produed n ounry embodes more qualy uns han one un generaed n ounry. Therefore, he omparave advanage of ounres mus be deermned by he omparson of relave pres per qualy un of apal. To hs respe, expressons (0) and (4) learly demonsrae ha ounry and have omparave advanage n he produon of apal and onsumpon good, respevely. The nex sep s o show ha he rade suaon n he long run may be haraersed by eher omplee spealzaon or nomplee spealzaon of ounry. Some ehnal deals an be found n Appendxes B and C. 4.. Trade Equlbrum under Complee Spealzaon Under omplee spealzaon resoures of ounry and are enrely alloaed o apal and onsumpon good seors, respevely. Aordngly, frm s problem n onsumpon and apal good seor does no apply for ounry and, respevely. 6

17 The ompeve equlbrum of he world eonomy mples ha a par of apal good produon s expored o ounry and he res s used whn ounry, = + y I I. Smlarly, a par of onsumpon good produon s expored o ounry, whle he remanng produon s onsumed whn ounry, = + y. Moreover, he rade balane mus be always n equlbrum, p I =. The las equlbrum ondon an be rewren n erms of he expored-mpored proporons of goods by ounres as: ϕ I v u, v p =. y y u (5) Ineres raes of ounres are obaned by proeedng as n he auary suaon: γ ϕ r = ϕe δ + γ, γ r e p p ϕ p = ϕ ( ) δ + γ, p p (6) The long run equlbrum of he world eonomy s a BGP n whh apal and onsumpon n boh ounres grow a a onsan rae, and proporons u and v reman onsan over me. From he law of moon of apal of ounres evaluaed over he BGP follows ha. Several resuls an be derved from hs = ( ) u u relaonshp beween apals. Frs, long run growh raes of ounres are denal o ounry s n auary: γ θ =, θ = θ = θy, ϕθ = θ = θy, =, (7) ϕ 7

18 Seond, neres rae of ounres equalze a long run and hene ( ) ( ) = v ( u) and u = v. Therefore, rade does no lead o wage equalzaon among ounres. Thrd, gross world nome s spl among ounry and n he proporons u and u, respevely. Lasly, he pre of a physal un of apal s onsan, whle he pre per qualy un srly dereases over me. The value of u s obaned from he law of moon of apal of eher ounry or, he Euler equaon and long run growh raes, and ondes wh ha n (3). Thus, nernaonal relave pres over he BGP are: where ϕ ϕ u u p =,p =, γ u e u ( + ( ϕ) δ) ( ) ϕ γ u =. σϕγ + ϕ ρ + δ + γ (8) The omparson beween auary pres n expressons (0) and (4), and nernaonal pres over he BGP n (8) reveals ha rade a long run wll be haraersed by omplee spealzaon of ounres only n he ase ha u : p p > p p. f ( + ( ϕ) δ) ( ) ϕ γ σϕγ + ϕ ρ + δ + γ, (9) Counry wll always evenually ompleely spealze n he produon of onsumpon good. However, ounry wll ompleely spealze only f s share n gross world nome s greaer han or equal o a half. A onluson from he resuls n hs subseon s ha ounry mpors susaned growh smply by radng. The mprovemen n ounry s erms of rade onsues he 8

19 dffuson mehansm. Ths fndng omes ou from dfferenang ounry neres rae over he BGP wh respe o me: ϕ p γ r = ϕ( ) δ γ = =. p ϕ p ϕ (30) I s obvous from expressons (8) and (30) ha growh s generaed by an mprovemen n he erms of rade of ounry. The onsumpon good s nreasngly expensve n nernaonal mares, whh prevens he value of he margnal produvy of apal from fallng n ounry, n spe of dmnshng margnal produvy of apal. Thus, free rade s benefal for ounry beause perms an nrease n real nome and welfare. However, he remarable benef here s ha ounry s allowed o susanably grow. A seond onluson arses from hs subseon, namely he rual mporane of onsderng qualy-adjused nernaonal pres. The omsson or msreamen of qualy hanges may lead o naurae onlusons regardng he mehansm hrough whh rade operaes n ransmng growh. If qualy hanges n he model were gnored, ounres erms of rade p ( ) would be onsan n he long run, and expors and mpors n quany uns would grow a he same rae ϕθ. The observaon of hose fas would lead o he wrong onluson ha openness mpas growh hrough he rade volume. A orre reamen of relave qualy hanges would show ha ounry s erms of rade p ( ) permanenly mprove, and s expors n qualy uns grow a a lower rae (ϕθ ) han s qualy-adjused mpors (θ ). I s obvous ha ounry s rade volume onnuously nreases, bu hs s due o he me evoluon of he erms of rade. 9

20 4.. Trade Equlbrum under Inomplee Spealzaon Trade wll be haraersed by nomplee spealzaon f he ondon n (9) does no hold. In hs ase, ounry produes boh apal and onsumpon good, expors he frs good and mpors he laer one. Counry only produes he good of onsumpon and, onsequenly, he frm s problem n apal good does no apply. Therefore, he y = I + I + I ), ompeve equlbrum of he world eonomy mples ha ( y = and y ( ) = ( ) + ( ). The rade balane of ounres mus also be n equlbrum. Sne ounry produes boh goods, resoures mus be alloaed among seors. The same seps followed n he auary ase perm o show ha he resoures alloaon s denal o ha n (9), p ( ) and p ( ) onde wh ounry s auary pres n (0), and neres raes of ounres are equal o hose n (6), bu wh p( ) =. Consderng expored-mpored proporons of goods defned n (5) and he above resuls, he exernal equlbrum ondon an be rewren o oban a relaon beween ounres apal sos: ϕ v p =. = (3) u l The long run equlbrum of he world eonomy s agan a BGP, n whh apal and onsumpon n boh ounres grow a a onsan rae, and κ ( ), l, u and v hold onsan over me. From he requremen of onsan neres raes a long run, follows ha he growh raes of ounres are he same as hose n (7). The equalzaon 0

21 of neres raes mples ha = ( ) and, from (3), ha v ( u ) l =. The fa ha apal sos beome equal n he long run also mples ha wage equalzes among ounres. The value of u s obaned usng he laws of moon of apal of boh ounres. The value of l omes from he law of moon of apal of eher ounry or and he Euler equaon. The nex expresson onans hese values: ( + ( ϕ) δ) ϕ γ u =, l =, v= l ( u). (3) σϕγ + ϕ ρ + δ + γ Over he BGP all relave pres equalze among ounres and, hene, he long run equlbrum replaes he equlbrum of a fully negraed world eonomy. In addon, he rade suaon under nomplee spealzaon leads o ounres onvergene n per apa nome. The prevous fndngs perm o wre gross world nome (GWI) and gross domes nome of ounry and ( GDI and GDI ) as: γ γ ( ) ϕ ϕ ( ) ϕ ( ) ( ) GWI p e y + y = +, GDI p e y + y = l + l, GDI y =, ϕ ϕ (33) Afer mposng = n (33), beomes lear ha ounres shares n GWI are equal o one half. The world produon of onsumpon good, y, s also equally dsrbued among ounry and : + = ( )( ) + ( ) = ( )( ) ϕ ϕ ϕ l v, v, + l + v v = =, = =. y l y l (34)

22 Sne all faor npus n ounry are devoed o produe onsumpon good and labour s a non-reproduble faor, boh faor alloaon and expor deson n ounry wll depend on ounres relave amouns of apal. If ounry s apal so sars beng hgher han ounry s, hen durng he ransonal perod he reurn o apal wll be lower n he frs eonomy han n laer one. Consequenly, he proporons l and u are nally low, and rase as ounry aumulaes apal and he gap beween neres raes narrows. Inenves o modfy faor alloaon and expor deson n ounry ease o exs when, ha s, when pres of boh ounres = equalze. Over he BGP, mpors from ounry allow ounry o double he proporon of labour and apal o produe apal good wh respe o he auary suaon. Therefore, he onluson s agan ha free rade propagaes permanen growh o ounry. The explanaon for hs resul s he same as n he ase of omplee spealzaon. Lasly, onvergene n per apa nome omes ou as a hrd benef ha ounry obans from free rade. 5. Conluson Ths paper has shown ha a sagnan eonomy an overome dereasng reurns o apal aumulaon and susanably grows f s erms of rade permanenly nrease. The onnuous mprovemen n he qualy of mpored apal goods relave o expored onsumpon goods s he reason why hs ours. Thus, he effes of rade on growh operae hrough relave pres. Moreover, ounres onverge n per apa nome f rade s haraersed by nomplee spealsaon.

23 Three man onlusons arse from hese fndngs. Frs, erms of rade movemens an a as an engne of growh for sagnan eonomes. The exsene of mehansms o absorb foregn ehnologal progress s no neessary for he ransmsson of susaned growh o ae plae, sne ehnal advanes are emboded n mpored npus. Seond, o properly adjus he erms of rade for qualy hanges of mpored-expored goods s rual for denfyng he hannels hrough whh rade mpas growh. In hs sense, he omsson or msreamen of qualy hanges mgh lead o he wrong onluson ha rade affes growh hrough rade volume, nsead of hrough relave pres. Lasly, openness may emerge as an mporan fore leadng o ounres onvergene n per apa nome, even hough poor eonomes do no possess an own soure of permanen growh. Therefore, he radonal lose-eonomy approah for he sudy of onvergene should be reonsdered. As sad above, he denfaon of he erms of rade movemens as an engne of growh requres of qualy-adjused nernaonal pres. Though some publ sasal agenes, as he Ameran BLS, have made a onsderable effor n provdng researhers wh qualy-adjused pres, he avalable daases do no nlude nformaon for developng ounres. Ths sasal nformaon would open broad avenues for fuure empral and heoreal researh on he role of erms of rade movemens n promong growh. Referenes Ahuorala, Prema-handra, (993), Manufaured Expors from Developng Counres and Ther Terms of Trade: A Reexamnaon of he Sarar-Snger Resuls, World Developmen, (0), Oober,

24 Ahuorala, Prema-handra, (998), Trade Poly Issues n Asan Developmen, London and New Yor: Rouledge. Ahuorala, Prema-handra, (000), Manufaured Expors and Terms of Trade of Developng Counres: Evdene from Sr Lana, Journal of Developmen Sudes, 36(5), June, Barro, Rober and Xaver Sala--Marn, (995). Eonom Growh, New Yor: MGraw Hll. Ben-Davd, Dan and Ayal Kmh, (004), Trade and he Rae of Inome Convergene, Journal of Inernaonal Trade and Eonom Developmen, 3(4), Deember, Ben-Davd, Dan and Mharl B. Loewy, (003), Trade and he Neolassal Growh Model, Journal of Eonom Inegraon, 8(), Marh, -6. Coe, Davd T., Elhanan Helpman, and Alexander W. Hoffmaser, (997), Norh-Souh R&D Spllovers, Eonom Journal, 07(440), January, Cummns, Jason G., and Govann L. Volane, (00), Invesmen-Spef Tehnal Change n he Uned Saes ( ): Measuremen and Maroeonom Consequenes, Revew of Eonom Dynams, 5(), Aprl, Dewer, W. Erwn and Caherne J. Morrson, (986), Adjusng Oupu and Produvy Indexes for Changes n he Terms of Trade, Eonom Journal, 96(383), Sepember, Fan, C. Smon, (004), Qualy, Trade and Growh, Journal of Eonom Behavor and Organzaon, 55(), Oober,

25 Greenwood, Jeremy, Zv Herowz, and Per Krusell, (997), Long-Run Implaons of Invesmen-Spef Tehnologal Change, Ameran Eonom Revew, 87(3), June, Harrson, Ann, (996), Openness and Growh: A Tme Seres, Cross Counry Analyss for Developng Counres, Journal of Developmen Eonoms, 48(), Marh, Hulen, Charles R., (99), Growh Aounng when Tehnal Change s Emboded n Capal, Ameran Eonom Revew, 8(4), Sepember, Hwang, Jason and Jeffrey G. Wllamson, (003), The Terms of Trade and Eonom Growh n he Perphery, , NBER Worng Paper No Jones, Charles I., (994), Eonom Growh and he Relave Pre of Capal, Journal of Moneary Eonoms, 34(3), Deember, Keller, Wolfgang, (00), Trade and he Transmsson of Tehnology, Journal of Eonom Growh, 7(), Marh, 5-4. Keller, Wolfgang, (004), Inernaonal Tehnology Dffuson, Journal of Eonom Leraure, 4(3), Sepember, Kohl, Ulrh, (004), Real GDP, Real Domes Inome, and he Terms-of-Trade Changes, Journal of Inernaonal Eonoms, 6(), January, Lee, Jong-Wha, (995), Capal Goods Impors and Long-Run Growh, Journal of Developmen Eonoms, 48(), Oober, 9-0. Murphy, Kevn M. and Andre Shlefer, (997), Trade and Qualy, Journal of Developmen Eonom, 53(), June, -5. 5

26 Rvera-Báz, Lus and Paul M. Romer, (99), Eonom Inegraon and Endogenous Growh, Quarerly Journal of Eonoms, 06(), May, Saellars, Pluarhos and Danel J. Wlson, (004), Quanfyng Emboded Tehnal Change, Revew of Eonom Dynams, 7(), January, -6. Sarar, Prabrj and Hans W. Snger, (99), Manufaured Expors of Developng Counres and Ther Terms of Trade Sne 965, World Developmen, 9(4), Aprl, Solow, Rober, (960), Invesmen and Tehnal Progress, n Kenneh J. Arrow, Samuel Karln, and Par Suppes (eds.), Mahemaal Mehods n Soal Senes, Sanford, C.A.: Sanford Unversy Press. U.S. Deparmen of Labor (Bureau of Labor Sass), Inernaonal Pre Program, hp:// Appendx A Ths appendx desrbes he seps o solve he auary equlbrum of ounry. The desrpon onernng ounry equlbrum s omed. The ompeve equlbrum requres ha mares n he eonomy lear. The learng ondons for fnal and apal good mares appeared n he ex. The learng ondon of labour mare has been already nrodued n he model. If hese mares lear, hen equy mare also lears, a Π ( ) Π ( ) = +. The fulflmen of he las ondon follows from dfferenang he value of frms a, addng up hem, and nrodung he oher learng ondons: 6

27 a Π + Π = r Π + Π a y w p y + p I + I + w l + w l y. (A.) I also holds ha he sum of frms values s equal o he value of oal apal, = Π + Π, and ha 0 p ( 0 ) p ϑ =. Ths resul an be easly proven proeedng as Barro and Sala (995: 0). The dfferenaon of expressons () and (4) respe o me yelds: λ p q p q r = λ λ, r. λ + p q = + p q (A.) Expresson (8) omes from pluggng () no (), and (4) no (5), and nrodung he resulng expressons no (A.). The Euler equaon s obaned dfferenang (6) respe o me and pluggng (7). Ths equaon evaluaed over he BGP perms o ge: ϕ( ϕ) ϕγ ϕ ϕ γ γ σϕγ + ϕ ρ + δ + γ = e ( ) δ γ e ( ) =. ϕ (A.3) Addng up (5) and (6) and evaluang he resulng expresson over he BGP allow obanng he value for n (3): l = κ n (A.3) ϕ γ γ = l e δ. (A.4) ϕ Lasly, he ransversaly ondons an be rewren as: 7

28 λ λ μ a 0, 0, - < 0. (A.5) λ λ μ + < + < ρ + + a Expressons (A.), (7) and (), and he long-run value for neres rae perm o show ha he fulflmen of (A.5) requres ha: ϕγ θ < r ( σ) ρ < 0. (A.6) ϕ Hene, he usual ondon ha a long run neres rae mus be greaer han he growh rae of onsumpon mus hold n order for dsouned uly o be bounded. The fulflmen of (A.6) ensures ha he value n (3) s smaller han one, ha s, κ = l ( 0,). Appendx B Ths appendx onenraes on some deals on he alulaons of rade equlbrum under omplee spealzaon. Those alulaons ha an be easly derved from he explanaons n he ex and n he prevous appendx are omed. The ompeve equlbrum of he world eonomy mples he learng ondons n he ex are sasfed and, hene, ha a = Π ( ) and Π ( n he prevous appendx, s obaned ha: a = ). Proeedng as a a Π = r Π + w p y p I, a a Π = r + w y p I. Π (B.) 8

29 Consderng he defnons n (5), he aumulaon of apal of ounres an be rewren as: y y = u δ, = ( u) δ. (B.) Sne he growh raes of apal equalze a long run, follows ha u= v. Appendx C Ths appendx explans he dervaon of some resuls n subseon IV.. As n Appendx B, only some alulaons wll be desrbed. Mare learng ondons mply ha: a ( ) ( ) a w Π + Π = r Π + Π + w l + w l p y p I + I y, (C.) and he seond expresson n (B.). The value of u s obaned by proeedng as n Appendx B, bu s frs neessary o add up (5) and (6) for ounry. The long run value of ϕ γ s alulaed usng e he Euler equaon, and ondes wh ha n (A.3). Gven u, ( ) γ e ϕ and he resul ha θ θ =, he moon law of apal of eher ounry or perms o solve for l = κ : y y = ul δ, = ( u) l δ. (C.) 9

ECON 8105 FALL 2017 ANSWERS TO MIDTERM EXAMINATION

ECON 8105 FALL 2017 ANSWERS TO MIDTERM EXAMINATION MACROECONOMIC THEORY T. J. KEHOE ECON 85 FALL 7 ANSWERS TO MIDTERM EXAMINATION. (a) Wh an Arrow-Debreu markes sruure fuures markes for goods are open n perod. Consumers rade fuures onras among hemselves.

More information

Problem Set 3 EC2450A. Fall ) Write the maximization problem of the individual under this tax system and derive the first-order conditions.

Problem Set 3 EC2450A. Fall ) Write the maximization problem of the individual under this tax system and derive the first-order conditions. Problem Se 3 EC450A Fall 06 Problem There are wo ypes of ndvduals, =, wh dfferen ables w. Le be ype s onsumpon, l be hs hours worked and nome y = w l. Uly s nreasng n onsumpon and dereasng n hours worked.

More information

Lecture Notes 4: Consumption 1

Lecture Notes 4: Consumption 1 Leure Noes 4: Consumpon Zhwe Xu (xuzhwe@sju.edu.n) hs noe dsusses households onsumpon hoe. In he nex leure, we wll dsuss rm s nvesmen deson. I s safe o say ha any propagaon mehansm of maroeonom model s

More information

UNIVERSITAT AUTÒNOMA DE BARCELONA MARCH 2017 EXAMINATION

UNIVERSITAT AUTÒNOMA DE BARCELONA MARCH 2017 EXAMINATION INTERNATIONAL TRADE T. J. KEHOE UNIVERSITAT AUTÒNOMA DE BARCELONA MARCH 27 EXAMINATION Please answer wo of he hree quesons. You can consul class noes, workng papers, and arcles whle you are workng on he

More information

Output equals aggregate demand, an equilibrium condition Definition of aggregate demand Consumption function, c

Output equals aggregate demand, an equilibrium condition Definition of aggregate demand Consumption function, c Eonoms 435 enze D. Cnn Fall Soal Senes 748 Unversy of Wsonsn-adson Te IS-L odel Ts se of noes oulnes e IS-L model of naonal nome and neres rae deermnaon. Ts nvolves exendng e real sde of e eonomy (desred

More information

Graduate Macroeconomics 2 Problem set 5. - Solutions

Graduate Macroeconomics 2 Problem set 5. - Solutions Graduae Macroeconomcs 2 Problem se. - Soluons Queson 1 To answer hs queson we need he frms frs order condons and he equaon ha deermnes he number of frms n equlbrum. The frms frs order condons are: F K

More information

WELFARE MEASUREMENT, INVOLUNTARY UNEMPLOYMENT, AND HETEROGENEITY

WELFARE MEASUREMENT, INVOLUNTARY UNEMPLOYMENT, AND HETEROGENEITY row_42 559..571 Revew of Inome and Wealh Seres 56, umber 3, Sepember 21 WELFARE EASUREET, IVOLUTARY UEPLOYET, AD HETEROGEEITY by Thomas Aronsson* Umeå Unversy Ths paper onerns welfare measuremen n an eonomy

More information

Pendulum Dynamics. = Ft tangential direction (2) radial direction (1)

Pendulum Dynamics. = Ft tangential direction (2) radial direction (1) Pendulum Dynams Consder a smple pendulum wh a massless arm of lengh L and a pon mass, m, a he end of he arm. Assumng ha he fron n he sysem s proporonal o he negave of he angenal veloy, Newon s seond law

More information

COMPUTER SCIENCE 349A SAMPLE EXAM QUESTIONS WITH SOLUTIONS PARTS 1, 2

COMPUTER SCIENCE 349A SAMPLE EXAM QUESTIONS WITH SOLUTIONS PARTS 1, 2 COMPUTE SCIENCE 49A SAMPLE EXAM QUESTIONS WITH SOLUTIONS PATS, PAT.. a Dene he erm ll-ondoned problem. b Gve an eample o a polynomal ha has ll-ondoned zeros.. Consder evaluaon o anh, where e e anh. e e

More information

Markup Variation and Endogenous Fluctuations in the Price of Investment Goods

Markup Variation and Endogenous Fluctuations in the Price of Investment Goods Markup Varaon and Endogenous Fluuaons n he Pre of Invesmen Goods Max Floeoo Sanford Unversy Nr Jamovh Sanford Unversy and NBER February 2009 Seh Pru Federal Reserve Board of Governors Absra The wo seor

More information

( ) () we define the interaction representation by the unitary transformation () = ()

( ) () we define the interaction representation by the unitary transformation () = () Hgher Order Perurbaon Theory Mchael Fowler 3/7/6 The neracon Represenaon Recall ha n he frs par of hs course sequence, we dscussed he chrödnger and Hesenberg represenaons of quanum mechancs here n he chrödnger

More information

Let s treat the problem of the response of a system to an applied external force. Again,

Let s treat the problem of the response of a system to an applied external force. Again, Page 33 QUANTUM LNEAR RESPONSE FUNCTON Le s rea he problem of he response of a sysem o an appled exernal force. Agan, H() H f () A H + V () Exernal agen acng on nernal varable Hamlonan for equlbrum sysem

More information

V.Abramov - FURTHER ANALYSIS OF CONFIDENCE INTERVALS FOR LARGE CLIENT/SERVER COMPUTER NETWORKS

V.Abramov - FURTHER ANALYSIS OF CONFIDENCE INTERVALS FOR LARGE CLIENT/SERVER COMPUTER NETWORKS R&RATA # Vol.) 8, March FURTHER AALYSIS OF COFIDECE ITERVALS FOR LARGE CLIET/SERVER COMPUTER ETWORKS Vyacheslav Abramov School of Mahemacal Scences, Monash Unversy, Buldng 8, Level 4, Clayon Campus, Wellngon

More information

WORKING PAPER SERIES

WORKING PAPER SERIES WORKING PAPER SERIES 08 206 Fsal poly reforms n a general equlbrum model h mperfeons Panagoa Kolous, Naasha Maoul, Aposols Phlppopoulos Πατησίων 76, 04 34 Αθήνα. Tηλ.: 20 8203303 5 / Fax: 20 8238249 76,

More information

Solution in semi infinite diffusion couples (error function analysis)

Solution in semi infinite diffusion couples (error function analysis) Soluon n sem nfne dffuson couples (error funcon analyss) Le us consder now he sem nfne dffuson couple of wo blocks wh concenraon of and I means ha, n a A- bnary sysem, s bondng beween wo blocks made of

More information

THE PREDICTION OF COMPETITIVE ENVIRONMENT IN BUSINESS

THE PREDICTION OF COMPETITIVE ENVIRONMENT IN BUSINESS THE PREICTION OF COMPETITIVE ENVIRONMENT IN BUSINESS INTROUCTION The wo dmensonal paral dfferenal equaons of second order can be used for he smulaon of compeve envronmen n busness The arcle presens he

More information

(,,, ) (,,, ). In addition, there are three other consumers, -2, -1, and 0. Consumer -2 has the utility function

(,,, ) (,,, ). In addition, there are three other consumers, -2, -1, and 0. Consumer -2 has the utility function MACROECONOMIC THEORY T J KEHOE ECON 87 SPRING 5 PROBLEM SET # Conder an overlappng generaon economy le ha n queon 5 on problem e n whch conumer lve for perod The uly funcon of he conumer born n perod,

More information

Chapter 6: AC Circuits

Chapter 6: AC Circuits Chaper 6: AC Crcus Chaper 6: Oulne Phasors and he AC Seady Sae AC Crcus A sable, lnear crcu operang n he seady sae wh snusodal excaon (.e., snusodal seady sae. Complee response forced response naural response.

More information

Linear Response Theory: The connection between QFT and experiments

Linear Response Theory: The connection between QFT and experiments Phys540.nb 39 3 Lnear Response Theory: The connecon beween QFT and expermens 3.1. Basc conceps and deas Q: ow do we measure he conducvy of a meal? A: we frs nroduce a weak elecrc feld E, and hen measure

More information

Ordinary Differential Equations in Neuroscience with Matlab examples. Aim 1- Gain understanding of how to set up and solve ODE s

Ordinary Differential Equations in Neuroscience with Matlab examples. Aim 1- Gain understanding of how to set up and solve ODE s Ordnary Dfferenal Equaons n Neuroscence wh Malab eamples. Am - Gan undersandng of how o se up and solve ODE s Am Undersand how o se up an solve a smple eample of he Hebb rule n D Our goal a end of class

More information

Appendix H: Rarefaction and extrapolation of Hill numbers for incidence data

Appendix H: Rarefaction and extrapolation of Hill numbers for incidence data Anne Chao Ncholas J Goell C seh lzabeh L ander K Ma Rober K Colwell and Aaron M llson 03 Rarefacon and erapolaon wh ll numbers: a framewor for samplng and esmaon n speces dversy sudes cology Monographs

More information

10. A.C CIRCUITS. Theoretically current grows to maximum value after infinite time. But practically it grows to maximum after 5τ. Decay of current :

10. A.C CIRCUITS. Theoretically current grows to maximum value after infinite time. But practically it grows to maximum after 5τ. Decay of current : . A. IUITS Synopss : GOWTH OF UNT IN IUIT : d. When swch S s closed a =; = d. A me, curren = e 3. The consan / has dmensons of me and s called he nducve me consan ( τ ) of he crcu. 4. = τ; =.63, n one

More information

2 Aggregate demand in partial equilibrium static framework

2 Aggregate demand in partial equilibrium static framework Unversy of Mnnesoa 8107 Macroeconomc Theory, Sprng 2009, Mn 1 Fabrzo Perr Lecure 1. Aggregaon 1 Inroducon Probably so far n he macro sequence you have deal drecly wh represenave consumers and represenave

More information

Decomposing exports growth differences across Spanish regions

Decomposing exports growth differences across Spanish regions Deomposng expors growh dfferenes aross Spansh regons Aser Mnondo* (Unversdad de Deuso) Franso Requena (Unversdad de Valena) Absra Why do expors grow faser n some regons han n ohers? The regonal leraure

More information

Electromagnetic waves in vacuum.

Electromagnetic waves in vacuum. leromagne waves n vauum. The dsovery of dsplaemen urrens enals a peular lass of soluons of Maxwell equaons: ravellng waves of eler and magne felds n vauum. In he absene of urrens and harges, he equaons

More information

Methods of Improving Constitutive Equations

Methods of Improving Constitutive Equations Mehods o mprovng Consuve Equaons Maxell Model e an mprove h ne me dervaves or ne sran measures. ³ ª º «e, d» ¼ e an also hange he bas equaon lnear modaons non-lnear modaons her Consuve Approahes Smple

More information

CH.3. COMPATIBILITY EQUATIONS. Continuum Mechanics Course (MMC) - ETSECCPB - UPC

CH.3. COMPATIBILITY EQUATIONS. Continuum Mechanics Course (MMC) - ETSECCPB - UPC CH.3. COMPATIBILITY EQUATIONS Connuum Mechancs Course (MMC) - ETSECCPB - UPC Overvew Compably Condons Compably Equaons of a Poenal Vecor Feld Compably Condons for Infnesmal Srans Inegraon of he Infnesmal

More information

2/20/2013. EE 101 Midterm 2 Review

2/20/2013. EE 101 Midterm 2 Review //3 EE Mderm eew //3 Volage-mplfer Model The npu ressance s he equalen ressance see when lookng no he npu ermnals of he amplfer. o s he oupu ressance. I causes he oupu olage o decrease as he load ressance

More information

Mathematical Foundations -1- Choice over Time. Choice over time. A. The model 2. B. Analysis of period 1 and period 2 3

Mathematical Foundations -1- Choice over Time. Choice over time. A. The model 2. B. Analysis of period 1 and period 2 3 Mahemaial Foundaions -- Choie over Time Choie over ime A. The model B. Analysis of period and period 3 C. Analysis of period and period + 6 D. The wealh equaion 0 E. The soluion for large T 5 F. Fuure

More information

Trade Patterns and Perpetual Youth in A Dynamic Small Open Economy

Trade Patterns and Perpetual Youth in A Dynamic Small Open Economy Econ. J. of Hokkado Unv., Vol. 40 (2011), pp. 29-40 Trade Paerns and Perpeual Youh n A Dynamc Small Open Economy Naoshge Kanamor n hs paper, examne he long-run specalzaon paerns ha arse n a small open

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 5 Lecure 9 Hamlonan Equaons of Moon (Chaper 8) Wha We Dd Las Tme Consruced Hamlonan formalsm H ( q, p, ) = q p L( q, q, ) H p = q H q = p H = L Equvalen o Lagrangan formalsm Smpler, bu

More information

Optimal Replenishment Policy for Hi-tech Industry with Component Cost and Selling Price Reduction

Optimal Replenishment Policy for Hi-tech Industry with Component Cost and Selling Price Reduction Opmal Replenshmen Poly for H-eh Indusry wh Componen Cos and Sellng Pre Reduon P.C. Yang 1, H.M. Wee, J.Y. Shau, and Y.F. seng 1 1 Indusral Engneerng & Managemen Deparmen, S. John s Unversy, amsu, ape 5135

More information

)-interval valued fuzzy ideals in BF-algebras. Some properties of (, ) -interval valued fuzzy ideals in BF-algebra, where

)-interval valued fuzzy ideals in BF-algebras. Some properties of (, ) -interval valued fuzzy ideals in BF-algebra, where Inernaonal Journal of Engneerng Advaned Researh Tehnology (IJEART) ISSN: 454-990, Volume-, Issue-4, Oober 05 Some properes of (, )-nerval valued fuzzy deals n BF-algebras M. Idrees, A. Rehman, M. Zulfqar,

More information

On One Analytic Method of. Constructing Program Controls

On One Analytic Method of. Constructing Program Controls Appled Mahemacal Scences, Vol. 9, 05, no. 8, 409-407 HIKARI Ld, www.m-hkar.com hp://dx.do.org/0.988/ams.05.54349 On One Analyc Mehod of Consrucng Program Conrols A. N. Kvko, S. V. Chsyakov and Yu. E. Balyna

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 5 Lecure 9 Hamlonan Equaons of Moon (Chaper 8) Wha We Dd Las Tme Consruced Hamlonan formalsm Hqp (,,) = qp Lqq (,,) H p = q H q = p H L = Equvalen o Lagrangan formalsm Smpler, bu wce as

More information

Demographics in Dynamic Heckscher-Ohlin Models: Overlapping Generations versus Infinitely Lived Consumers*

Demographics in Dynamic Heckscher-Ohlin Models: Overlapping Generations versus Infinitely Lived Consumers* Federal Reserve Ban of Mnneapols Research Deparmen Saff Repor 377 Sepember 6 Demographcs n Dynamc Hecscher-Ohln Models: Overlappng Generaons versus Infnely Lved Consumers* Clausre Bajona Unversy of Mam

More information

Regularization and Stabilization of the Rectangle Descriptor Decentralized Control Systems by Dynamic Compensator

Regularization and Stabilization of the Rectangle Descriptor Decentralized Control Systems by Dynamic Compensator www.sene.org/mas Modern Appled ene Vol. 5, o. 2; Aprl 2 Regularzaon and ablzaon of he Reangle Desrpor Deenralzed Conrol ysems by Dynam Compensaor Xume Tan Deparmen of Eleromehanal Engneerng, Heze Unversy

More information

Fall 2009 Social Sciences 7418 University of Wisconsin-Madison. Problem Set 2 Answers (4) (6) di = D (10)

Fall 2009 Social Sciences 7418 University of Wisconsin-Madison. Problem Set 2 Answers (4) (6) di = D (10) Publc Affars 974 Menze D. Chnn Fall 2009 Socal Scences 7418 Unversy of Wsconsn-Madson Problem Se 2 Answers Due n lecure on Thursday, November 12. " Box n" your answers o he algebrac quesons. 1. Consder

More information

[ ] 2. [ ]3 + (Δx i + Δx i 1 ) / 2. Δx i-1 Δx i Δx i+1. TPG4160 Reservoir Simulation 2018 Lecture note 3. page 1 of 5

[ ] 2. [ ]3 + (Δx i + Δx i 1 ) / 2. Δx i-1 Δx i Δx i+1. TPG4160 Reservoir Simulation 2018 Lecture note 3. page 1 of 5 TPG460 Reservor Smulaon 08 page of 5 DISCRETIZATIO OF THE FOW EQUATIOS As we already have seen, fne dfference appromaons of he paral dervaves appearng n he flow equaons may be obaned from Taylor seres

More information

A Game-theoretical Approach for Job Shop Scheduling Considering Energy Cost in Service Oriented Manufacturing

A Game-theoretical Approach for Job Shop Scheduling Considering Energy Cost in Service Oriented Manufacturing 06 Inernaonal Conferene on Appled Mehans, Mehanal and Maerals Engneerng (AMMME 06) ISBN: 978--60595-409-7 A Game-heoreal Approah for Job Shop Shedulng Consderng Energy Cos n Serve Orened Manufaurng Chang-le

More information

Technical Appendix to The Equivalence of Wage and Price Staggering in Monetary Business Cycle Models

Technical Appendix to The Equivalence of Wage and Price Staggering in Monetary Business Cycle Models Techncal Appendx o The Equvalence of Wage and Prce Saggerng n Moneary Busness Cycle Models Rochelle M. Edge Dvson of Research and Sascs Federal Reserve Board Sepember 24, 2 Absrac Ths appendx deals he

More information

TI /2 Tinbergen Institute Discussion Paper Skill Intensity in Foreign Trade and Economic Growth. Julia Wörz. Economic Studies (wiiw).

TI /2 Tinbergen Institute Discussion Paper Skill Intensity in Foreign Trade and Economic Growth. Julia Wörz. Economic Studies (wiiw). TI 2004-059/2 Tnbergen Insue Dsusson Paper Skll Inensy n Foregn Trade and Eonom Growh Jula Wörz Fauly of Eonoms, Erasmus Unverse Roerdam, and Venna Insue for Inernaonal Eonom Sudes (ww). Tnbergen Insue

More information

Computational results on new staff scheduling benchmark instances

Computational results on new staff scheduling benchmark instances TECHNICAL REPORT Compuaonal resuls on new saff shedulng enhmark nsanes Tm Curos Rong Qu ASAP Researh Group Shool of Compuer Sene Unersy of Nongham NG8 1BB Nongham UK Frs pulshed onlne: 19-Sep-2014 las

More information

Political Economy of Institutions and Development: Problem Set 2 Due Date: Thursday, March 15, 2019.

Political Economy of Institutions and Development: Problem Set 2 Due Date: Thursday, March 15, 2019. Polcal Economy of Insuons and Developmen: 14.773 Problem Se 2 Due Dae: Thursday, March 15, 2019. Please answer Quesons 1, 2 and 3. Queson 1 Consder an nfne-horzon dynamc game beween wo groups, an ele and

More information

Notes on the stability of dynamic systems and the use of Eigen Values.

Notes on the stability of dynamic systems and the use of Eigen Values. Noes on he sabl of dnamc ssems and he use of Egen Values. Source: Macro II course noes, Dr. Davd Bessler s Tme Seres course noes, zarads (999) Ineremporal Macroeconomcs chaper 4 & Techncal ppend, and Hamlon

More information

Sequential Unit Root Test

Sequential Unit Root Test Sequenal Un Roo es Naga, K, K Hom and Y Nshyama 3 Deparmen of Eonoms, Yokohama Naonal Unversy, Japan Deparmen of Engneerng, Kyoo Insue of ehnology, Japan 3 Insue of Eonom Researh, Kyoo Unversy, Japan Emal:

More information

BEHIND THE SUBJECTIVE VALUE OF TRAVEL TIME SAVINGS: THE PERCEPTION OF WORK, LEISURE AND TRAVEL FROM A JOINT MODE CHOICE-ACTIVITY MODEL

BEHIND THE SUBJECTIVE VALUE OF TRAVEL TIME SAVINGS: THE PERCEPTION OF WORK, LEISURE AND TRAVEL FROM A JOINT MODE CHOICE-ACTIVITY MODEL EHIND HE SJECIVE VLE OF RVEL IME SVINGS: HE PERCEPION OF OR, LEISRE ND RVEL FROM JOIN MODE CHOICE-CIVIY MODEL Sergo R. Jara-Díaz and Crsán. Guevara nversdad de Chle Caslla 228-3, Sanago, Chle; jaradaz@e.uhle.l

More information

Risk Aversion and Expected Utility of Consumption over Time

Risk Aversion and Expected Utility of Consumption over Time WORKING PAPERS IN ECONOMICS No 351 Rsk Averson and Expeed Uly of Consumpon over me Olof Johansson-Senman Aprl 29 ISSN 143-2473 (prn) ISSN 143-2465 (onlne) Deparmen of Eonoms Shool of Busness, Eonoms and

More information

Lecture 3: Solow Model II Handout

Lecture 3: Solow Model II Handout Economics 202a, Fall 1998 Lecure 3: Solow Model II Handou Basics: Y = F(K,A ) da d d d dk d = ga = n = sy K The model soluion, for he general producion funcion y =ƒ(k ): dk d = sƒ(k ) (n + g + )k y* =

More information

Chapters 2 Kinematics. Position, Distance, Displacement

Chapters 2 Kinematics. Position, Distance, Displacement Chapers Knemacs Poson, Dsance, Dsplacemen Mechancs: Knemacs and Dynamcs. Knemacs deals wh moon, bu s no concerned wh he cause o moon. Dynamcs deals wh he relaonshp beween orce and moon. The word dsplacemen

More information

In the complete model, these slopes are ANALYSIS OF VARIANCE FOR THE COMPLETE TWO-WAY MODEL. (! i+1 -! i ) + [(!") i+1,q - [(!

In the complete model, these slopes are ANALYSIS OF VARIANCE FOR THE COMPLETE TWO-WAY MODEL. (! i+1 -! i ) + [(!) i+1,q - [(! ANALYSIS OF VARIANCE FOR THE COMPLETE TWO-WAY MODEL The frs hng o es n wo-way ANOVA: Is here neracon? "No neracon" means: The man effecs model would f. Ths n urn means: In he neracon plo (wh A on he horzonal

More information

2 Aggregate demand in partial equilibrium static framework

2 Aggregate demand in partial equilibrium static framework Unversy of Mnnesoa 8107 Macroeconomc Theory, Sprng 2012, Mn 1 Fabrzo Perr Lecure 1. Aggregaon 1 Inroducon Probably so far n he macro sequence you have deal drecly wh represenave consumers and represenave

More information

Monetary policy, informality and business cycle fluctuations in a developing economy vulnerable to external shocks

Monetary policy, informality and business cycle fluctuations in a developing economy vulnerable to external shocks MPRA Munh Personal RePE Arhve Moneary poly nformaly and busness yle fluuaons n a developng eonomy vulnerable o exernal shoks Adnan ader and Musleh-ud Dn and Ejaz Ghan Moneary Poly Deparmen Sae Bank of

More information

FI 3103 Quantum Physics

FI 3103 Quantum Physics /9/4 FI 33 Quanum Physcs Aleander A. Iskandar Physcs of Magnesm and Phooncs Research Grou Insu Teknolog Bandung Basc Conces n Quanum Physcs Probably and Eecaon Value Hesenberg Uncerany Prncle Wave Funcon

More information

2.1 Constitutive Theory

2.1 Constitutive Theory Secon.. Consuve Theory.. Consuve Equaons Governng Equaons The equaons governng he behavour of maerals are (n he spaal form) dρ v & ρ + ρdv v = + ρ = Conservaon of Mass (..a) d x σ j dv dvσ + b = ρ v& +

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 5 Lecure 0 Canoncal Transformaons (Chaper 9) Wha We Dd Las Tme Hamlon s Prncple n he Hamlonan formalsm Dervaon was smple δi δ Addonal end-pon consrans pq H( q, p, ) d 0 δ q ( ) δq ( ) δ

More information

Advanced Macroeconomics II: Exchange economy

Advanced Macroeconomics II: Exchange economy Advanced Macroeconomcs II: Exchange economy Krzyszof Makarsk 1 Smple deermnsc dynamc model. 1.1 Inroducon Inroducon Smple deermnsc dynamc model. Defnons of equlbrum: Arrow-Debreu Sequenal Recursve Equvalence

More information

Midterm Exam. Thursday, April hour, 15 minutes

Midterm Exam. Thursday, April hour, 15 minutes Economcs of Grow, ECO560 San Francsco Sae Unvers Mcael Bar Sprng 04 Mderm Exam Tursda, prl 0 our, 5 mnues ame: Insrucons. Ts s closed boo, closed noes exam.. o calculaors of an nd are allowed. 3. Sow all

More information

Variants of Pegasos. December 11, 2009

Variants of Pegasos. December 11, 2009 Inroducon Varans of Pegasos SooWoong Ryu bshboy@sanford.edu December, 009 Youngsoo Cho yc344@sanford.edu Developng a new SVM algorhm s ongong research opc. Among many exng SVM algorhms, we wll focus on

More information

FTCS Solution to the Heat Equation

FTCS Solution to the Heat Equation FTCS Soluon o he Hea Equaon ME 448/548 Noes Gerald Reckenwald Porland Sae Unversy Deparmen of Mechancal Engneerng gerry@pdxedu ME 448/548: FTCS Soluon o he Hea Equaon Overvew Use he forward fne d erence

More information

Econ107 Applied Econometrics Topic 5: Specification: Choosing Independent Variables (Studenmund, Chapter 6)

Econ107 Applied Econometrics Topic 5: Specification: Choosing Independent Variables (Studenmund, Chapter 6) Econ7 Appled Economercs Topc 5: Specfcaon: Choosng Independen Varables (Sudenmund, Chaper 6 Specfcaon errors ha we wll deal wh: wrong ndependen varable; wrong funconal form. Ths lecure deals wh wrong ndependen

More information

Example: MOSFET Amplifier Distortion

Example: MOSFET Amplifier Distortion 4/25/2011 Example MSFET Amplfer Dsoron 1/9 Example: MSFET Amplfer Dsoron Recall hs crcu from a prevous handou: ( ) = I ( ) D D d 15.0 V RD = 5K v ( ) = V v ( ) D o v( ) - K = 2 0.25 ma/v V = 2.0 V 40V.

More information

HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD

HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD Journal of Appled Mahemacs and Compuaonal Mechancs 3, (), 45-5 HEAT CONDUCTION PROBLEM IN A TWO-LAYERED HOLLOW CYLINDER BY USING THE GREEN S FUNCTION METHOD Sansław Kukla, Urszula Sedlecka Insue of Mahemacs,

More information

Lecture Notes 3: Quantitative Analysis in DSGE Models: New Keynesian Model

Lecture Notes 3: Quantitative Analysis in DSGE Models: New Keynesian Model Lecure Noes 3: Quaniaive Analysis in DSGE Models: New Keynesian Model Zhiwei Xu, Email: xuzhiwei@sju.edu.cn The moneary policy plays lile role in he basic moneary model wihou price sickiness. We now urn

More information

January Examinations 2012

January Examinations 2012 Page of 5 EC79 January Examnaons No. of Pages: 5 No. of Quesons: 8 Subjec ECONOMICS (POSTGRADUATE) Tle of Paper EC79 QUANTITATIVE METHODS FOR BUSINESS AND FINANCE Tme Allowed Two Hours ( hours) Insrucons

More information

. The geometric multiplicity is dim[ker( λi. number of linearly independent eigenvectors associated with this eigenvalue.

. The geometric multiplicity is dim[ker( λi. number of linearly independent eigenvectors associated with this eigenvalue. Lnear Algebra Lecure # Noes We connue wh he dscusson of egenvalues, egenvecors, and dagonalzably of marces We wan o know, n parcular wha condons wll assure ha a marx can be dagonalzed and wha he obsrucons

More information

CS286.2 Lecture 14: Quantum de Finetti Theorems II

CS286.2 Lecture 14: Quantum de Finetti Theorems II CS286.2 Lecure 14: Quanum de Fne Theorems II Scrbe: Mara Okounkova 1 Saemen of he heorem Recall he las saemen of he quanum de Fne heorem from he prevous lecure. Theorem 1 Quanum de Fne). Le ρ Dens C 2

More information

Problem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims

Problem Set 5. Graduate Macro II, Spring 2017 The University of Notre Dame Professor Sims Problem Se 5 Graduae Macro II, Spring 2017 The Universiy of Nore Dame Professor Sims Insrucions: You may consul wih oher members of he class, bu please make sure o urn in your own work. Where applicable,

More information

Lecture 18: The Laplace Transform (See Sections and 14.7 in Boas)

Lecture 18: The Laplace Transform (See Sections and 14.7 in Boas) Lecure 8: The Lalace Transform (See Secons 88- and 47 n Boas) Recall ha our bg-cure goal s he analyss of he dfferenal equaon, ax bx cx F, where we emloy varous exansons for he drvng funcon F deendng on

More information

Midterm Exam. Tuesday, September hour, 15 minutes

Midterm Exam. Tuesday, September hour, 15 minutes Ecoomcs of Growh, ECON560 Sa Fracsco Sae Uvers Mchael Bar Fall 203 Mderm Exam Tuesda, Sepember 24 hour, 5 mues Name: Isrucos. Ths s closed boo, closed oes exam. 2. No calculaors of a d are allowed. 3.

More information

There are a total of two problems, each with multiple subparts.

There are a total of two problems, each with multiple subparts. eparmen of Economcs Boson College Economcs 0 (Secon 05) acroeconomc Theory Problem Se Suggesed Soluons Professor Sanjay Chugh Fall 04 ue: ecember 9, 04 (no laer han :30pm) Insrucons: Clearly-wren (yped

More information

J i-1 i. J i i+1. Numerical integration of the diffusion equation (I) Finite difference method. Spatial Discretization. Internal nodes.

J i-1 i. J i i+1. Numerical integration of the diffusion equation (I) Finite difference method. Spatial Discretization. Internal nodes. umercal negraon of he dffuson equaon (I) Fne dfference mehod. Spaal screaon. Inernal nodes. R L V For hermal conducon le s dscree he spaal doman no small fne spans, =,,: Balance of parcles for an nernal

More information

Online Appendix for. Strategic safety stocks in supply chains with evolving forecasts

Online Appendix for. Strategic safety stocks in supply chains with evolving forecasts Onlne Appendx for Sraegc safey socs n supply chans wh evolvng forecass Tor Schoenmeyr Sephen C. Graves Opsolar, Inc. 332 Hunwood Avenue Hayward, CA 94544 A. P. Sloan School of Managemen Massachuses Insue

More information

. The geometric multiplicity is dim[ker( λi. A )], i.e. the number of linearly independent eigenvectors associated with this eigenvalue.

. The geometric multiplicity is dim[ker( λi. A )], i.e. the number of linearly independent eigenvectors associated with this eigenvalue. Mah E-b Lecure #0 Noes We connue wh he dscusson of egenvalues, egenvecors, and dagonalzably of marces We wan o know, n parcular wha condons wll assure ha a marx can be dagonalzed and wha he obsrucons are

More information

TAX AND BENEFIT REFORMS

TAX AND BENEFIT REFORMS European Nework of Eonom Poly Researh Insues TAX AND BENEFIT REFORMS IN A MODEL OF LABOUR MARKET TRANSITIONS MICHAL MYCK AND HOWARD REED ENEPRI RESEARCH REPORT NO. 25 OCTOBER 2006 ENEPRI Researh Repors

More information

National Exams December 2015 NOTES: 04-BS-13, Biology. 3 hours duration

National Exams December 2015 NOTES: 04-BS-13, Biology. 3 hours duration Naonal Exams December 205 04-BS-3 Bology 3 hours duraon NOTES: f doub exss as o he nerpreaon of any queson he canddae s urged o subm wh he answer paper a clear saemen of any assumpons made 2 Ths s a CLOSED

More information

Motion in Two Dimensions

Motion in Two Dimensions Phys 1 Chaper 4 Moon n Two Dmensons adzyubenko@csub.edu hp://www.csub.edu/~adzyubenko 005, 014 A. Dzyubenko 004 Brooks/Cole 1 Dsplacemen as a Vecor The poson of an objec s descrbed by s poson ecor, r The

More information

Online Supplement for Dynamic Multi-Technology. Production-Inventory Problem with Emissions Trading

Online Supplement for Dynamic Multi-Technology. Production-Inventory Problem with Emissions Trading Onlne Supplemen for Dynamc Mul-Technology Producon-Invenory Problem wh Emssons Tradng by We Zhang Zhongsheng Hua Yu Xa and Baofeng Huo Proof of Lemma For any ( qr ) Θ s easy o verfy ha he lnear programmng

More information

Li An-Ping. Beijing , P.R.China

Li An-Ping. Beijing , P.R.China A New Type of Cpher: DICING_csb L An-Png Bejng 100085, P.R.Chna apl0001@sna.com Absrac: In hs paper, we wll propose a new ype of cpher named DICING_csb, whch s derved from our prevous sream cpher DICING.

More information

Macroeconomic Theory Ph.D. Qualifying Examination Fall 2005 ANSWER EACH PART IN A SEPARATE BLUE BOOK. PART ONE: ANSWER IN BOOK 1 WEIGHT 1/3

Macroeconomic Theory Ph.D. Qualifying Examination Fall 2005 ANSWER EACH PART IN A SEPARATE BLUE BOOK. PART ONE: ANSWER IN BOOK 1 WEIGHT 1/3 Macroeconomic Theory Ph.D. Qualifying Examinaion Fall 2005 Comprehensive Examinaion UCLA Dep. of Economics You have 4 hours o complee he exam. There are hree pars o he exam. Answer all pars. Each par has

More information

Problem 1 / 25 Problem 2 / 15 Problem 3 / 15 Problem 4 / 20 Problem 5 / 25 TOTAL / 100

Problem 1 / 25 Problem 2 / 15 Problem 3 / 15 Problem 4 / 20 Problem 5 / 25 TOTAL / 100 Deparmen of Appled Economcs Johns Hopkns Unversy Economcs 60 Macroeconomc Theory and Polcy Fnal Exam Suggesed Soluons Professor Sanjay Chugh Fall 009 NAME: The Exam has a oal of fve (5) problems and pages

More information

Method of Characteristics for Pure Advection By Gilberto E. Urroz, September 2004

Method of Characteristics for Pure Advection By Gilberto E. Urroz, September 2004 Mehod of Charaerss for Pre Adveon By Glbero E Urroz Sepember 004 Noe: The followng noes are based on lass noes for he lass COMPUTATIONAL HYDAULICS as agh by Dr Forres Holly n he Sprng Semeser 985 a he

More information

Capital Income Taxation and Economic Growth in Open Economies

Capital Income Taxation and Economic Growth in Open Economies WP/04/91 Capal Income Taxaon and Economc Growh n Open Economes Gerema Palomba 2004 Inernaonal Moneary Fund WP/04/91 IMF Workng Paper Fscal Affars Deparmen Capal Income Taxaon and Economc Growh n Open Economes

More information

Comb Filters. Comb Filters

Comb Filters. Comb Filters The smple flers dscussed so far are characered eher by a sngle passband and/or a sngle sopband There are applcaons where flers wh mulple passbands and sopbands are requred Thecomb fler s an example of

More information

John Geweke a and Gianni Amisano b a Departments of Economics and Statistics, University of Iowa, USA b European Central Bank, Frankfurt, Germany

John Geweke a and Gianni Amisano b a Departments of Economics and Statistics, University of Iowa, USA b European Central Bank, Frankfurt, Germany Herarchcal Markov Normal Mxure models wh Applcaons o Fnancal Asse Reurns Appendx: Proofs of Theorems and Condonal Poseror Dsrbuons John Geweke a and Gann Amsano b a Deparmens of Economcs and Sascs, Unversy

More information

Resurrecting the Role of Real Money Balance Effects

Resurrecting the Role of Real Money Balance Effects Resurreng he Role of Real Money Balane Effes José Dorh Ths Verson: Noveber 2007 Frs Verson: January 2006 Absra Ths paper presens a sruural eonoer analyss ha suggess ha oney sll plays an ndependen role

More information

Technology Transfer in a Duopoly with Horizontal and Vertical Product Differentiation

Technology Transfer in a Duopoly with Horizontal and Vertical Product Differentiation Dsusson Paer ERU/008 07 November 008 Tehnology Transfer n a Duooly wh Horzonal and Veral Produ Dfferenaon Tarun Kabra Indan Sasal Insue, Kolkaa Chng Chy Lee The Chnese Unversy of Hong Kong Revsed Draf

More information

Superstructure-based Optimization for Design of Optimal PSA Cycles for CO 2 Capture

Superstructure-based Optimization for Design of Optimal PSA Cycles for CO 2 Capture Supersruure-asedOpmaonforDesgnof OpmalPSACylesforCO 2 Capure R. S. Kamah I. E. Grossmann L.. Begler Deparmen of Chemal Engneerng Carnege Mellon Unversy Psurgh PA 523 Marh 2 PSA n Nex Generaon Power Plans

More information

Chapter Lagrangian Interpolation

Chapter Lagrangian Interpolation Chaper 5.4 agrangan Inerpolaon Afer readng hs chaper you should be able o:. dere agrangan mehod of nerpolaon. sole problems usng agrangan mehod of nerpolaon and. use agrangan nerpolans o fnd deraes and

More information

II. Light is a Ray (Geometrical Optics)

II. Light is a Ray (Geometrical Optics) II Lgh s a Ray (Geomercal Opcs) IIB Reflecon and Refracon Hero s Prncple of Leas Dsance Law of Reflecon Hero of Aleandra, who lved n he 2 nd cenury BC, posulaed he followng prncple: Prncple of Leas Dsance:

More information

CS434a/541a: Pattern Recognition Prof. Olga Veksler. Lecture 4

CS434a/541a: Pattern Recognition Prof. Olga Veksler. Lecture 4 CS434a/54a: Paern Recognon Prof. Olga Veksler Lecure 4 Oulne Normal Random Varable Properes Dscrmnan funcons Why Normal Random Varables? Analycally racable Works well when observaon comes form a corruped

More information

Exchange Rate Policy: The euro area, the US, and Asia

Exchange Rate Policy: The euro area, the US, and Asia Exchange Rae Polcy: The euro area, he, and Leonor Counho Unversy of Cyprus, Economcs Deparmen June, 2009 Absrac Ths paper uses a hree-counry model of he, he euro area and, o analyze alernave polcy responses

More information

The Maxwell equations as a Bäcklund transformation

The Maxwell equations as a Bäcklund transformation ADVANCED ELECTROMAGNETICS, VOL. 4, NO. 1, JULY 15 The Mawell equaons as a Bäklund ransformaon C. J. Papahrsou Deparmen of Physal Senes, Naval Aademy of Greee, Praeus, Greee papahrsou@snd.edu.gr Absra Bäklund

More information

How about the more general "linear" scalar functions of scalars (i.e., a 1st degree polynomial of the following form with a constant term )?

How about the more general linear scalar functions of scalars (i.e., a 1st degree polynomial of the following form with a constant term )? lmcd Lnear ransformaon of a vecor he deas presened here are que general hey go beyond he radonal mar-vecor ype seen n lnear algebra Furhermore, hey do no deal wh bass and are equally vald for any se of

More information

E β t log (C t ) + M t M t 1. = Y t + B t 1 P t. B t 0 (3) v t = P tc t M t Question 1. Find the FOC s for an optimum in the agent s problem.

E β t log (C t ) + M t M t 1. = Y t + B t 1 P t. B t 0 (3) v t = P tc t M t Question 1. Find the FOC s for an optimum in the agent s problem. Noes, M. Krause.. Problem Se 9: Exercise on FTPL Same model as in paper and lecure, only ha one-period govenmen bonds are replaced by consols, which are bonds ha pay one dollar forever. I has curren marke

More information

Problem Set 9 Due December, 7

Problem Set 9 Due December, 7 EE226: Random Proesses in Sysems Leurer: Jean C. Walrand Problem Se 9 Due Deember, 7 Fall 6 GSI: Assane Gueye his problem se essenially reviews Convergene and Renewal proesses. No all exerises are o be

More information

Amit Mehra. Indian School of Business, Hyderabad, INDIA Vijay Mookerjee

Amit Mehra. Indian School of Business, Hyderabad, INDIA Vijay Mookerjee RESEARCH ARTICLE HUMAN CAPITAL DEVELOPMENT FOR PROGRAMMERS USING OPEN SOURCE SOFTWARE Ami Mehra Indian Shool of Business, Hyderabad, INDIA {Ami_Mehra@isb.edu} Vijay Mookerjee Shool of Managemen, Uniersiy

More information

DEEP UNFOLDING FOR MULTICHANNEL SOURCE SEPARATION SUPPLEMENTARY MATERIAL

DEEP UNFOLDING FOR MULTICHANNEL SOURCE SEPARATION SUPPLEMENTARY MATERIAL DEEP UNFOLDING FOR MULTICHANNEL SOURCE SEPARATION SUPPLEMENTARY MATERIAL Sco Wsdom, John Hershey 2, Jonahan Le Roux 2, and Shnj Waanabe 2 Deparmen o Elecrcal Engneerng, Unversy o Washngon, Seale, WA, USA

More information

Epistemic Game Theory: Online Appendix

Epistemic Game Theory: Online Appendix Epsemc Game Theory: Onlne Appendx Edde Dekel Lucano Pomao Marcano Snscalch July 18, 2014 Prelmnares Fx a fne ype srucure T I, S, T, β I and a probably µ S T. Le T µ I, S, T µ, βµ I be a ype srucure ha

More information

Volatility Interpolation

Volatility Interpolation Volaly Inerpolaon Prelmnary Verson March 00 Jesper Andreasen and Bran Huge Danse Mares, Copenhagen wan.daddy@danseban.com brno@danseban.com Elecronc copy avalable a: hp://ssrn.com/absrac=69497 Inro Local

More information