The New Keynesian Phillips curve: closed economy versus open economy

Size: px
Start display at page:

Download "The New Keynesian Phillips curve: closed economy versus open economy"

Transcription

1 Ecoomics Leers 75 (2002) 9 locae/ ecobase The New Keyesia Phillips curve: closed ecoomy versus ope ecoomy a b, Assaf Razi, Chi-Wa Yue a Tel Aviv Uiversiy, Corell Uiversiy, NBER, CEPR, ad CE-Ifo, Tel Aviv, Israel b chool of Ecoomics ad Fiace, Uiversiy of Hog Kog, Pokfulam Road, Hog Kog, Chia Received 27 May 200; acceped 6 Jue 200 Absrac The paper exeds Woodford s [Opimizig models wih omial rigidiies, Chaper 3 of Ieres ad prices: foudaios of a heory of moeary policy, Priceo Uiversiy, 2000; upublished mauscrip] aalysis of he closed ecoomy Phillips curve o a ope ecoomy wih boh commodiy rade ad capial mobiliy. We show ha cosumpio smoohig, which comes wih he opeig of he capial marke, raises he degree of sraegic complemeariy amog moopolisically compeiive suppliers, hus rederig prices more sicky ad magifyig oupu resposes o omial GP shocks Elsevier ciece B.V. All righs reserved. Keywords: Phillips curve; New Keyesia; Trade; Capial mobiliy JEL classificaio: E2; F4. Iroducio I his paper, we examie how ope marke policies would ierac wih he degree of price rigidiy i he domesic ecoomy o affec he oupu-iflaio radeoffs as well as he volailiies of oupu ad iflaio i respose o omial shocks. The aalysis will be coduced i a opimizaio-based New Keyesia framework alablachard ad Kiyoaki (987). I he discussio, we exed o a ope-rade-accou ad ope-capial-accou ecoomy he succic exposiio of Woodford (2000) coduced i he coex of a closed ecoomy. [For a useful survey of he ew ope ecoomy macroecoomic approach we adop for our aalysis i his paper, see Lae (200).] Why is such exesio poeially useful? Empirically, Lougai e al. (200) have foud ha couries wih greaer resricios o capial mobiliy ed o have seeper Phillips curves. Evidely, Correspodig auhor. Tel.: ; fax: address: cwyue@eco.khu.hk (C.-W. Yue) / 02/ $ see fro maer 2002 Elsevier ciece B.V. All righs reserved. PII: (0)

2 2 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 he degree of price sickiess is relaed o he orgaizaio of markes for isace, wheher he labor marke is commo or segmeed. imilarly, he degree of price sickiess ca be affeced by he opeess of he ecoomy i boh commodiy rade ad capial flows. 2. The aalyical framework Cosider a small ope ecoomy wih a represeaive household ha is edowed wih a coiuum of goods-specific skills uiformly disribued o he ui ierval [0, ] o be supplied o a differeiaed produc idusry. As a cosumer, he represeaive household has access o cosumpio of boh domesic goods (disribued o [0, ]) ad foreig goods (disribued o (, ]). The household seeks o maximize a discoued sum of expeced uiliies: ` E O b [u(c, M /P ; j ) 2E v(h ( j); j )dj] where b is he subjecive discou facor, C is he ixi ad igliz (977) idex of household cosumpio, P he ixi igliz price idex, M/P he demad for real balaces, j a preferece shock, ad h( j) he supply of ype-j labor o he producio of good of variey j. Like Obsfeld ad Rogoff (996), we defie he cosumpio idex ad is correspodig price idex, respecively, as ad 3 4 u /(u) (u )/u (u )/u C 5 E c ( j) dj E c ( j) dj /(2u ) 2u 2u P 5 E p ( j) dj E [ p ( j)] dj () 0 where c( j) represes domesic cosumpio of he jh domesically produced good, c( j) domesic cosumpio of he jh foreig-produced good, p( j) he domesic-currecy price of c( j), p( j) he foreig-currecy price of c( j), he omial exchage rae (domesic-currecy price of foreig currecy), u. he elasiciy of subsiuio amog he differe goods, ad he fracio of goods ha are produced domesically. I omial erms, he budge cosrai facig he household is give by: E p ( j)c ( j)dj E p ( j)c ( j)dj i M B B 0 ]] i 5 M ( i )B f,( i )B E w ( j)h ( j)dje P ( j)dj 0 0 where B is he domesic-currecy value of domesic borrowig, B he foreig-currecy value of

3 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 3 foreig borrowig, f he forward exchage rae for foreig currecies purchased/ sold a ime 2, for delivery a ime, i ad i he domesic ad foreig ieres raes, w( j) he wage rae per ui labor of ype j, ad P( j) profi icome from firms of ype j. Wih perfec capial mobiliy, covered ieres pariy prevails: f, i5 ( i )]] [cf. firs-order codiios of he household wih respec o B ad B.] From his poi o, we shall focus o he relaio bewee aggregae supply of goods ad cosumpio smoohig made possible by ieraioal capial mobiliy. For his purpose, we would o be cocered abou he deails of aggregae demad (icludig he demad for moey), ieraioal commodiy rade, ad he deermiaio of he exchage rae. For simpliciy, cosumer uiliy is assumed o be separable bewee cosumpio ad real moey balaces. For our purpose, he releva uiliy-maximizig codiios iclude a iraemporal codiio for he choice of labor supply of ype j: v h(h ( j); j ) w ( j) ]]]] 5]] u (C ; j ) P c ad a ieremporal codiio for he cosumpio-savig choice: (2) u c(c ; j ) ]]]]] 5 b( r) (3) u (C ; j ) c where r is he world real rae of ieres, assumed for simpliciy o be ime-ivaria. This laer equaliy is a cosequece of he covered ieres pariy ad he Fisher equaio. As i he ixi ad igliz (977) model, demad for good j saisfies c ( j) 5 C p ( j) ]] P 2u The producio fucio assumes he form y ( j) 5 Af(h ( j)) (4) where A is a radom produciviy shock. The variable cos of supplyig y ( j) isw ( j)f ( y ( j)/a ), which implies a (real) margial cos of w ( j) s ( j) 5]]]]]]] PA f9( f ( y ( j)/a )) Usig Eq. (2), we ca replace he real wage above by he margial rae of subsiuio. Imposig symmery across firms (so ha we ca drop he idex j), he above equaio ca be rewrie as v h( f ( y/a); j ) s( y, C; j, A) 5]]]]]]] u (C; j )Af 9( f ( y/a)) c (5)

4 4 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 Trade-wise, price-makig firms face world demad for heir producs so ha Eq. (4) implies p ( j) y ( j) 5 Y W ]] P 2u where y ( j) is he quaiy of good j supplied by he firm o mee he world demad ad W H F H Y 5 Y Y he idex for all goods produced aroud he world, wih Y 5 e (( p ( j)y ( j)) /P )dj 0 F 0 ad Y 5 e (( p ( j)y ( j)) /P )dj as correspodig producio idices for home goods ad foreig goods. The goods markes are moopolisically compeiive. A fracio g of he firms ses heir prices flexibly a p, supplyig y ; whereas he remaiig 2 g of firms ses heir prices oe period i advace (i period 2 ) a p 2, supplyig y 2. I he former case, he price is marked up above he margial cos by a facor of m ( 5u/(u 2 ). ) so ha p P ] 2 ms( y, C ; j, A ) 5 0 (6a) I he laer case, p 2 will be chose o maximize expeced discoued profi F G H gj E ]]] ( p2 y22 wh) i W u 2u W u 2u 5 E ]]] fy P p2 2 wf (Y P p 2 /A ) i where we have used he iverse demad fucio from Eq. (4) for y fucio for h. Oe ca show ha p saisfies Give p H F GJ 2 2 (49) ad he iverse producio ]]] W u ] p2 E Y P 2 ms( y 2, C ; j, A ) 5 0 (6b) i P ad p, he aggregae price idex () ca be rewrie as: 2 P 5h[gp ( 2 g )p ] ( 2 )( p ) j (9) 2u 2u 2u /(2u ) 2 I he exreme case where all prices are fully flexible (i.e. g 5 ), oupu will aai is aural level, Y, implicily defied by p 2u 2u /(2u ) g ]]]]]]]]]] 5 ms(y, C ; j, A ) p ( 2 ) p f Amog oher higs, Y depeds o he level of home cosumpio uder flexible prices (C ), domesic ad foreig prices ( p ad p ), as well as he exchage rae ( ). For laer purpose, we ca deoe s(y, C ; j, A )ass. I he absece of capial flows, C 5 Y so ha he aural oupu level is defied by p 2u 2u /(2u ) g ]]]]]]]]]] 5 ms(y, Y ; j, A ) p ( 2 ) p f

5 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 5 Whe he ecoomy is compleely closed i erms of boh commodiy rade ad capial flows ( 5 ad C 5 Y ), he equaio above furher simplifies o 5 ms(y, Y ; j, A ) I his las case, equilibrium oupu is compleely idepede of moeary policy. 3. The Phillips curve This secio derives he expecaios-augmeed Phillips curve of he kid hypohesized by Friedma (968) ad Phelps (970) for boh closed ad ecoomies [cf. Ball e al. (988) ad Robers (995)]. I order o obai a racable soluio, we log-liearize he equilibrium codiios aroud he seady sae. We assume ha b( r)5, which is ecessary for he exisece of a seady sae. I ] paricular, we cosider a deermiisic seady sae where j 5 0 ad A 5A wih 5, ] p 5p, ] ad ] C 5C. efie xˆ 5 log(x /x) ]. (x 2x)/x ] ] as he proporioal deviaio of ay variable x from is deermiisic seady sae value ] x. We ca he log-liearize Eq. (5) aroud he deermiisic seady sae equilibrium o ge where sˆ 2 sˆ 5 v(yˆ 2 Y ˆ ) s (Cˆ 2 C ˆ ) (59) v 5 vw vp ] ] v hh(y/a) v w 5]]] v f 9 h ] ] f 0( f (.))(y/a) vp 52]]]]] f 9( f (.))f 9(.) ad u c] cc s 52]] uc Log-liearizig he wo price-seig Eqs. (6a) ad (6b) usig Eq. (59), we obai ad ˆ ˆ ˆ ˆ log( p ) 5 log(p ) v(y 2 Y ) s (C 2 C ) (6a9) f ˆ ˆ ˆ ˆ 2 2 log( p ) 5 E log(p ) v(y 2 Y ) s (C 2 C ) (6b9) g From he defiiio of he aggregae price idex (9), we ca derive he followig approximaio log(p ) 5 [g log( p ) ( 2 g ) log( p )] ( 2 ) log( p ) (0) 2

6 6 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 efie he iflaio rae p5 l(p /P ) so ha p2 E (p ) 5 log(p ) 2 E log(p ), ad he real exchage rae as e ; P /P. We show i Appedix A how hese price relaios ca be combied o obai he ope-ecoomy Phillips curve as follows: H g v H p 2 E (p ) 5 ]] ]]] (Yˆ 2 Y ˆ ) 2 g uv ( 2 )v F s F]]]G (Yˆ 2 Y ˆ ) ]]] (Cˆ 2 C ˆ ) J uv uv 2 ]] H]] log(e ) 2 E [log(e )] J (7) 2 g 3.. Perfec capial mobiliy Whe capial is perfecly mobile, cosumpio smoohig ca be achieved ad, give he ˆ ˆ assumpio ha b( r) 5, cosumpio will be redless (see Eq. (3)). As a resul, C5 0 5 C. The Phillips curve herefore simplifies o H g v H p 2 E (p ) 5 ]] ]]] (Yˆ 2 Y ˆ ) 2 g uv ( 2 )v F F]]]G(Yˆ ˆ 2 Y ) J uv 2 ]] H]] log (e ) 2 E [log (e )] J (79) 2 g 3.2. Closig he capial accou I he absece of capial flows, cosumpio smoohig ca o loger be achieved ad cosumpio H will flucuae wih domesic oupu (i.e. Cˆ 5 Yˆ ad Cˆ 5 Y ˆ ). As a resul, he Phillips curve assumes he form H ( 2 )s ˆ F F]]]] G ˆ J uv 2 ]] H]] J g v s H p 2 E (p ) 5 ]] ]]] (Yˆ 2 Y ˆ ) 2 g uv 3.3. Closed ecoomy (Y 2 Y ) log(e ) 2 E [log(e )] (70) 2 g If we furher close he rade accou, he ecoomy will be self-sufficie ad 5. I his case, he Phillips curve will ake a eve simpler form

7 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 7 g v s H p 2 E (p ) 5 ]] ]]] (Yˆ 2 Y ˆ ) (7-) 2 g uv which is exacly ideical o Eq. (.23) i Woodford (2000) A compariso The differece i he oupu-iflaio radeoff coefficies bewee (79) ad (70) lies i gs /(2 g )( uv), which capures he sesiiviy of iflaio o cosumpio spedig. This erm will disappear i he presece of cosumpio smoohig, as will be achieved uder perfec capial mobiliy. The differece i he same coefficies bewee (70) ad (7-) isg( 2 )v/(2g )( uv), where represes he fracio of world cosumpio ha is produced domesically i he case of rade opeess whereas sads for he same fracio (i.e. 00%) i he case of a closed ecoomy. Therefore, successive opeig of he ecoomy will flae he Phillips curve. 4. hor-ru aggregae supply As a corollary o our aalysis of he oupu-iflaio radeoff, we ca also examie how exogeous H H shocks o omial GP, defied as [gp y ( 2 g )p2 y 2] 5 P Y ; Q, would affec he relaive resposes of domesic oupu ad producer prices. From he Phillips curve Eq. (7), we ca show ha H he sesiiviy of log(y ) 2 log(y ) wih respec o iovaios i he exogeous process, viz., log(q ) 2 E [log(q )], i he case of perfec capial mobiliy is ope oupu-elasiciy 5]]]]]]] g v ]] ]]] 2 g uv H H while he sesiiviy of log(p ) 2 E log(p ) is g v ]] ]]] 2 g uv ope price-elasiciy 5]]]]]]] g v ]] ]]] 2 g uv imilarly, he sesiiviy parameers i he case of a closed ecoomy are give by closed oupu-elasiciy 5]]]]]]]] g v s ]] ]]] 2 g uv ad Obviously, our coclusio here is valid oly if he parameers ivolved i he various versios of he Phillips curve are sable ad ivaria o chages i rade ad capial mobiliy regimes. The same codiio applies o our resuls i he ex secio.

8 8 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 g v s ]] ]]] closed 2 g uv price-elasiciy 5]]]]]]]] g v s ]] ]]] 2 g uv As discussed i Woodford (2000), hese sesiiviy parameers are relaed o he degree of sraegic complemeariy amog price seers. I ur, he laer depeds o he orgaizaio of markes. For isace, sraegic subsiuabiliy (complemeariy) will prevail if all facor prices are (cao be) isaaeously equalized across suppliers of differe goods, he case of commo (segmeed) facor markes. I our case, we show aoher example where he orgaizaio of he world capial marke maers i paricular, he iegraio or o of he domesic capial marke io he world marke. Cosumpio smoohig, which comes wih he opeig of he capial marke, will icrease he degree of sraegic complemeariy, hus rederig prices more sicky ad magifyig oupu resposes. Appedix A Le us sar wih he wo price-seig equaios: ˆ ˆ ˆ ˆ log( p ) 5 log(p ) v(y 2 Y ) s (C 2 C ) (A.a) ad f ˆ ˆ ˆ ˆ 2 2 log( p ) 5 E log(p ) v(y 2 Y ) s (C 2 C ) (A.b) g Log-liearizig he demad fucios facig he firm (Eq. 4) (where we ca replace c ad C W y ad Y, respecively), we ge W ŷ 5 Yˆ 2u [log( p ) 2 log(p )], j 5,2 (A.2) j j ubsiuig (A.2) io (A.a) ad (A.b) ad rearragig erms, we have v W log( p ) 5 log(p ) ]]] (Yˆ 2 Y ˆ ) s ]]](Cˆ 2 C ˆ ) (A.a9) uv uv ad v W log( p F ]]] ˆ ˆ ]]] ˆ ˆ 2) 5 E log(p ) (Y 2 Y ) s (C2 C ) G (A.b9) uv uv Togeher, (A.a9) ad (A.b9) imply ha log( p ) 5 E [log( p )] (A.3) 2 From he aggregae price idex Eq. (9), we have a approximae relaio of he followig kid log(p ) 5 [g log( p ) ( 2 g ) log( p )] ( 2 ) log( p ) 2 W by (A.4)

9 A. Razi, C.-W. Yue / Ecoomics Leers 75 (2002) 9 9 From his ad (A.3), he uaicipaed rae of iflaio is give by log(p ) 2 Eflog(P ) g5 g [log( p ) 2 log( p 2)] ( 2 ) hlog( p ) 2 E flog( p ) gj (A.49) (A.4) also implies ha log( p 2) 5 F]]] G[log(P ) 2 g log( p ) 2 ( 2 ) log( p )] ( 2 g ) ubsiuig his io (A.49) ad defiig he real exchage rae as e ; P /P, we have g log(p ) 2 E log(p ) 5 ]] [log( p ) 2 log(p )] 2 g 2 ]] ]] log(e ) 2 E [log(e )] 2 g H J Replacig log( p ) i he above expressio by (A.a9) yields a ope-ecoomy Phillips curve of he form g v ˆ W ˆ s ˆ ˆ ]] F]]] ]]] G log(p ) 2 E log(p ) 5 (Y 2 Y ) (C 2 C ) 2 g uv uv 2 ]] H]] log(e ) 2 E [log(e )] 2 g J W H F Eq. (7) i he ex ca be obaied by oig ha Yˆ 5 Yˆ ( 2 )Y ˆ. Refereces Ball, L., Makiw, N.G., Romer,., 988. The ew Keyesia ecoomics ad he oupu-iflaio radeoff. Brookigs Papers o Ecoomic Aciviy 9, 65. Blachard, O., Kiyoaki, N., 987. Moopolisic compeiio ad he effecs of aggregae demad. America Ecoomic Review 77, ixi, A., igliz, J.E., 977. Moopolisic compeiio ad opimum produc diversiy. America Ecoomic Review 67, Friedma, M., 968. The role of moeary policy. America Ecoomic Review 58, 7. Lae, P.R., 200. The ew ope ecoomy macroecoomics: a survey. Joural of Ieraioal Ecoomics 54, Lougai, P., Razi, A., Yue, C.-W., 200. Capial mobiliy ad he oupu-iflaio radeoff. Joural of evelopme Ecoomics 64, Obsfeld, M., Rogoff, K., 996. Foudaios of Ieraioal Macroecoomics. MIT Press, Cambridge, MA, Chaper 0. Phelps, E.., 970. Microecoomic Foudaios of Employme Theory. Noro, New York. Robers, J.M., 995. New Keyesia ecoomics ad he Phillips curve. Joural of Moey, Credi, ad Bakig 27, Woodford, M., Opimizig models wih omial rigidiies, Chaper 3 of Ieres ad Prices: Foudaios of a Theory of Moeary Policy, upublished mauscrip, Priceo Uiversiy.

NBER WORKING PAPER SERIES AGGREGATE SUPPLY AND POTENTIAL OUTPUT. Assaf Razin. Working Paper

NBER WORKING PAPER SERIES AGGREGATE SUPPLY AND POTENTIAL OUTPUT. Assaf Razin. Working Paper NBER WORKING PAPER SERIES AGGREGATE SUPPL AND POTENTIAL OUTPUT Assaf Razi Workig Paper 094 hp://www.ber.org/papers/w094 NATIONAL BUREAU OF ECONOMIC RESEARCH 050 Massachuses Aveue Cambridge MA 038 February

More information

Economics 8723 Macroeconomic Theory Problem Set 3 Sketch of Solutions Professor Sanjay Chugh Spring 2017

Economics 8723 Macroeconomic Theory Problem Set 3 Sketch of Solutions Professor Sanjay Chugh Spring 2017 Deparme of Ecoomic The Ohio Sae Uiveriy Ecoomic 8723 Macroecoomic Theory Problem Se 3 Skech of Soluio Profeor Sajay Chugh Sprig 27 Taylor Saggered Nomial Price-Seig Model There are wo group of moopoliically-compeiive

More information

14.02 Principles of Macroeconomics Fall 2005

14.02 Principles of Macroeconomics Fall 2005 14.02 Priciples of Macroecoomics Fall 2005 Quiz 2 Tuesday, November 8, 2005 7:30 PM 9 PM Please, aswer he followig quesios. Wrie your aswers direcly o he quiz. You ca achieve a oal of 100 pois. There are

More information

Economics 8723 Macroeconomic Theory Problem Set 2 Professor Sanjay Chugh Spring 2017

Economics 8723 Macroeconomic Theory Problem Set 2 Professor Sanjay Chugh Spring 2017 Deparme of Ecoomics The Ohio Sae Uiversiy Ecoomics 8723 Macroecoomic Theory Problem Se 2 Professor Sajay Chugh Sprig 207 Labor Icome Taxes, Nash-Bargaied Wages, ad Proporioally-Bargaied Wages. I a ecoomy

More information

IMES DISCUSSION PAPER SERIES

IMES DISCUSSION PAPER SERIES IMES DISCUSSION PAPER SERIES Credi Spread ad Moeary Policy Yuki Teraishi Discussio Paper No. 9-E-4 INSTITUTE FOR MONETARY AND ECONOMIC STUDIES BANK OF JAPAN -- NIHONBASHI-HONGOKUCHO CHUO-KU, TOKYO 3-866

More information

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL SEPTEMBER 17, 2013

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL SEPTEMBER 17, 2013 LINEAR APPROXIMATION OF THE BASELINE RBC MODEL SEPTEMBER 7, 203 Iroducio LINEARIZATION OF THE RBC MODEL For f( xyz,, ) = 0, mulivariable Taylor liear expasio aroud f( xyz,, ) f( xyz,, ) + f( xyz,, )( x

More information

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL JANUARY 29, 2013

LINEAR APPROXIMATION OF THE BASELINE RBC MODEL JANUARY 29, 2013 LINEAR APPROXIMATION OF THE BASELINE RBC MODEL JANUARY 29, 203 Iroducio LINEARIZATION OF THE RBC MODEL For f( x, y, z ) = 0, mulivariable Taylor liear expasio aroud f( x, y, z) f( x, y, z) + f ( x, y,

More information

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition LINEARIZING AND APPROXIMATING THE RBC MODEL SEPTEMBER 7, 200 For f( x, y, z ), mulivariable Taylor liear expasio aroud ( x, yz, ) f ( x, y, z) f( x, y, z) + f ( x, y, z)( x x) + f ( x, y, z)( y y) + f

More information

When both wages and prices are sticky

When both wages and prices are sticky Whe boh ages ad rices are sicy Previously, i he basic models, oly roduc rices ere alloed o be sicy. I racice, i is ossible ha oher rices are sicy as ell. I addiio, some rices migh be more or less sicy

More information

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition

Four equations describe the dynamic solution to RBC model. Consumption-leisure efficiency condition. Consumption-investment efficiency condition LINEAR APPROXIMATION OF THE BASELINE RBC MODEL FEBRUARY, 202 Iroducio For f(, y, z ), mulivariable Taylor liear epasio aroud (, yz, ) f (, y, z) f(, y, z) + f (, y, z)( ) + f (, y, z)( y y) + f (, y, z)(

More information

Follow links for Class Use and other Permissions. For more information send to:

Follow links for Class Use and other Permissions. For more information send  to: COPYRIGHT NOTICE: Jordi Galí: Moeary Policy, Iflaio, ad he Busiess Cycle is published by Priceo Uiversiy Press ad copyrighed, 008, by Priceo Uiversiy Press. All righs reserved. No par of his book may be

More information

Ideal Amplifier/Attenuator. Memoryless. where k is some real constant. Integrator. System with memory

Ideal Amplifier/Attenuator. Memoryless. where k is some real constant. Integrator. System with memory Liear Time-Ivaria Sysems (LTI Sysems) Oulie Basic Sysem Properies Memoryless ad sysems wih memory (saic or dyamic) Causal ad o-causal sysems (Causaliy) Liear ad o-liear sysems (Lieariy) Sable ad o-sable

More information

Comparisons Between RV, ARV and WRV

Comparisons Between RV, ARV and WRV Comparisos Bewee RV, ARV ad WRV Cao Gag,Guo Migyua School of Maageme ad Ecoomics, Tiaji Uiversiy, Tiaji,30007 Absrac: Realized Volailiy (RV) have bee widely used sice i was pu forward by Aderso ad Bollerslev

More information

A Generalized Cost Malmquist Index to the Productivities of Units with Negative Data in DEA

A Generalized Cost Malmquist Index to the Productivities of Units with Negative Data in DEA Proceedigs of he 202 Ieraioal Coferece o Idusrial Egieerig ad Operaios Maageme Isabul, urey, July 3 6, 202 A eeralized Cos Malmquis Ide o he Produciviies of Uis wih Negaive Daa i DEA Shabam Razavya Deparme

More information

On the Trade Balance Response to Monetary Shocks : the Marshall-Lerner Conditions Reconsidered

On the Trade Balance Response to Monetary Shocks : the Marshall-Lerner Conditions Reconsidered O he Trade Balace Respose o Moeary Shocks : he Marshall-Lerer odiios Recosidered Giovai Lombardo Triiy ollege, Dubli Absrac This paper sudies he applicabiliy of he Marshall-Lerer codiio o he basic Obsfeld

More information

Online Supplement to Reactive Tabu Search in a Team-Learning Problem

Online Supplement to Reactive Tabu Search in a Team-Learning Problem Olie Suppleme o Reacive abu Search i a eam-learig Problem Yueli She School of Ieraioal Busiess Admiisraio, Shaghai Uiversiy of Fiace ad Ecoomics, Shaghai 00433, People s Republic of Chia, she.yueli@mail.shufe.edu.c

More information

Not For Publication. APPENDIX B. Linearization of the Euler equation.

Not For Publication. APPENDIX B. Linearization of the Euler equation. o For Publicaio PPEDI B Liearizaio of he Euler equaio The represeaive firm is assumed o miimize (4) subjec o he accumulaio equaio, (6), where C is defied by (5) The opimaliy codiios for his opimizaio problem

More information

Monetary Policy and Unemployment in Open Economies (Draft)

Monetary Policy and Unemployment in Open Economies (Draft) Moeary Policy ad Uemployme i Ope Ecoomies (Draf) Philipp Egler Jue 2, 2 Absrac I he welfare aalysis of moeary policy shocks i ope ecoomies i he radiio of he redux model of Obsfeld ad Rogo, uemployme plays

More information

Optimal Monetary Policy under Heterogeneous Banks

Optimal Monetary Policy under Heterogeneous Banks Opimal Moeary Policy uder Heerogeeous Baks Nao Sudo y ad Yuki Teraishi z Isiue for Moeary ad Ecoomic Sudies, Bak of Japa July 8 (Very Prelimiary) Absrac We iroduce he heerogeeous sickiesses i loa ieres

More information

Procedia - Social and Behavioral Sciences 230 ( 2016 ) Joint Probability Distribution and the Minimum of a Set of Normalized Random Variables

Procedia - Social and Behavioral Sciences 230 ( 2016 ) Joint Probability Distribution and the Minimum of a Set of Normalized Random Variables Available olie a wwwsciecedireccom ScieceDirec Procedia - Social ad Behavioral Scieces 30 ( 016 ) 35 39 3 rd Ieraioal Coferece o New Challeges i Maageme ad Orgaizaio: Orgaizaio ad Leadership, May 016,

More information

Unconventional Monetary Policy in a Currency Union

Unconventional Monetary Policy in a Currency Union Ucoveioal Moeary Policy i a Currecy Uio Adreas Tischbirek Uiversiy of Oxford Job Marke Paper December 24 Absrac I a currecy uio wih a commo ceral bak, moeary policy implemeed hrough commo shor-erm ieres

More information

INVESTMENT PROJECT EFFICIENCY EVALUATION

INVESTMENT PROJECT EFFICIENCY EVALUATION 368 Miljeko Crjac Domiika Crjac INVESTMENT PROJECT EFFICIENCY EVALUATION Miljeko Crjac Professor Faculy of Ecoomics Drsc Domiika Crjac Faculy of Elecrical Egieerig Osijek Summary Fiacial efficiecy of ivesme

More information

CLOSED FORM EVALUATION OF RESTRICTED SUMS CONTAINING SQUARES OF FIBONOMIAL COEFFICIENTS

CLOSED FORM EVALUATION OF RESTRICTED SUMS CONTAINING SQUARES OF FIBONOMIAL COEFFICIENTS PB Sci Bull, Series A, Vol 78, Iss 4, 2016 ISSN 1223-7027 CLOSED FORM EVALATION OF RESTRICTED SMS CONTAINING SQARES OF FIBONOMIAL COEFFICIENTS Emrah Kılıc 1, Helmu Prodiger 2 We give a sysemaic approach

More information

Available online at J. Math. Comput. Sci. 4 (2014), No. 4, ISSN:

Available online at   J. Math. Comput. Sci. 4 (2014), No. 4, ISSN: Available olie a hp://sci.org J. Mah. Compu. Sci. 4 (2014), No. 4, 716-727 ISSN: 1927-5307 ON ITERATIVE TECHNIQUES FOR NUMERICAL SOLUTIONS OF LINEAR AND NONLINEAR DIFFERENTIAL EQUATIONS S.O. EDEKI *, A.A.

More information

THE EMPIRICAL IMPLICATIONS OF THE ZERO LOWER BOUND ON THE INTEREST RATE: THE CASE OF THE CZECH ECONOMY

THE EMPIRICAL IMPLICATIONS OF THE ZERO LOWER BOUND ON THE INTEREST RATE: THE CASE OF THE CZECH ECONOMY ACTA UNIVERSITATIS AGRICULTURAE ET SILVICULTURAE MENDELIANAE BRUNENSIS Volume 64 72 Number 2 2016 hp://dx.doi.org/10.11118/acau201664020603 THE EMIRICAL IMLICATIONS OF THE ZERO LOWER BOUND ON THE INTEREST

More information

Dynamic h-index: the Hirsch index in function of time

Dynamic h-index: the Hirsch index in function of time Dyamic h-idex: he Hirsch idex i fucio of ime by L. Egghe Uiversiei Hassel (UHassel), Campus Diepebeek, Agoralaa, B-3590 Diepebeek, Belgium ad Uiversiei Awerpe (UA), Campus Drie Eike, Uiversieisplei, B-260

More information

Some Properties of Semi-E-Convex Function and Semi-E-Convex Programming*

Some Properties of Semi-E-Convex Function and Semi-E-Convex Programming* The Eighh Ieraioal Symposium o Operaios esearch ad Is Applicaios (ISOA 9) Zhagjiajie Chia Sepember 2 22 29 Copyrigh 29 OSC & APOC pp 33 39 Some Properies of Semi-E-Covex Fucio ad Semi-E-Covex Programmig*

More information

1. Solve by the method of undetermined coefficients and by the method of variation of parameters. (4)

1. Solve by the method of undetermined coefficients and by the method of variation of parameters. (4) 7 Differeial equaios Review Solve by he mehod of udeermied coefficies ad by he mehod of variaio of parameers (4) y y = si Soluio; we firs solve he homogeeous equaio (4) y y = 4 The correspodig characerisic

More information

L-functions and Class Numbers

L-functions and Class Numbers L-fucios ad Class Numbers Sude Number Theory Semiar S. M.-C. 4 Sepember 05 We follow Romyar Sharifi s Noes o Iwasawa Theory, wih some help from Neukirch s Algebraic Number Theory. L-fucios of Dirichle

More information

Comparison between Fourier and Corrected Fourier Series Methods

Comparison between Fourier and Corrected Fourier Series Methods Malaysia Joural of Mahemaical Scieces 7(): 73-8 (13) MALAYSIAN JOURNAL OF MATHEMATICAL SCIENCES Joural homepage: hp://eispem.upm.edu.my/oural Compariso bewee Fourier ad Correced Fourier Series Mehods 1

More information

Fermat Numbers in Multinomial Coefficients

Fermat Numbers in Multinomial Coefficients 1 3 47 6 3 11 Joural of Ieger Sequeces, Vol. 17 (014, Aricle 14.3. Ferma Numbers i Muliomial Coefficies Shae Cher Deparme of Mahemaics Zhejiag Uiversiy Hagzhou, 31007 Chia chexiaohag9@gmail.com Absrac

More information

FINANCIAL MARKETS AND FINANCIAL LEVERAGE IN A TWO-COUNTRY WORLD ECONOMY

FINANCIAL MARKETS AND FINANCIAL LEVERAGE IN A TWO-COUNTRY WORLD ECONOMY FINANCIAL MARETS AND FINANCIAL LEVERAGE IN A TWO-COUNTRY WORLD ECONOMY Simo Gilchris Boso Uiversiy ad Naioal Bureau of Ecoomic Research This paper explores he role of fiacial markes i he ieraioal rasmissio

More information

Extremal graph theory II: K t and K t,t

Extremal graph theory II: K t and K t,t Exremal graph heory II: K ad K, Lecure Graph Theory 06 EPFL Frak de Zeeuw I his lecure, we geeralize he wo mai heorems from he las lecure, from riagles K 3 o complee graphs K, ad from squares K, o complee

More information

David Randall. ( )e ikx. k = u x,t. u( x,t)e ikx dx L. x L /2. Recall that the proof of (1) and (2) involves use of the orthogonality condition.

David Randall. ( )e ikx. k = u x,t. u( x,t)e ikx dx L. x L /2. Recall that the proof of (1) and (2) involves use of the orthogonality condition. ! Revised April 21, 2010 1:27 P! 1 Fourier Series David Radall Assume ha u( x,) is real ad iegrable If he domai is periodic, wih period L, we ca express u( x,) exacly by a Fourier series expasio: ( ) =

More information

STK4080/9080 Survival and event history analysis

STK4080/9080 Survival and event history analysis STK48/98 Survival ad eve hisory aalysis Marigales i discree ime Cosider a sochasic process The process M is a marigale if Lecure 3: Marigales ad oher sochasic processes i discree ime (recap) where (formally

More information

F D D D D F. smoothed value of the data including Y t the most recent data.

F D D D D F. smoothed value of the data including Y t the most recent data. Module 2 Forecasig 1. Wha is forecasig? Forecasig is defied as esimaig he fuure value ha a parameer will ake. Mos scieific forecasig mehods forecas he fuure value usig pas daa. I Operaios Maageme forecasig

More information

Fresnel Dragging Explained

Fresnel Dragging Explained Fresel Draggig Explaied 07/05/008 Decla Traill Decla@espace.e.au The Fresel Draggig Coefficie required o explai he resul of he Fizeau experime ca be easily explaied by usig he priciples of Eergy Field

More information

A Note on Prediction with Misspecified Models

A Note on Prediction with Misspecified Models ITB J. Sci., Vol. 44 A, No. 3,, 7-9 7 A Noe o Predicio wih Misspecified Models Khresha Syuhada Saisics Research Divisio, Faculy of Mahemaics ad Naural Scieces, Isiu Tekologi Badug, Jala Gaesa Badug, Jawa

More information

Electrical Engineering Department Network Lab.

Electrical Engineering Department Network Lab. Par:- Elecrical Egieerig Deparme Nework Lab. Deermiaio of differe parameers of -por eworks ad verificaio of heir ierrelaio ships. Objecive: - To deermie Y, ad ABD parameers of sigle ad cascaded wo Por

More information

Linear Time Invariant Systems

Linear Time Invariant Systems 1 Liear Time Ivaria Sysems Oulie We will show ha he oupu equals he covoluio bewee he ipu ad he ui impulse respose: sysem for a discree-ime, for a coiuous-ime sysdem, y x h y x h 2 Discree Time LTI Sysems

More information

FIXED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE

FIXED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE Mohia & Samaa, Vol. 1, No. II, December, 016, pp 34-49. ORIGINAL RESEARCH ARTICLE OPEN ACCESS FIED FUZZY POINT THEOREMS IN FUZZY METRIC SPACE 1 Mohia S. *, Samaa T. K. 1 Deparme of Mahemaics, Sudhir Memorial

More information

An interesting result about subset sums. Nitu Kitchloo. Lior Pachter. November 27, Abstract

An interesting result about subset sums. Nitu Kitchloo. Lior Pachter. November 27, Abstract A ieresig resul abou subse sums Niu Kichloo Lior Pacher November 27, 1993 Absrac We cosider he problem of deermiig he umber of subses B f1; 2; : : :; g such ha P b2b b k mod, where k is a residue class

More information

Lecture 8 April 18, 2018

Lecture 8 April 18, 2018 Sas 300C: Theory of Saisics Sprig 2018 Lecure 8 April 18, 2018 Prof Emmauel Cades Scribe: Emmauel Cades Oulie Ageda: Muliple Tesig Problems 1 Empirical Process Viewpoi of BHq 2 Empirical Process Viewpoi

More information

OLS bias for econometric models with errors-in-variables. The Lucas-critique Supplementary note to Lecture 17

OLS bias for econometric models with errors-in-variables. The Lucas-critique Supplementary note to Lecture 17 OLS bias for ecoomeric models wih errors-i-variables. The Lucas-criique Supplemeary oe o Lecure 7 RNy May 6, 03 Properies of OLS i RE models I Lecure 7 we discussed he followig example of a raioal expecaios

More information

Japaese Joural of oeary a iacial Ecoomics Vol. 2 No. 2 pp Iroucio Currecy subsiuio is a pheomeo ha omesic resies use a foreig currecy as a m

Japaese Joural of oeary a iacial Ecoomics Vol. 2 No. 2 pp Iroucio Currecy subsiuio is a pheomeo ha omesic resies use a foreig currecy as a m Japaese Joural of oeary a iacial Ecoomics Vol. 2 No. 2 pp. 6-45 24 Currecy Subsiuio a oeary Policy uer he Icomplee iacial arke asao Kumamoo Tokyo Keizai Uiversiy -7-34 iami-cho Kokubuji-shi Tokyo 85-852

More information

Exercise 3 Stochastic Models of Manufacturing Systems 4T400, 6 May

Exercise 3 Stochastic Models of Manufacturing Systems 4T400, 6 May Exercise 3 Sochasic Models of Maufacurig Sysems 4T4, 6 May. Each week a very popular loery i Adorra pris 4 ickes. Each ickes has wo 4-digi umbers o i, oe visible ad he oher covered. The umbers are radomly

More information

Academic Forum Cauchy Confers with Weierstrass. Lloyd Edgar S. Moyo, Ph.D. Associate Professor of Mathematics

Academic Forum Cauchy Confers with Weierstrass. Lloyd Edgar S. Moyo, Ph.D. Associate Professor of Mathematics Academic Forum - Cauchy Cofers wih Weiersrass Lloyd Edgar S Moyo PhD Associae Professor of Mahemaics Absrac We poi ou wo limiaios of usig he Cauchy Residue Theorem o evaluae a defiie iegral of a real raioal

More information

BE.430 Tutorial: Linear Operator Theory and Eigenfunction Expansion

BE.430 Tutorial: Linear Operator Theory and Eigenfunction Expansion BE.43 Tuorial: Liear Operaor Theory ad Eigefucio Expasio (adaped fro Douglas Lauffeburger) 9//4 Moivaig proble I class, we ecouered parial differeial equaios describig rasie syses wih cheical diffusio.

More information

Unconventional Monetary Policy in a Currency Union with Segmentation in the Market for Government Debt

Unconventional Monetary Policy in a Currency Union with Segmentation in the Market for Government Debt Ucoveioal Moeary Policy i a Currecy Uio wih Segmeaio i he Marke for Goverme Deb Adreas Tischbirek Uiversiy of Lausae Jauary 26 Absrac The lieraure o large-scale purchases of goverme deb emphasises he imporace

More information

B. Maddah INDE 504 Simulation 09/02/17

B. Maddah INDE 504 Simulation 09/02/17 B. Maddah INDE 54 Simulaio 9/2/7 Queueig Primer Wha is a queueig sysem? A queueig sysem cosiss of servers (resources) ha provide service o cusomers (eiies). A Cusomer requesig service will sar service

More information

Old and New Phillips Curves

Old and New Phillips Curves Old ad New Phillips Curves Beg Assarsso 2008-09-22 Old Phillips curves As much else i macroecoomics he developme of heory sared up wih some empirical observaios, as was origially he case wih Phillips observaios

More information

TAKA KUSANO. laculty of Science Hrosh tlnlersty 1982) (n-l) + + Pn(t)x 0, (n-l) + + Pn(t)Y f(t,y), XR R are continuous functions.

TAKA KUSANO. laculty of Science Hrosh tlnlersty 1982) (n-l) + + Pn(t)x 0, (n-l) + + Pn(t)Y f(t,y), XR R are continuous functions. Iera. J. Mah. & Mah. Si. Vol. 6 No. 3 (1983) 559-566 559 ASYMPTOTIC RELATIOHIPS BETWEEN TWO HIGHER ORDER ORDINARY DIFFERENTIAL EQUATIONS TAKA KUSANO laculy of Sciece Hrosh llersy 1982) ABSTRACT. Some asympoic

More information

Notes 03 largely plagiarized by %khc

Notes 03 largely plagiarized by %khc 1 1 Discree-Time Covoluio Noes 03 largely plagiarized by %khc Le s begi our discussio of covoluio i discree-ime, sice life is somewha easier i ha domai. We sar wih a sigal x[] ha will be he ipu io our

More information

Lecture 9: Polynomial Approximations

Lecture 9: Polynomial Approximations CS 70: Complexiy Theory /6/009 Lecure 9: Polyomial Approximaios Isrucor: Dieer va Melkebeek Scribe: Phil Rydzewski & Piramaayagam Arumuga Naiar Las ime, we proved ha o cosa deph circui ca evaluae he pariy

More information

The New Keynesian Wage Phillips Curve: Calvo vs. Rotemberg

The New Keynesian Wage Phillips Curve: Calvo vs. Rotemberg Dyare Workig Papers Series hp://www.dyare.org/wp/ The New Keyesia Wage Phillips Curve: Calvo vs. Roemberg Bejami Bor Johaes Pfeifer Workig Paper o. 51 Ocober 216 142, rue du Chevalere 7513 Paris Frace

More information

Supplement for SADAGRAD: Strongly Adaptive Stochastic Gradient Methods"

Supplement for SADAGRAD: Strongly Adaptive Stochastic Gradient Methods Suppleme for SADAGRAD: Srogly Adapive Sochasic Gradie Mehods" Zaiyi Che * 1 Yi Xu * Ehog Che 1 iabao Yag 1. Proof of Proposiio 1 Proposiio 1. Le ɛ > 0 be fixed, H 0 γi, γ g, EF (w 1 ) F (w ) ɛ 0 ad ieraio

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

URL: < >

URL:   < > Ciaio: Fug, Ka Wai Terece, Lau, Chi Keug ad Cha, Kwok Ho (206) A R&D-based real busiess cycle model. eraioal Review of Ecoomics, 63 (4). pp. 327-358. SSN 865-704 Published by: Spriger URL: hp://dx.doi.org/0.007/s2232-06-0257-0

More information

Extended Laguerre Polynomials

Extended Laguerre Polynomials I J Coemp Mah Scieces, Vol 7, 1, o, 189 194 Exeded Laguerre Polyomials Ada Kha Naioal College of Busiess Admiisraio ad Ecoomics Gulberg-III, Lahore, Pakisa adakhaariq@gmailcom G M Habibullah Naioal College

More information

BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS

BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS BEST LINEAR FORECASTS VS. BEST POSSIBLE FORECASTS Opimal ear Forecasig Alhough we have o meioed hem explicily so far i he course, here are geeral saisical priciples for derivig he bes liear forecas, ad

More information

Samuel Sindayigaya 1, Nyongesa L. Kennedy 2, Adu A.M. Wasike 3

Samuel Sindayigaya 1, Nyongesa L. Kennedy 2, Adu A.M. Wasike 3 Ieraioal Joural of Saisics ad Aalysis. ISSN 48-9959 Volume 6, Number (6, pp. -8 Research Idia Publicaios hp://www.ripublicaio.com The Populaio Mea ad is Variace i he Presece of Geocide for a Simple Birh-Deah-

More information

Research Article A Generalized Nonlinear Sum-Difference Inequality of Product Form

Research Article A Generalized Nonlinear Sum-Difference Inequality of Product Form Joural of Applied Mahemaics Volume 03, Aricle ID 47585, 7 pages hp://dx.doi.org/0.55/03/47585 Research Aricle A Geeralized Noliear Sum-Differece Iequaliy of Produc Form YogZhou Qi ad Wu-Sheg Wag School

More information

Approximating Solutions for Ginzburg Landau Equation by HPM and ADM

Approximating Solutions for Ginzburg Landau Equation by HPM and ADM Available a hp://pvamu.edu/aam Appl. Appl. Mah. ISSN: 193-9466 Vol. 5, No. Issue (December 1), pp. 575 584 (Previously, Vol. 5, Issue 1, pp. 167 1681) Applicaios ad Applied Mahemaics: A Ieraioal Joural

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

ODEs II, Supplement to Lectures 6 & 7: The Jordan Normal Form: Solving Autonomous, Homogeneous Linear Systems. April 2, 2003

ODEs II, Supplement to Lectures 6 & 7: The Jordan Normal Form: Solving Autonomous, Homogeneous Linear Systems. April 2, 2003 ODEs II, Suppleme o Lecures 6 & 7: The Jorda Normal Form: Solvig Auoomous, Homogeeous Liear Sysems April 2, 23 I his oe, we describe he Jorda ormal form of a marix ad use i o solve a geeral homogeeous

More information

Manipulations involving the signal amplitude (dependent variable).

Manipulations involving the signal amplitude (dependent variable). Oulie Maipulaio of discree ime sigals: Maipulaios ivolvig he idepede variable : Shifed i ime Operaios. Foldig, reflecio or ime reversal. Time Scalig. Maipulaios ivolvig he sigal ampliude (depede variable).

More information

On The Eneström-Kakeya Theorem

On The Eneström-Kakeya Theorem Applied Mahemaics,, 3, 555-56 doi:436/am673 Published Olie December (hp://wwwscirporg/oural/am) O The Eesröm-Kakeya Theorem Absrac Gulsha Sigh, Wali Mohammad Shah Bharahiar Uiversiy, Coimbaore, Idia Deparme

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

Centre for International Capital Markets

Centre for International Capital Markets Cere for Ieraioal Capial Mares Discussio Papers IN 1749-3412 A Exeded NATREX Model for Chia Ke ei You ad Nicholas arais No 2008-2 A Exeded NATREX Model for Chia Ke ei You* ad Nicholas arais Cere for Ieraioal

More information

Calculus Limits. Limit of a function.. 1. One-Sided Limits...1. Infinite limits 2. Vertical Asymptotes...3. Calculating Limits Using the Limit Laws.

Calculus Limits. Limit of a function.. 1. One-Sided Limits...1. Infinite limits 2. Vertical Asymptotes...3. Calculating Limits Using the Limit Laws. Limi of a fucio.. Oe-Sided..... Ifiie limis Verical Asympoes... Calculaig Usig he Limi Laws.5 The Squeeze Theorem.6 The Precise Defiiio of a Limi......7 Coiuiy.8 Iermediae Value Theorem..9 Refereces..

More information

SUMMATION OF INFINITE SERIES REVISITED

SUMMATION OF INFINITE SERIES REVISITED SUMMATION OF INFINITE SERIES REVISITED I several aricles over he las decade o his web page we have show how o sum cerai iiie series icludig he geomeric series. We wa here o eed his discussio o he geeral

More information

1 Answers to Final Exam, ECN 200E, Spring

1 Answers to Final Exam, ECN 200E, Spring 1 Answers o Final Exam, ECN 200E, Spring 2004 1. A good answer would include he following elemens: The equiy premium puzzle demonsraed ha wih sandard (i.e ime separable and consan relaive risk aversion)

More information

Optimization of Rotating Machines Vibrations Limits by the Spring - Mass System Analysis

Optimization of Rotating Machines Vibrations Limits by the Spring - Mass System Analysis Joural of aerials Sciece ad Egieerig B 5 (7-8 (5 - doi: 765/6-6/57-8 D DAVID PUBLISHING Opimizaio of Roaig achies Vibraios Limis by he Sprig - ass Sysem Aalysis BENDJAIA Belacem sila, Algéria Absrac: The

More information

Math 6710, Fall 2016 Final Exam Solutions

Math 6710, Fall 2016 Final Exam Solutions Mah 67, Fall 6 Fial Exam Soluios. Firs, a sude poied ou a suble hig: if P (X i p >, he X + + X (X + + X / ( evaluaes o / wih probabiliy p >. This is roublesome because a radom variable is supposed o be

More information

Relationship between education and GDP growth: a mutivariate causality analysis for Bangladesh. Abstract

Relationship between education and GDP growth: a mutivariate causality analysis for Bangladesh. Abstract Relaioship bewee educaio ad GDP growh: a muivariae causaliy aalysis for Bagladesh Tariq Saiful Islam Deparme of Ecoomics, Rajshahi Uiversiy Md Abdul Wadud Deparme of Ecoomics, Rajshahi Uiversiy Qamarullah

More information

Big O Notation for Time Complexity of Algorithms

Big O Notation for Time Complexity of Algorithms BRONX COMMUNITY COLLEGE of he Ciy Uiversiy of New York DEPARTMENT OF MATHEMATICS AND COMPUTER SCIENCE CSI 33 Secio E01 Hadou 1 Fall 2014 Sepember 3, 2014 Big O Noaio for Time Complexiy of Algorihms Time

More information

A note on deviation inequalities on {0, 1} n. by Julio Bernués*

A note on deviation inequalities on {0, 1} n. by Julio Bernués* A oe o deviaio iequaliies o {0, 1}. by Julio Berués* Deparameo de Maemáicas. Faculad de Ciecias Uiversidad de Zaragoza 50009-Zaragoza (Spai) I. Iroducio. Le f: (Ω, Σ, ) IR be a radom variable. Roughly

More information

λiv Av = 0 or ( λi Av ) = 0. In order for a vector v to be an eigenvector, it must be in the kernel of λi

λiv Av = 0 or ( λi Av ) = 0. In order for a vector v to be an eigenvector, it must be in the kernel of λi Liear lgebra Lecure #9 Noes This week s lecure focuses o wha migh be called he srucural aalysis of liear rasformaios Wha are he irisic properies of a liear rasformaio? re here ay fixed direcios? The discussio

More information

Fractionalization Effect and Government Financing

Fractionalization Effect and Government Financing Berume ad Heckelma, Ieraioal Joural of Applied Ecoomics, 2(), arch 2005, 37-49 37 Fracioalizaio Effec ad Goverme Fiacig Haka Berume * ad Jac C. Heckelma Bilke Uiversiy ad Wake Fores Uiversiy Absrac The

More information

A Dynamic Model of Economic Fluctuations

A Dynamic Model of Economic Fluctuations CHAPTER 15 A Dynamic Model of Economic Flucuaions Modified for ECON 2204 by Bob Murphy 2016 Worh Publishers, all righs reserved IN THIS CHAPTER, OU WILL LEARN: how o incorporae dynamics ino he AD-AS model

More information

1 Notes on Little s Law (l = λw)

1 Notes on Little s Law (l = λw) Copyrigh c 26 by Karl Sigma Noes o Lile s Law (l λw) We cosider here a famous ad very useful law i queueig heory called Lile s Law, also kow as l λw, which assers ha he ime average umber of cusomers i

More information

Using Linnik's Identity to Approximate the Prime Counting Function with the Logarithmic Integral

Using Linnik's Identity to Approximate the Prime Counting Function with the Logarithmic Integral Usig Lii's Ideiy o Approimae he Prime Couig Fucio wih he Logarihmic Iegral Naha McKezie /26/2 aha@icecreambreafas.com Summary:This paper will show ha summig Lii's ideiy from 2 o ad arragig erms i a cerai

More information

NEWTON METHOD FOR DETERMINING THE OPTIMAL REPLENISHMENT POLICY FOR EPQ MODEL WITH PRESENT VALUE

NEWTON METHOD FOR DETERMINING THE OPTIMAL REPLENISHMENT POLICY FOR EPQ MODEL WITH PRESENT VALUE Yugoslav Joural of Operaios Research 8 (2008, Number, 53-6 DOI: 02298/YUJOR080053W NEWTON METHOD FOR DETERMINING THE OPTIMAL REPLENISHMENT POLICY FOR EPQ MODEL WITH PRESENT VALUE Jeff Kuo-Jug WU, Hsui-Li

More information

Mean Square Convergent Finite Difference Scheme for Stochastic Parabolic PDEs

Mean Square Convergent Finite Difference Scheme for Stochastic Parabolic PDEs America Joural of Compuaioal Mahemaics, 04, 4, 80-88 Published Olie Sepember 04 i SciRes. hp://www.scirp.org/joural/ajcm hp://dx.doi.org/0.436/ajcm.04.4404 Mea Square Coverge Fiie Differece Scheme for

More information

A Note on Random k-sat for Moderately Growing k

A Note on Random k-sat for Moderately Growing k A Noe o Radom k-sat for Moderaely Growig k Ju Liu LMIB ad School of Mahemaics ad Sysems Sciece, Beihag Uiversiy, Beijig, 100191, P.R. Chia juliu@smss.buaa.edu.c Zogsheg Gao LMIB ad School of Mahemaics

More information

The Connection between the Basel Problem and a Special Integral

The Connection between the Basel Problem and a Special Integral Applied Mahemaics 4 5 57-584 Published Olie Sepember 4 i SciRes hp://wwwscirporg/joural/am hp://ddoiorg/436/am45646 The Coecio bewee he Basel Problem ad a Special Iegral Haifeg Xu Jiuru Zhou School of

More information

Solutions to selected problems from the midterm exam Math 222 Winter 2015

Solutions to selected problems from the midterm exam Math 222 Winter 2015 Soluios o seleced problems from he miderm eam Mah Wier 5. Derive he Maclauri series for he followig fucios. (cf. Pracice Problem 4 log( + (a L( d. Soluio: We have he Maclauri series log( + + 3 3 4 4 +...,

More information

Inventory Optimization for Process Network Reliability. Pablo Garcia-Herreros

Inventory Optimization for Process Network Reliability. Pablo Garcia-Herreros Iveory Opimizaio for Process Nework eliabiliy Pablo Garcia-Herreros Iroducio Process eworks describe he operaio of chemical plas Iegraio of complex operaios Coiuous flowraes Iveory availabiliy is cosraied

More information

N! AND THE GAMMA FUNCTION

N! AND THE GAMMA FUNCTION N! AND THE GAMMA FUNCTION Cosider he produc of he firs posiive iegers- 3 4 5 6 (-) =! Oe calls his produc he facorial ad has ha produc of he firs five iegers equals 5!=0. Direcly relaed o he discree! fucio

More information

ECE-314 Fall 2012 Review Questions

ECE-314 Fall 2012 Review Questions ECE-34 Fall 0 Review Quesios. A liear ime-ivaria sysem has he ipu-oupu characerisics show i he firs row of he diagram below. Deermie he oupu for he ipu show o he secod row of he diagram. Jusify your aswer.

More information

Suggested Solutions to Assignment 1 (REQUIRED)

Suggested Solutions to Assignment 1 (REQUIRED) EC 45 dvaced Macroecoomic Irucor: Sharif F ha Deparme of Ecoomic Wilfrid Laurier Uiveri Wier 28 Suggeed Soluio o igme (REQUIRED Toal Mar: 5 Par True/ Fale/ Ucerai Queio [2 mar] Explai wh he followig aeme

More information

An Open Economy New Keynesian Phillips Curve: Evidence from Hong Kong

An Open Economy New Keynesian Phillips Curve: Evidence from Hong Kong HEI Workig Paper No: 03/2003 A Ope Ecoomy New Keyesia Phillips Curve: Evidece from Hog Kog Has Geberg Graduae Isiue of Ieraioal Sudies Laure L. Pauwels Graduae Isiue of Ieraioal Sudies Absrac This paper

More information

10.3 Autocorrelation Function of Ergodic RP 10.4 Power Spectral Density of Ergodic RP 10.5 Normal RP (Gaussian RP)

10.3 Autocorrelation Function of Ergodic RP 10.4 Power Spectral Density of Ergodic RP 10.5 Normal RP (Gaussian RP) ENGG450 Probabiliy ad Saisics for Egieers Iroducio 3 Probabiliy 4 Probabiliy disribuios 5 Probabiliy Desiies Orgaizaio ad descripio of daa 6 Samplig disribuios 7 Ifereces cocerig a mea 8 Comparig wo reames

More information

A Macro-Finance Analysis of the Term Structure and Monetary Policy in Japan:

A Macro-Finance Analysis of the Term Structure and Monetary Policy in Japan: Bak of Japa Workig Paper Series A Macro-Fiace Aalysis of he Term Srucure ad Moeary Policy i Japa: Usig a Model wih Time-Varia Equilibrium Raes of Real Ieres ad Iflaio ad wih he Zero Lower Boud of Nomial

More information

xp (X = x) = P (X = 1) = θ. Hence, the method of moments estimator of θ is

xp (X = x) = P (X = 1) = θ. Hence, the method of moments estimator of θ is Exercise 7 / page 356 Noe ha X i are ii from Beroulli(θ where 0 θ a Meho of momes: Sice here is oly oe parameer o be esimae we ee oly oe equaio where we equae he rs sample mome wih he rs populaio mome,

More information

Solutions to Problems 3, Level 4

Solutions to Problems 3, Level 4 Soluios o Problems 3, Level 4 23 Improve he resul of Quesio 3 whe l. i Use log log o prove ha for real >, log ( {}log + 2 d log+ P ( + P ( d 2. Here P ( is defied i Quesio, ad parial iegraio has bee used.

More information

Statistical Estimation

Statistical Estimation Learig Objecives Cofidece Levels, Iervals ad T-es Kow he differece bewee poi ad ierval esimaio. Esimae a populaio mea from a sample mea f large sample sizes. Esimae a populaio mea from a sample mea f small

More information

A SURVEY OF THE RELATIONSHIP BETWEEN INTEREST RATE AND INFLATION IN IRAN ( )

A SURVEY OF THE RELATIONSHIP BETWEEN INTEREST RATE AND INFLATION IN IRAN ( ) Idia Joural of Fudameal ad Applied Life Scieces ISSN: 2231 6345 (Olie) A Ope Access, Olie Ieraioal Joural Available a www.cibech.org/sp.ed/jls/2014/04/jls.hm Research Aricle A SURVEY OF THE RELATIONSHIP

More information

COS 522: Complexity Theory : Boaz Barak Handout 10: Parallel Repetition Lemma

COS 522: Complexity Theory : Boaz Barak Handout 10: Parallel Repetition Lemma COS 522: Complexiy Theory : Boaz Barak Hadou 0: Parallel Repeiio Lemma Readig: () A Parallel Repeiio Theorem / Ra Raz (available o his websie) (2) Parallel Repeiio: Simplificaios ad he No-Sigallig Case

More information