Testing long-run monetary neutrality in Malaysia: Revisiting divisia money
|
|
- Buck Snow
- 5 years ago
- Views:
Transcription
1 MPRA Munich Personal RePEc Archive Tesing long-run moneary neuraliy in Malaysia: Revisiing divisia money Chin-Hong Puah and Muzafar Shah Habibullah and Evan Lau and Shazali Abu Mansor Faculy of Economics and Business, Universii Malaysia Sarawak, Faculy of Economics and Managemen, Universii Pura Malaysia April 2006 Online a hps://mpra.ub.uni-muenchen.de/3750/ MPRA Paper No. 3750, posed 2. June 20 5:48 UTC
2 Tesing Long-Run Moneary Neuraliy in Malaysia: Revisiing Divisia Money Chin-Hong Puah a, Muzafar Shah Habibullah b, Evan Lau a and Shazali Abu Mansor a a Faculy of Economics and Business, Universii Malaysia Sarawak b Faculy of Economics and Managemen, Universii Pura Malaysia Absrac This sudy re-examines he long-run neuraliy (LRN) of money on real oupu in Malaysia using quarerly Divisia money daa from 98: o 2004:4 based on Fisher and Seaer s (993) nonsrucural reduced form bivariae ARIMA model. Special aenion has been given in idenifying he number of uni roo and coinegraing vecor, as a meaningful LRN es is criically depends on such properies. Empirical resuls indicae ha LRN is deviaed from Malaysian economy when Divisia money is used. In paricular, Divisia moneary expansion seems o have long-run posiive effec on real oupu in Malaysia. JEL Classificaion: C2, C43, E50 Keywords: ARIMA Model, Divisia Money, Long-run Neuraliy of Money. Inroducion There are voluminous sudies in finding ou he influence of money on real economy aciviy. Differen mehodologies and models have been applied o es he empirical validiy of money in order o give he answer wheher money is a viable moneary policy variable. Lieraure shows ha mos of he earlier sudies on money use differen level of moneary aggregaes such as M, M2 and M3 o evaluae he performance of money. Unil 26 years ago, he radiional or simple sum moneary aggregaes are he mos commonly used measure of money in he empirical lieraure. However, he use of simple sum moneary aggregaes has received much criicism because i is inconsisen wih he microeconomics and saisical index number heory. In he simple sum aggregaion mehod, differen moneary componen asses are given he same weigh. In oher words, he componen asses are regarded perfec subsiues. This implies ha coins and noes are assumed o provide he same ransacions or liquidiy services as ineres-bearing deposis such as savings deposis or ime deposis wihin he broad moneary aggregae. Clearly, his assumpion is no valid in he conex of opimizing agen. In realiy, neverheless, i is obviously ha he differen moneary componens included in he broad moneary aggregaes are acually imperfec subsiues. Generally, he role of coins and noes are limied o he funcion of media of exchange o faciliae marke ransacions. They do no serve as a Corresponding auhor: Chin-Hong Puah, Deparmen of Economics, Faculy of Economics and Business, Universii Malaysia Sarawak, Koa Samarahan, Sarawak, Malaysia. chpuah@feb.unimas.my
3 sore of value funcion because hey are non ineres-bearing. On he oher hand, savings deposis and ime deposis as well as oher newly emerging financial asses are ineres-bearing componens, which have a mixure of ransacions and sore of value characerisics varying from asse o asse and over ime. Due o hese differences, i is inappropriae o assume all he componens in he simple sum aggregae are perfecly subsiuable and given hem equal weigh in he consrucion of he aggregae. In he las hree decades, his deficiency becomes more apparen as financial innovaion and deregulaion inroduce many newly issue financial insrumens in he marke, in which provide boh ransacion and liquidiy services. As a resul, simple sum aggregaion of financial asses is subopimal wih respec o ransacions services of money. The more heerogeneous of he moneary componens, he less valid he simple sum aggregae as a measure of money. During he 980s, almos all Asian counries, including Malaysia in his sudy, have liberalized heir domesic financial sysems. The key reforms were aimed a liberalizing ineres raes, reducing conrols on credi, enhancing compeiion and efficiency in financial sysem, srenghening supervisory framework and promoing he growh and deepening of financial markes. The liberalizaion of he financial sysem was accompanied by he relaxaion of resricions on inernaional capial flows and a shif oward more flexible exchange rae arrangemens (Tseng and Corker 993, pp. 9). Financial liberalizaion ha brings o a more efficien and sophisicaed financial sysem, however, may lead o a breakdown of he sable and predicable relaionship beween moneary aggregaes and economic aciviy. In line wih he increase in he sophisicaion of he financial sysem, financial innovaion and deregulaion have pervaded in Malaysian financial markes. The emerging of newly issued financial asses has blurred he definiion of money because mos of hese financial asses are immediae or easy access, and given he marke-relaed ineres raes. The radiional simple sum aggregae canno disinguish beween he ransacion service and sore of value funcion provided by hem. Thus, here is a need for reassessmen of he appropriae insrumens of moneary policy in he conex of Malaysian economy. Alhough he use of weighed moneary aggregaes has gained much aenion, he exploraion in his area is relaively limied in he conex of Malaysian economy. Therefore, i moivaes us o address his issue by consrucing he weighed moneary aggregaes for Malaysia, and hen use hem o conduc a sudy o examine heir longrun impac on real economic aciviy. Specifically, we inend o re-examine he LRN of money sudy in Malaysia by Habibullah, e al. (2003) using Divisia moneary aggregaes proposed by Barne (980). 2. Divisia Index Hulen (973) poins ou ha in coninuous ime, he Divisia quaniy index (see Divisia, 925) is exac for he unknown moneary services (quaniy) aggregae. In D paricular, he coninuous ime Divisia index, M, is given by he differenial equaion: 2
4 D d log( M n ) d log( mi ) = si d d i= () where m i is he opimum moneary asse and he expendiure share for he i h moneary asse is defined as: s i miπi = n m π i= i i (2) I is clearly shown in he coninuous ime Divisia quaniy index, he growh rae of D M is equal o he share-weighed average of he growh raes of he moneary componen quaniies. Unlike he simple sum index, which simply assumes ha all componen moneary asses are perfec subsiues, he Divisia quaniy index assigns weigh o each of is componens according o he degree ha hey provide moneary services. Diewer (976) demonsraes ha here exiss a class of superlaive saisical index numbers, which are exac for second-order approximaions o unknown economic aggregaor in he linearly homogeneous funcion in discree ime. One of he mos imporan superlaive index numbers is he Tornqvis-Theil discree ime approximaion o Divisia coninuous ime quaniy index. For moneary aggregaion, he Tornqvis-Theil moneary quaniy index (or more commonly known as Divisia index) is defined as follows: ( s i + s i, 2 ) n = TT TT mi M = M (3) i mi, Diewer (976) shows ha Divisia index is exac for he ranslog flexible funcional form, and i provides a second-order approximaion o he unknown subuiliy funcion obained from he microeconomic opimizaion. Barne (980) advocaes he use of Divisia index due o is sraighforward inerpreaion, which can be seen by aking he logarihms of Equaion (3): n i i i, i= TT TT log M log M = s (log m log m ) (4) where s i = ( s +, ) 2 i si is he average expendiure share for all i. Equaion (4) clearly indicaes ha he growh rae of he Divisia index is simply a weighed average of he growh raes of componen moneary asses. The Divisia index is in line of microeconomic heory. They are regarded high qualiy saisical approximaions of he rue, bu unknown aggregaes in he uiliy funcion. Therefore, i is clear ha he Divisia index is, a leas heoreically, superior o he simple sum index. The relaive performance of hese wo indexes in empirical applicaions, however, is acually an empirical issue. 3
5 3. The Fisher and Seaer Mehodology and Daa The classical heory of macroeconomics assers ha here exiss a classical dichoomy in which nominal variables has no effec on real economic aciviy in he long run. This line of research has araced grea academic ineres for a long period. There are various economeric procedures in esing his classical quaniy heoreic proposiion. One of he leading approaches in esing he LRN of money is he use of a nonsrucural reduced form bivariae ARIMA model developed by Fisher and Seaer (993, hereafer FS). FS propose he use of a simple and relaively srucural free model because srucural deails are no relevan o LRN as i does no depends on he shor-run dynamics of he economy. Their es is criically depending on he order of inegraion of money and real series. In paricular, a conex of valid LRN es exiss only when he order of inegraion of he money and real series is a leas equal o one, and equal for boh series. Furhermore, here should be no common rend exiss wihin he wo-variable se daa. Le m be he log of nominal Divisia money and y is he log of real oupu: a ( L) d( L) m y m y = b ( L) = c ( L) y m y + u m + w (5) where represen he firs difference operaor, a(l), b(l), c(l) and d(l) are disribued lag polynomials in he lag operaor L, wih a 0 = d 0 =, and b 0 and c 0 are no resriced. m and y are he orders of inegraion of he money and real oupu. The LRN can be defined in erms of he long-run derivaive (LRD) of y wih respec o a permanen change in m as follows: LRD y / u + k y, m limk (6) m+ k / u where lim k m +k / u 0. If lim k m +k / u = 0, here will be no permanen innovaions in he level of money and hus he neuraliy proposiions canno be esed. LRD y,m expresses he ulimae impac of an exogenous money disurbance on y relaive o ha disurbance s ulimae impac on m. There are permanen changes in boh m and y when m and y. If he variables have he same order of inegraion, m = y, LRD y,m can be reaed as he long-run elasiciy of y wih respec o m and i can be evaluaed using he impulse response represenaion of Equaion (5). The special case occur when m = y =, hen he LRD y,m = c()/d(). LRN requires ha LRD y,m = 0 if y is a real variable. When he error vecor (u w ) is iid (0,σ 2 ), and he money supply is exogenous, he erm c()/d() is he Barle esimaor of frequency-zero coefficien in a regression of y y on m m, and i can be esimaed by lim k β k, where β k is he slope coefficien from he following regression: 4
6 k y k m y j = k + βk j= 0 j= 0 α m j + ε k (7) LRN is esable when m = y =, and Equaion (7) becomes: ( y y k ) = α k + βk ( m m k ) + ε k (8) The null hypohesis of LRN is β k = 0. The rejecion of he null hypohesis implies he deviaion of LRN. Quarerly ime series of real GDP and Divisia money a wo levels of aggregaion (M and M2) from 98Q o 2004Q4 were used in his sudy. Since he Divisia money daa are no available, we need o consruc hem using he asse componens and raes of reurn for each componen asse. For real oupu, we use GDP deflaed by CPI a a base year of All he daa can be obained from he Quarerly Saisical Bullein of Malaysia published by Bank Negara Malaysia he cenre bank of Malaysia. All variables were in he naural logarihm form. 4. The Empirical Resuls Since FS s es criically depends on he order of inegraion of he variables, he nonsaionariy propery of he daa needs o be examined properly. In doing so, we uilize he augmened Dickey-Fuller (ADF) (Said and Dickey, 984), PP (Phillips and Perron, 988), and he saionariy KPSS (Kwiakowski e al., 992) ess o check for he presence of a uni roo in he daa. Resuls of he uni roo ess are repored in Table. For he ADF and PP ess, i is clearly shown ha he daa are nonsaionary in levels bu conain a uni roo in heir firs differences. Meanwhile, in he KPSS es, he null hypohesis of rend saionariy is rejeced for all daa in levels form. However, we canno rejec he null of level saionariy in he firs differences of he daa in KPSS es. As such, we conclude ha he order of inegraion of he daa is one, and herefore, he LRN resricion c()/d() is hereby esable. Table : Resuls of Uni Roo Tess Series ADF PP KPSS Level Divisia M -.86(0) -.662(3) 0.265(4) Divisia M2 -.62(0) -.882(4) 0.89(4) Real GDP (5) (4) 0.87(4) Firs Difference Divisia M (3) (4) 0.095(4) Divisia M (0) -8.93(3) 0.00(4) Real GDP (4) (4) 0.054(4) Noes: Aserisks () and () denoe significan a he 5% and % levels respecively. The opimal lag lenghs for ADF, PP and KPSS ess were chosen based on Schwarz Informaion Crierion (SIC), Newey-Wes using Barle kernel and Schwer (987) formula, where k = [4(T/00) /4 ] respecively. As saed by FS, a meaningful LRN is esable in he absence of coinegraion beween money and real oupu. The reason behind is ha in order for money o be LRN wih respec o real variable, i mus exhibi insances of permanen change and 5
7 ha he respecive sochasic rends driving moneary and real variables are uncorrelaed in he long run. As repored in Table 2, he Johansen and Juselius (990) coinegraion es shows ha we canno rejec he null hypohesis of no coinegraion beween real oupu and boh Divisia M and M2. This furher indicaes ha he condiions necessary for meaningful LRN es hold for our daa. Table 2: Resuls of Johansen and Juselius Coinegraion Tes Series k λ-max λ-race H 0 : r=0 H 0 : r H 0 : r=0 H 0 : r Divisia M Divisia M Noes: Aserisks () indicae significan a he 5% level. Lag selecion is based on Schwarz Bayesian Crierion (SBC). For he nex sep, we proceed o apply Equaion (8) o es for LRN. The esimaed resuls are hen presened in graphical form in Figures and 2. We found ha he poin esimaes of β k in Figures and 2 end o move away from he zero line as he lag lengh (k) increases. The 95 percen confidence bands do no include zero excep for k < 2 for Divisia M and k < 5 for Divisia M2. This resul implies ha LRN does no hold in he economy of Malaysia when Divisia money is used. In paricular, we noice ha he Divisia moneary simulus do have long-run posiive impac on real oupu in Malaysia. FIGURE : REAL GDP on DIVISIA M: 98:-2004: Esimaed coefficiens Lag lengh (k) [k=,...,28] FIGURE 2: REAL GDP on DIVISIA M2: 98:-2004:4 Esimaed coefficiens Lag lengh (k) [k=,...,28] 6
8 5. Conclusion In his paper, we re-examine he LRN of money sudy in Malaysia by Habibullah, e al. (2003) using Divisia moneary aggregaes proposed by Barne (980). The purpose of our sudy is o provide alernaives o he moneary aggregaes currenly used by he Bank Negara Malaysia. Special aenion has been given o he nonsaionariy and coinegraion properies of he daa, since meaningful FS ess criically depend on such properies. We discover ha all of he series are I() and he Divisia money series do no coinegraed wih real oupu. We found evidence agains LRN, indicaing he permanen shocks o he level of Divisia money do have imporan effec on real economic performance. Our finding is in line wih Habibullah, e al. (2003) in which hey found ha he LRN hypohesis is no suppored when quarerly official moneary aggregaes are used. To conclude, his sudy provides empirical evidence ha suppor he usefulness of he Divisia moneary aggregaes as alernaive inermediae variable for he case of Malaysia. Acknowledgemen: The auhors acknowledge he financial suppor rendered by Universii Malaysia Sarawak (UNIMAS) hrough he Fundamenal Research Gran No. 03(74)554/2005(53). References: Bank Negara Malaysia. Monhly Saisical Bullein, various issues. Kuala Lumpur: Bank Negara Malaysia. Barne, W.A. (980). Economic moneary aggregaes: An applicaion of index number and aggregaion heory. Journal of Economerics, 4(), -48. Diewer, W.E. (976). Exac and superlaive index numbers. Journal of Economerics, 4(2), Divisia, F. (925). L Indice Monéaire e la Théorie de Ia Monnaie. Revue d Economie Poliique, 39, Fisher, M.E., & Seaer, J.J. (993). Long-run neuraliy and superneuraliy in an ARIMA framework. American Economic Review, 83, Habibullah, M.S., Mohamed, A., Puah, C.H., & Baharumshah, A.Z. (2002). The relevance of moneary aggregaes for moneary policy purposes in Malaysia. Borneo Review, 3(), -2. Hulen, C.R. (973). Divisia index numbers. Economnerica, 63, Johansen, S., & Juselius, K. (990). Maximum likelihood esimaed and inference on coinegraion wih applicaion o he demand for money. Oxford Bullein of Economics and Saisics, 52,
9 Kwiakowski, D., Phillips, P.C.B., Schmid, P., & Shin, Y. (992). Tesing he null hypohesis saionariy agains he alernaive of a uni roo: How sure are we ha economic ime series have a uni roo? Journal of Economerics, 54, Phillips, P.C.B., & Perron, P. (988). Tesing for a uni roo in ime series regression, Biomerika, 75(2), Said, S.E., & Dickey, D.A. (984). Tesing for uni roo in auoregressive-moving average of unknown order. Biomerika, 7, Schwer, G.W. (987). Effecs of model specificaion ess for uni roo in macroeconomic daa. Journal of Moneary Economics, 20, Tseng, W., & Corker, R. (933). SEACEN sudy on moneary policy and financial reform. In A. Talid (Ed.). Moneary policy in he SEACEN counries: An updae. Kuala Lumpur: The Souh Eas Asian Cenral Banks (SEACEN) Research and Training Cenre. 8
The Relationship between Money Demand and Interest Rates: An Empirical Investigation in Sri Lanka
The Relaionship beween Money Demand and Ineres Raes: An Empirical Invesigaion in Sri Lanka R. C. P. Padmasiri 1 and O. G. Dayarana Banda 2 1 Economic Research Uni, Deparmen of Expor Agriculure 2 Deparmen
More informationA NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247
Journal of Applied Economics, Vol. VI, No. 2 (Nov 2003), 247-253 A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247 A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION STEVEN COOK *
More informationOn the Impact of Inflation and Exchange Rate on Conditional Stock Market Volatility: A Re-Assessment
MPRA Munich Personal RePEc Archive On he Impac of Inflaion and Exchange Rae on Condiional Sock Marke Volailiy: A Re-Assessmen OlaOluwa S Yaya and Olanrewaju I Shiu Deparmen of Saisics, Universiy of Ibadan,
More informationPurchasing Power Parity (PPP) in the Long-Run: A Cointegration Approach. Md. Nisar Ahmed Shams * S. M. Woahid Murad **
Purchasing Power Pariy (PPP) in he Long-Run: A Coinegraion Approach Md. Nisar Ahmed Shams * S. M. Woahid Murad ** Absrac: This paper inends o es he long-run purchasing power pariy (PPP) in Bangladesh economy
More informationAn Alternative Test of Purchasing Power Parity
An Alernaive Tes of Purchasing Power Pariy Frederic H. Wallace* Deparmen of Managemen and Mareing Prairie View A&M Universiy Prairie View, Texas 77446 and Gary L. Shelley Deparmen of Economics, Finance,
More informationEstimating Earnings Trend Using Unobserved Components Framework
Esimaing Earnings Trend Using Unobserved Componens Framework Arabinda Basisha and Alexander Kurov College of Business and Economics, Wes Virginia Universiy December 008 Absrac Regressions using valuaion
More informationA Note on Missing Data Effects on the Hausman (1978) Simultaneity Test:
A Noe on Missing Daa Effecs on he Hausman (978) Simulaneiy Tes: Some Mone Carlo Resuls. Dikaios Tserkezos and Konsaninos P. Tsagarakis Deparmen of Economics, Universiy of Cree, Universiy Campus, 7400,
More informationMoney Demand Function for Pakistan
Money Demand Funcion for Pakisan Nisar Ahmad, Amber Naz, Amjad Naveed and Abdul Jalil 1 Absrac The main objecive of his sudy is o empirically esimae he long run money demand funcion for Pakisan using ime
More informationSubdivided Research on the Inflation-hedging Ability of Residential Property: A Case of Hong Kong
Subdivided Research on he -hedging Abiliy of Residenial Propery: A Case of Hong Kong Guohua Huang 1, Haili Tu 2, Boyu Liu 3,* 1 Economics and Managemen School of Wuhan Universiy,Economics and Managemen
More informationFinal Exam Answers Exchange Rate Economics
Kiel Insiu für Welwirhschaf Advanced Sudies in Inernaional Economic Policy Research Spring 2005 Menzie D. Chinn Final Exam Answers Exchange Rae Economics This exam is 1 ½ hours long. Answer all quesions.
More informationReconciling Gross Output TFP Growth with Value Added TFP Growth
Reconciling Gross Oupu TP Growh wih Value Added TP Growh Erwin Diewer Universiy of Briish Columbia and Universiy of New Souh Wales ABSTRACT This aricle obains relaively simple exac expressions ha relae
More informationEmpirical analysis on China money multiplier
Aug. 2009, Volume 8, No.8 (Serial No.74) Chinese Business Review, ISSN 1537-1506, USA Empirical analysis on China money muliplier SHANG Hua-juan (Financial School, Shanghai Universiy of Finance and Economics,
More informationIdentifying the Effects of Monetary Policy Shock on Output and Prices in Thailand
MPRA Munich Personal RePEc Archive Idenifying he Effecs of Moneary Policy Shock on Oupu and Prices in Thailand Komain Jiranyakul Naional Insiue of Developmen Adminisraion December 2016 Online a hps://mpra.ub.uni-muenchen.de/75708/
More informationPre and post crisis analysis of stock price and exchange rate: Evidence from Malaysia
MPRA Munich Personal RePEc Archive Pre and pos crisis analysis of sock price and exchange rae: Evidence from Malaysia A.H. Baharom and M.S. Habibullah and Royfaizal R.C. Universii Pura Malaysia 1. June
More informationUniversity of Wollongong. Research Online
Universiy of Wollongong Research Online Faculy of Commerce - Papers (Archive) Faculy of Business 2005 Tesing for Srucural Breaks in Ausralia's Moneary Aggregaes and Ineres Raes: An Applicaion of he Innovaional
More informationUzawa(1961) s Steady-State Theorem in Malthusian Model
MPRA Munich Personal RePEc Archive Uzawa(1961) s Seady-Sae Theorem in Malhusian Model Defu Li and Jiuli Huang April 214 Online a hp://mpra.ub.uni-muenchen.de/55329/ MPRA Paper No. 55329, posed 16. April
More information1 Purpose of the paper
Moneary Economics 2 F.C. Bagliano - Sepember 2017 Noes on: F.X. Diebold and C. Li, Forecasing he erm srucure of governmen bond yields, Journal of Economerics, 2006 1 Purpose of he paper The paper presens
More informationInternational Journal of Economics and Financial Issues Vol. 2, No. 3, 2012, pp ISSN:
Inernaional Journal of Economics and Financial Issues Vol. 2, No. 3, 2012, pp.241-245 ISSN: 2146-4138 www.econjournals.com The Impac of Srucural Break(s) on he Validiy of Purchasing Power Pariy in Turkey:
More informationVolume 29, Issue 2. An Empirical Analysis of the Money Demand Function in India
Volume 29, Issue 2 An Empirical Analysis of he Money Demand Funcion in India Takeshi Inoue Insiue of Developing Economies Shigeyuki Hamori obe Universiy Absrac This paper empirically analyzes India's money
More informationVolume 31, Issue 1. Pitfall of simple permanent income hypothesis model
Volume 31, Issue 1 ifall of simple permanen income hypohesis model Kazuo Masuda Bank of Japan Absrac ermanen Income Hypohesis (hereafer, IH) is one of he cenral conceps in macroeconomics. Single equaion
More informationMacroeconomics II A dynamic approach to short run economic fluctuations. The DAD/DAS model.
Macroeconomics II A dynamic approach o shor run economic flucuaions. The DAD/DAS model. Par 2. The demand side of he model he dynamic aggregae demand (DAD) Inflaion and dynamics in he shor run So far,
More informationNational saving and Fiscal Policy in South Africa: an Empirical Analysis. by Lumengo Bonga-Bonga University of Johannesburg
Naional saving and Fiscal Policy in Souh Africa: an Empirical Analysis by Lumengo Bonga-Bonga Universiy of Johannesburg Inroducion A paricularly imporan issue in Souh Africa is he exen o which fiscal policy
More informationUCLA Department of Economics Fall PhD. Qualifying Exam in Macroeconomic Theory
UCLA Deparmen of Economics Fall 2016 PhD. Qualifying Exam in Macroeconomic Theory Insrucions: This exam consiss of hree pars, and you are o complee each par. Answer each par in a separae bluebook. All
More informationGeneral Equilibrium Perception on Twin Deficits Hypothesis: An Empirical Evidence for the U.S.
Deparmen of Economics Issn 1441-5429 Discussion paper 09/09 General Equilibrium Percepion on Twin Deficis Hypohesis: An Empirical Evidence for he U.S. Tuck Cheong Tang * and Evan Lau Absrac: From he general
More informationThe Impact of Interest Rate Liberalization Announcement in China on the Market Value of Hong Kong Listed Chinese Commercial Banks
Journal of Finance and Invesmen Analysis, vol. 2, no.3, 203, 35-39 ISSN: 224-0998 (prin version), 224-0996(online) Scienpress Ld, 203 The Impac of Ineres Rae Liberalizaion Announcemen in China on he Marke
More informationOPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS
Kuwai Chaper of Arabian Journal of Business and Managemen Review Vol. 3, No.6; Feb. 2014 OPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS Ayoub Faramarzi 1, Dr.Rahim
More informationMoney, Income, Prices, and Causality in Pakistan: A Trivariate Analysis. Fazal Husain & Kalbe Abbas
Money, Income, Prices, and Causaliy in Pakisan: A Trivariae Analysis Fazal Husain & Kalbe Abbas I. INTRODUCTION There has been a long debae in economics regarding he role of money in an economy paricularly
More informationCan Stocks Hedge against Inflation in the Long Run? Evidence from Ghana Stock Market
Inernaional Journal of Business and Managemen www.ccsene.org/ijbm Can Socks Hedge agains Inflaion in he Long Run? Evidence from Ghana Sock Marke Anokye Mohammed Adam School of Business, Universiy of Cape
More informationPurchasing Power Parity and Real Exchange Rate in Japan
MPRA Munich Personal RePEc Archive Purchasing Power Pariy and Real Exchange Rae in Japan Long, Dara Ocober 008 Online a hp://mpra.ub.uni-muenchen.de/11173/ MPRA Paper No. 11173, posed 17. Ocober 008 /
More informationAN EMPIRICAL RESEARCH ON THE RELATIONSHIP BETWEEN DEFENSE SPENDING AND AGGREGATE OUTPUT OF CHINA
Review of he Air Force Academy No 1 (25) 2014 AN EMPIRICAL RESEARCH ON THE RELATIONSHIP BETWEEN DEFENSE SPENDING AND AGGREGATE OUTPUT OF CHINA 1. INTRODUCTION The quesion of defense spending and is effec
More informationUncovered Interest Parity and Monetary Policy Freedom in Countries with the Highest Degree of Financial Openness
www.ccsene.org/ijef Inernaional Journal of Economics and Finance Vol. 3, No. 1; February 11 Uncovered Ineres Pariy and Moneary Policy Freedom in Counries wih he Highes Degree of Financial Openness Yuniaro
More informationEmpirical Approaches to the Post-Keynesian Theory of Demand for Money: An Error Correction Model of Bangladesh
Trade and Developmen Review Vol. 7, Issue 2, 2014, 1-17 hp://www.drju.ne Empirical Approaches o he Pos-Keynesian Theory of Demand for Money: An Error Correcion Model of Bangladesh Nobinkhor Kundu Muhammad
More informationFADS VERSUS FUNDAMENTALS IN FARMLAND PRICES
FADS VERSUS FUNDAMENTALS IN FARMLAND PRICES Barry Falk* Associae Professor of Economics Deparmen of Economics Iowa Sae Universiy Ames, IA 50011-1070 and Bong-Soo Lee Assisan Professor of Finance Deparmen
More informationMarket and Information Economics
Marke and Informaion Economics Preliminary Examinaion Deparmen of Agriculural Economics Texas A&M Universiy May 2015 Insrucions: This examinaion consiss of six quesions. You mus answer he firs quesion
More informationOutput: The Demand for Goods and Services
IN CHAPTER 15 how o incorporae dynamics ino he AD-AS model we previously sudied how o use he dynamic AD-AS model o illusrae long-run economic growh how o use he dynamic AD-AS model o race ou he effecs
More informationARE MALAYSIAN EXPORTS AND IMPORTS COINTEGRATED?
Sunway College Journal 1, 29 38(2004) ARE MALAYSIAN EXPORTS AND IMPORTS COINTEGRATED? CHOONG CHEE KEONG a Universii Tunku Abdul Rahman SOO SIEW CHOO Monash Universiy Malaysia ZULKORNAIN YUSOP Universii
More informationForecasting Performance of Alternative Error Correction Models
MPRA Munich Personal RePEc Archive Forecasing Performance of Alernaive Error Correcion Models Javed Iqbal Karachi Universiy 19. March 2011 Online a hps://mpra.ub.uni-muenchen.de/29826/ MPRA Paper No. 29826,
More informationDYNAMIC ECONOMETRIC MODELS Vol. 7 Nicolaus Copernicus University Toruń Krzysztof Jajuga Wrocław University of Economics
DYNAMIC ECONOMETRIC MODELS Vol. 7 Nicolaus Copernicus Universiy Toruń 2006 Krzyszof Jajuga Wrocław Universiy of Economics Ineres Rae Modeling and Tools of Financial Economerics 1. Financial Economerics
More informationANSWER ALL QUESTIONS. CHAPTERS 6-9; (Blanchard)
ANSWER ALL QUESTIONS CHAPTERS 6-9; 18-20 (Blanchard) Quesion 1 Discuss in deail he following: a) The sacrifice raio b) Okun s law c) The neuraliy of money d) Bargaining power e) NAIRU f) Wage indexaion
More informationThe macroeconomic effects of fiscal policy in Greece
The macroeconomic effecs of fiscal policy in Greece Dimiris Papageorgiou Economic Research Deparmen, Bank of Greece Naional and Kapodisrian Universiy of Ahens May 22, 23 Email: dpapag@aueb.gr, and DPapageorgiou@bankofgreece.gr.
More informationLong run demand for money in India: A co-integration approach
MPRA Munich Personal RePEc Archive Long run demand for money in India: A co-inegraion approach Sahadudheen I Pondicherry Universiy 202 Online a hp://mpra.ub.uni-muenchen.de/65563/ MPRA Paper No. 65563,
More informationWatch out for the impact of Scottish independence opinion polls on UK s borrowing costs
Wach ou for he impac of Scoish independence opinion polls on UK s borrowing coss Cosas Milas (Universiy of Liverpool; email: cosas.milas@liverpool.ac.uk) and Tim Worrall (Universiy of Edinburgh; email:
More informationMonetary Model of Exchange Rate for Thailand: Long-run Relationship and Monetary Restrictions
MPRA Munich Personal RePEc Archive Moneary Model of Exchange Rae for Thailand: Long-run Relaionship and Moneary Resricions Venus Khim-Sen Liew and Ahmad Zubaidi Baharumshah and Chin-Hong Puah Universii
More informationUncovered interest parity and policy behavior: new evidence
Economics Leers 69 (000) 81 87 www.elsevier.com/ locae/ econbase Uncovered ineres pariy and policy behavior: new evidence Michael Chrisensen* The Aarhus School of Business, Fuglesangs Alle 4, DK-810 Aarhus
More informationa. If Y is 1,000, M is 100, and the growth rate of nominal money is 1 percent, what must i and P be?
Problem Se 4 ECN 101 Inermediae Macroeconomics SOLUTIONS Numerical Quesions 1. Assume ha he demand for real money balance (M/P) is M/P = 0.6-100i, where is naional income and i is he nominal ineres rae.
More informationPurchasing Power Parity Hypothesis in Developing Economies: Some Empirical Evidence from Sri Lanka
Purchasing Power Pariy Hypohesis in Developing Economies: Some Empirical Evidence from Sri Lanka Gunerane B Wickremasinghe Deparmen of Economerics and Business Saisics Monash Universiy Caulfield Vicoria,
More informationCHAPTER CHAPTER18. Openness in Goods. and Financial Markets. Openness in Goods, and Financial Markets. Openness in Goods,
Openness in Goods and Financial Markes CHAPTER CHAPTER18 Openness in Goods, and Openness has hree disinc dimensions: 1. Openness in goods markes. Free rade resricions include ariffs and quoas. 2. Openness
More informationTesting the Validity of Purchasing Power Parity For The Jordanian Economy
Tesing he Validiy of urchasing ower ariy For The Jordanian Economy Abu-Lila, Ziad Ghazo, Abdallah To Link his Aricle: hp://dx.doi.org/10.6007/ijarems/v7-i4/5418 DOI: 10.6007/IJAREMS/v7-i4/5418 Received:
More informationThe Predictive Content of Futures Prices in Iran Gold Coin Market
American Inernaional Journal of Conemporary Research Vol. 7, No. 3, Sepember 017 The Predicive Conen of Fuures Prices in Iran Gold Coin Marke Ali Khabiri PhD in Financial Managemen Faculy of Managemen,
More informationSection 4 The Exchange Rate in the Long Run
Secion 4 he Exchange Rae in he Long Run 1 Conen Objecives Purchasing Power Pariy A Long-Run PPP Model he Real Exchange Rae Summary 2 Objecives o undersand he law of one price and purchasing power pariy
More informationEffective factors on velocity of money in Iran
Scienific Journal of Review (2014) 3(5) 254-258 ISSN 2322-2433 doi: 10.14196/sjr.v3i5.1387 Conens liss available a Sjournals Journal homepage: www.sjournals.com Original aricle Effecive facors on velociy
More informationForecasting with Judgment
Forecasing wih Judgmen Simone Manganelli DG-Research European Cenral Bank Frankfur am Main, German) Disclaimer: he views expressed in his paper are our own and do no necessaril reflec he views of he ECB
More informationMONETARY POLICY AND LONG TERM INTEREST RATES IN GERMANY *
MONETARY POLICY AND LONG TERM INTEREST RATES IN GERMANY * Ger Peersman Bank of England Ghen Universiy Absrac In his paper, we provide new empirical evidence on he relaionship beween shor and long run ineres
More informationChina with Two Structural Breaks
Vol 4, No.3/4, Fall/Winer 0 Pages ~5 Real Ineres Rae Pariy for Eas Asian Counries Based on China wih Two Srucural Breaks Hsu-Ling Chang, a Yan Liu b, Chi-Wei Su c a. Deparmen of Accouning and Informaion,
More informationCURRENT ACCOUNTS DEFICITS SUSTAINABILITY: IMPLICATIONS OF INTERTEMPORAL FOREIGN BORROWING CONSTRAINT FOR PAKISTAN
Trakia Journal of Sciences, Vol. 6, No. 3, pp 3-9, 28 Copyrigh 28 Trakia Universiy Available online a: hp://www.uni-sz.bg ISSN 32-723 (prin) ISSN 33-355 (online) Original Conribuion CURRENT ACCOUNTS DEFICITS
More informationThe relation between U.S. money growth and inflation: evidence from a band pass filter. Abstract
The relaion beween U.S. money growh and inflaion: evidence from a band pass filer Gary Shelley Dep. of Economics Finance; Eas Tennessee Sae Universiy Frederick Wallace Dep. of Managemen Markeing; Prairie
More informationDoes the Fisher Hypothesis Hold in Sweden? An Analysis of Long-Term Interest Rates under the Regime of Inflation Targeting
Review of Inegraive Business and Economics Research, Vol. 5, no. 3, pp.283-295, July 2016 283 Does he Fisher Hypohesis Hold in Sweden? An Analysis of Long-Term Ineres Raes under he Regime of Inflaion Targeing
More informationForecasting Accuracy of Error Correction Models: International Evidence for Monetary Aggregate M2
Iqbal & uddin, Journal of Inernaional and global Economic Sudies, 6(1), June 213, 14-32 14 Forecasing Accuracy of Error Correcion Models: Inernaional Evidence for Moneary Aggregae M2 Javed Iqbal* and Muhammad
More informationSTATIONERY REQUIREMENTS SPECIAL REQUIREMENTS 20 Page booklet List of statistical formulae New Cambridge Elementary Statistical Tables
ECONOMICS RIPOS Par I Friday 7 June 005 9 Paper Quaniaive Mehods in Economics his exam comprises four secions. Secions A and B are on Mahemaics; Secions C and D are on Saisics. You should do he appropriae
More informationAn Analysis of Trend and Sources of Deficit Financing in Nepal
Economic Lieraure, Vol. XII (8-16), December 014 An Analysis of Trend and Sources of Defici Financing in Nepal Deo Narayan Suihar ABSTRACT Defici financing has emerged as an imporan ool of financing governmen
More informationInternational transmission of shocks:
Inernaional ransmission of shocks: A ime-varying FAVAR approach o he Open Economy Philip Liu Haroon Mumaz Moneary Analysis Cener for Cenral Banking Sudies Bank of England Bank of England CEF 9 (Sydney)
More informationMODELLING THE US SWAP SPREAD
MODEING THE US SWAP SPREAD Hon-un Chung, School of Accouning and Finance, The Hong Kong Polyechnic Universiy, Email: afalan@ine.polyu.edu.hk Wai-Sum Chan, Deparmen of Finance, The Chinese Universiy of
More informationTHE PREDICTIVE POWER OF THE TERM STRUCTURE OF INTEREST RATES: THE CASE OF JORDAN. Thesis submitted for the degree of. Doctor of Philosophy
THE PREDICTIVE POWER OF THE TERM STRUCTURE OF INTEREST RATES: THE CASE OF JORDAN Thesis submied for he degree of Docor of Philosophy a he Universiy of Leiceser by Sahar Sameeh Qaqeesh Deparmen of Economics
More informationTechnological progress breakthrough inventions. Dr hab. Joanna Siwińska-Gorzelak
Technological progress breakhrough invenions Dr hab. Joanna Siwińska-Gorzelak Inroducion Afer The Economis : Solow has shown, ha accumulaion of capial alone canno yield lasing progress. Wha can? Anyhing
More informationA Divisia Type Saving Aggregate for India
Raghbendra Jha RSPAS, ANU, Canberra Iboombi S. Longjam IGIDR, Mumbai ABSTRACT In India, he pace of financial innovaion was relaively slow unil he iniiaion of he financial liberalizaion program in 1991
More information1 Inroducion In counries ha adop inermediae exchange regimes, policy auhoriies conduc exchange marke inervenion o mainain he nominal exchange rae sabi
Esimaing Exchange Marke Pressure for Asian Counries Λ Nasuki Arai January 2005 Absrac Exchange marke pressure (EMP), he sum of he exchange rae depreciaion and reserve ou- Λows, summarizes he exen of pressure
More informationDocumentation: Philadelphia Fed's Real-Time Data Set for Macroeconomists First-, Second-, and Third-Release Values
Documenaion: Philadelphia Fed's Real-Time Daa Se for Macroeconomiss Firs-, Second-, and Third-Release Values Las Updaed: December 16, 2013 1. Inroducion We documen our compuaional mehods for consrucing
More informationRevisiting exchange rate puzzles
Revisiing exchange rae puzzles Charles Engel and Feng Zhu Absrac Engel and Zhu (207) revisi a number of major exchange rae puzzles and conduc empirical ess o compare he behaviour of real exchange raes
More informationMulti-Country Currency Unions in East Asia
Muli-Counry Currency Unions in Eas Asia L.K. Lim School of Accouning, Finance and Economics, Edih Cowan Universiy, Joondalup, Ausralia (l.lim@ecu.edu.au) Absrac: Wih he growing inegraion of he world economy,
More informationLecture 23: Forward Market Bias & the Carry Trade
Lecure 23: Forward Marke Bias & he Carry Trade Moivaions: Efficien markes hypohesis Does raional expecaions hold? Does he forward rae reveal all public informaion? Does Uncovered Ineres Pariy hold? Or
More informationFinancial Development and Tax Revenue Nexus in Turkey
Journal of Economics and Developmen Sudies March 216, Vol. 4, No. 1, pp. 13-18 ISSN: 2334-2382 (Prin), 2334-239 (Online) Copyrigh The Auhor(s). All Righs Reserved. Published by American Research Insiue
More informationLIDSTONE IN THE CONTINUOUS CASE by. Ragnar Norberg
LIDSTONE IN THE CONTINUOUS CASE by Ragnar Norberg Absrac A generalized version of he classical Lidsone heorem, which deals wih he dependency of reserves on echnical basis and conrac erms, is proved in
More informationThe Impact of the Chinese Renminbi on the Exports of the ROK and Japan to the US
The Impac of he Chinese Renminbi on he Expors of he RO and Japan o he US SaangJoon Baak Waseda Universiy November 2006 This paper examines he impac of he real exchange rae of he Chinese renminbi agains
More informationTAX SMOOTHING: TESTS ON INDONESIAN DATA
TAX SMOOTHING: TESTS ON INDONESIAN DATA Rudi Kurniawan Deparmen of Economics Macquarie Universiy Macquarie Park, Sydney NSW 3 Ausralia rudi.kurniawan@mq.edu.au Absrac This paper conribues o he lieraure
More informationSession 4.2: Price and Volume Measures
Session 4.2: Price and Volume Measures Regional Course on Inegraed Economic Saisics o Suppor 28 SNA Implemenaion Leonidas Akriidis Office for Naional Saisics Unied Kingdom Conen 1. Inroducion 2. Price
More informationIntroduction. Enterprises and background. chapter
NACE: High-Growh Inroducion Enerprises and background 18 chaper High-Growh Enerprises 8 8.1 Definiion A variey of approaches can be considered as providing he basis for defining high-growh enerprises.
More informationProblem Set 1 Answers. a. The computer is a final good produced and sold in Hence, 2006 GDP increases by $2,000.
Social Analysis 10 Spring 2006 Problem Se 1 Answers Quesion 1 a. The compuer is a final good produced and sold in 2006. Hence, 2006 GDP increases by $2,000. b. The bread is a final good sold in 2006. 2006
More informationTESTING THE VALIDITY OF PURCHASING POWER PARITY FOR ASIAN COUNTRIES DURING THE CURRENT FLOAT
JOURNAL OF ECONOMIC DEVELOPMENT 29 Volume 28, Number 2, December 2003 TESTING THE VALIDITY OF PURCHASING POWER PARITY FOR ASIAN COUNTRIES DURING THE CURRENT FLOAT Al-zayoonah Universiy of Jordan Previous
More informationSome of the more important issues that need to be resolved before hedonic regressions can be routinely applied by statistical agencies include:
1 Hedonic Regressions: A Review of Some Unresolved Issues Erwin Diewer 1, Deparmen of Economics, Universiy of Briish Columbia, Vancouver, B.C., Canada, V6T 1Z1. email: diewer@econ.ubc.ca January 2, 2003.
More informationThe Empirical Study about Introduction of Stock Index Futures on the Volatility of Spot Market
ibusiness, 013, 5, 113-117 hp://dx.doi.org/10.436/ib.013.53b04 Published Online Sepember 013 (hp://www.scirp.org/journal/ib) 113 The Empirical Sudy abou Inroducion of Sock Index Fuures on he Volailiy of
More informationAdvanced Forecasting Techniques and Models: Time-Series Forecasts
Advanced Forecasing Techniques and Models: Time-Series Forecass Shor Examples Series using Risk Simulaor For more informaion please visi: www.realopionsvaluaion.com or conac us a: admin@realopionsvaluaion.com
More informationPrice and Volume Measures
8 Price and Volume Measures Price and volume measures in he QNA should be derived from observed price and volume daa and be consisen wih corresponding annual measures. This chaper examines specific aspecs
More informationEmpirical Evidence on Korea s Import Demand Behavior Revisited
015, Vol. 7, No. Empirical Evidence on Korea s Impor Demand Behavior Revisied Jungho, Baek 1,* 1 Deparmen of Economics, School of Managemen, Universiy of Alaska Fairbanks, AK, USA *Correspondence: Deparmen
More informationCOINTEGRATION AND CAUSALITY AMONG EXCHANGE RATE, EXPORT, AND IMPORT: EMPIRICAL EVIDENCE FROM TURKEY SEKMEN, Fuat * SARIBAS, Hakan
Applied Economerics and Inernaional Developmen Vol.7-2 (2007) COINTEGRATION AND CAUSALITY AMONG EXCHANGE RATE, EXPORT, AND IMPORT: EMPIRICAL EVIDENCE FROM TURKEY SEKMEN, Fua * SARIBAS, Hakan Absrac This
More informationInternational Business And Economics Research Journal Volume 2, Number 10
Inernaional Business And Economics Research Journal Volume 2, Number 10 he Real Exchange Rae Flucuaions Puzzle: Evidence For Advanced And ransiion Economies Amalia Morales-Zumauero, (E-mail: amalia@uma.es),
More informationTesting for Long-Run Relation between Economic Growth and Export Earnings of Cocoa in Ghana using Co-Integration Techniques*
Tesing for Long-Run Relaion beween Economic Growh and Expor Earnings of Cocoa in Ghana using Co-Inegraion Techniques* S. Twumasi-Ankrah and E. N. Wiah Twumasi-Ankrah, S. and Wiah, E. N., (216), Tesing
More informationProblem 1 / 25 Problem 2 / 25 Problem 3 / 11 Problem 4 / 15 Problem 5 / 24 TOTAL / 100
Deparmen of Economics Universiy of Maryland Economics 35 Inermediae Macroeconomic Analysis Miderm Exam Suggesed Soluions Professor Sanjay Chugh Fall 008 NAME: The Exam has a oal of five (5) problems and
More informationEcon 546 Lecture 4. The Basic New Keynesian Model Michael Devereux January 2011
Econ 546 Lecure 4 The Basic New Keynesian Model Michael Devereux January 20 Road map for his lecure We are evenually going o ge 3 equaions, fully describing he NK model The firs wo are jus he same as before:
More informationAn Empirical Relationship between Exchange Rates, Interest Rates and Stock Returns
An Empirical Relaionship beween Exchange Raes, Ineres Raes and Sock Reurns Auhor Paramai, Sudharshan Reddy, Gupa, Rakesh Published 2013 Journal Tile European Journal of Economics, Finance and Adminisraive
More informationFinancial Econometrics Jeffrey R. Russell Midterm Winter 2011
Name Financial Economerics Jeffrey R. Russell Miderm Winer 2011 You have 2 hours o complee he exam. Use can use a calculaor. Try o fi all your work in he space provided. If you find you need more space
More informationFinancial Econometrics Series SWP 2011/05. The Importance of Real and Nominal Shocks on the UK Housing Market. P.K. Narayan and S.
Faculy of Business and Law School of Accouning, Economics and Finance Financial Economerics Series SWP 2011/05 The Imporance of Real and Nominal Shocks on he UK Housing Marke P.K. Narayan and S. Narayan
More informationSIMPLE DSGE MODELS OF MONEY DEMAND: PART I OCTOBER 14, 2014
SIMPLE DSGE MODELS OF MONEY DEMAND: PART I OCTOBER 4, 204 Inroducion BASIC ISSUES Money/moneary policy issues an enduring fascinaion in macroeconomics How can/should cenral bank conrol he economy? Should
More informationThis specification describes the models that are used to forecast
PCE and CPI Inflaion Differenials: Convering Inflaion Forecass Model Specificaion By Craig S. Hakkio This specificaion describes he models ha are used o forecas he inflaion differenial. The 14 forecass
More informationDifferent Age Groups
OSIPP Discussion Paper : DP-001-E-003 The Impac of Secoral Shifs on he Unemploymen Rae of Differen Age Groups 30 November 001 Kei Sakaa Researcher, Insiue for Social and Economic Research, Osaka Universiy
More informationInflation, Unemployment and the NAIRU in Greece
Available online a www.sciencedirec.com Procedia Economics and Finance 1 ( 212 ) 118 127 Inernaional Conference On Applied Economics (ICOAE) 212 Inflaion, Unemploymen and he NAIRU in Greece Chaido Drisaki
More informationComparison of back-testing results for various VaR estimation methods. Aleš Kresta, ICSP 2013, Bergamo 8 th July, 2013
Comparison of back-esing resuls for various VaR esimaion mehods, ICSP 3, Bergamo 8 h July, 3 THE MOTIVATION AND GOAL In order o esimae he risk of financial invesmens, i is crucial for all he models o esimae
More informationMyopia, Liquidity Constraints, and Aggregate Consumption: The Case of Greece
Volume 7, Number, June 00 Myopia, Liquidiy Consrains, and Aggregae Consumpion: The Case of Greece Konsaninos Drakos In his paper we invesigae he behaviour of aggregae consumpion in Greece. In paricular,
More informationREIT Markets: Periodically Collapsing Negative Bubbles?
REIT Markes: Periodically Collapsing Negaive Bubbles? James E. Payne Professor and Chair Deparmen of Economics Illinois Sae Universiy Normal, IL 6790-4200 jepayne@ilsu.edu 309-438-8588 and George A. Waers
More informationWhich comes first savings or growth? Time series evidence from ECOWAS countries
e Theoreical and Applied Economics Volume XXV (208), No. 2(65), Summer, pp. 247-254 Which comes firs savings or growh? Time series evidence from ECOWAS counries Yaya KEHO Ecole Naionale Supérieure de Saisique
More informationTRADE BALANCE IN THE PRESENCE OF STRUCTURAL BREAKS
PROSIDING PERKEM IV, JILID 1 (2009) 382-388 ISSN: 2231-962X TRADE BALANCE IN THE PRESENCE OF STRUCTURAL BREAKS ABU HASSAN SHAARI MD NOR, SITI HAMIZAH MOHD, TAMAT SARMIDI & UGUR ERGUN ABSTRACT The main
More information