Horizontally-integrated MNE and plant heterogeneity

Μέγεθος: px
Εμφάνιση ξεκινά από τη σελίδα:

Download "Horizontally-integrated MNE and plant heterogeneity"

Transcript

1 Bank Kredyt 44 (6), 203, Horzontally-ntegrated ME and plant heterogenety Andrze Ceślk Submtted: 5 January 203. Accepted: 28 July 203. Abstract In the paper we develop a monopolstcally compettve general equlbrum model of horzontally- -ntegrated multnatonal enterprse (ME) wth heterogeneous plants. We demonstrate that smaller productvty dfferences between domestc and foregn plants ncrease the level of multnatonal actvty. We also show that the level of multnatonal actvty s the most ntensve between countres of the smlar sze. Fnally, we show that the relatve wage ncreases (decreases) wth relatve productvty of workers and the degree of product dfferentaton when the home country s smaller (bgger) compared to the foregn country. Keywords: horzontal ntegraton, ME, plant heterogenety JEL: F23 Unversty of Warsaw, Department of Economcs; e-mal: ceslk@wne.uw.edu.pl.

2 606 A. Ceślk. Introducton The late 970s and early 980s saw the frst wave of maor developments n the theory of nternatonal trade. A number of authors, ncludng Krugman (979; 980; 98), Dxt and orman (980), Lancaster (980), Helpman (98), Brander (98), Ether (982), and Brander and Krugman (983) started ntroducng elements of ndustral organzaton nto the study of nternatonal trade. These developments were the response to growng dssatsfacton wth the neoclasscal trade theory that was unable to explan the actual foregn trade and nvestment patterns. Ths led the emergence of the frst strand n the so-called new trade theory (TT). The tradtonal trade theory was crtczed because of relyng on the set of very extreme assumptons such as constant returns to scale (CRS), perfect competton and product homogenety. The frst strand n the TT relaxed these assumptons and added ncreasng returns to scale (IRS), mperfect competton and product dfferentaton to the tradtonal trade models based on the concept of comparatve advantage. Accordng to the TT, trade and the gans from trade can arse ndependently of any pattern of comparatve advantage as frms explot economes of scale and pursue strateges of product dfferentaton. These early developments n the TT provded a set of models that proved extremely useful n studyng the emergence of multnatonal enterprses (MEs) and foregn drect nvestment (FDI). Ths resulted n the development of the new theory of multnatonal enterprse (TME) n the md 980s and the 990s. The TME was a response to the neoclasscal theory of factor movements. The early theoretcal studes of FDI such as Mundell (957), MacDougall (960) or Kemp (962) vewed the expanson of multnatonal frms as the transfer of fnancal or physcal captal. However, as argued by Krugman (995) wth the development of the TT lterature t turned out that the expanson of MEs descrbed as FDI and tracked va balance-of-payments statstcs was a conceptual msunderstandng. Lpsey (2004, p. 334), n hs survey paper noted that accordng to the new concept FDI s rather a set of economc actvtes or operatons carred out n a host country by frms controlled or partly controlled by frms n some other (home) country. These actvtes are, for example, producton, employment, sales, the purchase and the use of ntermedate goods and fxed captal, and the carryng out of research. Thus, n ths new concept of FDI no movement of physcal or fnancal captal s necessary, although t mght take place. Whle many models n the lterature were proposed to study nternatonalzaton of producton two dstnct reasons why a frm should go multnatonal were dentfed: effcency seekng and market seekng. Accordng to the frst one frms nternatonalze producton and become multnatonals n order to get access to nputs at lower costs. Foregn drect nvestment undertaken wth the am of reducng producton costs s often called vertcal FDI as t nvolves fragmentng producton processes and locatng each stage n the country where the factors used ntensvely n that partcular stage In terms of the theory t was Caves (97) who, buldng on the neoclasscal specfc factor model, frst argued that FDI s assocated wth the transfer of frm-specfc captal rather than physcal or fnancal captal, although the dea that multnatonal frms are vehcles for the transfer of frm-specfc assets goes back at least to Hymer (960). Accordng to Markusen and Maskus (2003) the approach proposed by Caves (97) can be regarded as a crucal step n dfferentatng FDI assocated wth the nflow of frm ntangble assets from the portfolo flows of homogenous captal n the earler neoclasscal models. However, the approach proposed by Caves (97) was stll neoclasscal n many respects and assumng perfect competton, constant returns to scale and product homogenety was unable to adequately address the determnants of FDI. See recent extensons of ths approach n Ceślk (2008; 202).

3 Horzontally-ntegrated ME are relatvely cheap. Accordng to the second one multnatonal frms are vehcles to overcome dstance and lower costs of foregn markets access. Foregn drect nvestment undertaken to serve local markets s often called horzontal FDI and refers to producng abroad roughly the same goods and servces as n the parent country. Horzontal FDI consttutes the largest fracton of multnatonal actvty n the contemporary world economy and occurs mostly between developed countres that are smlar both n terms of ther relatve factor endowments and economc sze. To explan ths phenomenon several models of horzontally ntegrated ME have been developed. Typcally, these models employed the tools used prevously n the TT lterature that allowed addressng explctly the ssues of ncreasng returns and market structure. Intally, these models were extremely smple assumng dentcal factor endowments across countres and/or were based on partal equlbrum frameworks. Probably, the most frequently cted early example of ths approach s the partal equlbrum model of olgopolstc competton developed by Markusen (984) that assumes the exstence of frm-level scale economes as the drvng force for FDI. The multnatonal frm s headquarter produces a servce of a frm-specfc asset that can be smultaneously used n multple plants n a non-rval manner. Therefore, two-plant frms have lower fxed costs than those of two sngle plants and ths motvates multnatonal producton. The orgnal Markusen (984) model was later extended by Horstmann and Markusen (987), Markusen and Venables (998; 2000) and Markusen (2002) and allowed for endogenous market structure and dfferent forms of competton between frms wthn the partal as well as general equlbrum frameworks. In these frameworks frms have dfferent potental channels of enterng a foregn market and each of these channels ncurs dfferent costs. A frm faces a choce between concentratng producton n the home country and servng foregn markets exportng to acheve scale economes and producng abroad to beneft from proxmty to consumers. General-equlbrum extensons of the Markusen (984) model allow relatng the extent of multnatonal actvty to country characterstcs. They predct that gven moderate to hgh trade costs, multnatonal frms wll preval n equlbrum when countres are smlar n sze and n relatve factor endowments. If countres were of dfferent szes but smlar n relatve factor endowments horzontal multnatonals would be at a dsadvantage relatve to natonal frms producng n the large country and servng the small country market through exportng as they would have to nstall costly capacty n the small market. If countres were of smlar sze but dffered n terms of ther relatve factor endowments multnatonal frms would be at a dsadvantage relatve to natonal frms as they would have to ncur a substantal part of ther costs n a hgh-cost locaton, assumng that human captal was ntensvely used n both fxed and varable costs n the multnatonal sector. Another early attempt to ntegrate MEs nto the TT was made by Krugman (983) who extended hs prevous models of nternatonal trade based on monopolstc competton. He consdered a smple model wth only one factor of producton labor and assumed that labor forces of two countres were equal. The perfect symmetry of the model setup resulted n wage equalzaton across countres whch greatly smplfed the analyss. In contrast to the Markusen (984) model whch assumed the same producton technologes both n home and foregn countres, Krugman (983) made an mportant contrbuton to the lterature by allowng the productvtes of labor to dffer between domestc and foregn plants of the same ME.

4 608 A. Ceślk Ths early contrbuton was almost completely overlooked n the subsequent TME lterature but t seems especally mportant n the lght of second wave of maor developments n the trade theory lterature ntated n the early 2000s by Meltz (2003) and Helpman, Meltz and Yeaple (2004) who focused on the role of frm heterogenety and created a new strand n the TT. 2 Ther models, however, allowed for heterogenety among frms n terms of ther productvty but not among the plants belongng to the same frm. Therefore, t s useful to restate and extend the orgnal model of ME proposed by Krugman (983) focusng on an mportant aspect of frm heterogenety to a more general settng and rentegrate t nto the manstream lterature on frm heterogenety and FDI. Hence, the man goal of ths paper s to generalze Krugman (983) model by relaxng the equal country sze assumpton and to derve a broader set of conclusons. In partcular, we endogenze the relatve wages and derve them as a functon of three key model parameters: the relatve labor force, productvty dfferences between domestc and foregn plants and the degree of product dfferentaton. Moreover, we demonstrate that multnatonal sales relatve to domestc sales are maxmzed when countres are of equal sze. Ths fndng s n lne wth the prevous studes by Markusen and hs coauthors. However, n contrast to more complex monopolstc competton models proposed by Markusen and Venables (998) and Markusen (2002, Chapter 8) ths model can be solved analytcally and there s no need to rely on numercal methods to study the propertes of the equlbrum soluton. The structure of ths paper s organzed as follows. In Secton 2 we dscuss the man assumptons of the monopolstcally compettve framework used by Krugman (980; 983) whch s based on the earler model developed by Dxt and Stgltz (977). In Secton 3 we restate equlbrum propertes n the closed economy that would consttute a useful benchmark for the nterpretaton of the results obtaned for the open economy wth multnatonal frms. In Secton 4 we ntroduce the possblty of multnatonal producton allowng for productvty dfferences between domestc and foregn plants. In Secton 5 we determne the equlbrum relatve wages and multnatonal sales. Fnally, Secton 6 summarzed and concludes wth drectons for further study. 2. Man assumptons In ths secton we dscuss the man assumptons underlyng the model of monopolstc competton orgnally developed by Krugman (980) and later extended n Krugman (983) to ncorporate the MEs. Followng hs prevous studes we consder a world that conssts of two countres named Home and Foregn that may dffer n ther sze. Each country has only a sngle homogenous factor of producton called labor. Labor supply n each country s fxed and does not respond to changes n wage rates. Wthn each country labor can produce any of a potentally large number of goods. However, n equlbrum the number of goods actually produced n Home and Foregn countres, 2 In partcular, Meltz (2003) relaxed the key assumpton of the frm symmetry n the Krugman (980) model and ntroduced frm heterogenety n terms of labor productvty. In hs model productvty dfferences among frms are exogenously gven and each frm has to pay fxed costs of entry nto domestc and foregn markets. The model predcts that the most productve frms wth lowest margnal costs can cover the fxed cost of entry and become exporters. Ths model was later extended by Helpman, Meltz and Yeaple (2004) to allow for horzontal FDI.

5 Horzontally-ntegrated ME denoted respectvely by and, wll be smaller than the potental number. Ths s because of the exstence of fxed costs n producton. The technology of producton s assumed to be the same n both countres. To produce a good requres a fxed startup cost and a constant margnal cost afterwards. For smplcty, the same cost functon for all goods produced wthn each country s assumed. Thus, the labor requrements for producton of partcular goods and n Home and Foregn countres are respectvely: l = α + x () l = α + where l and l are respectvely the amounts of labor used n producng the -th good n Home country and -th good n Foregn country; x and x are the outputs of the -th n Home country and the -th good n Foregn country, respectvely; α > 0 s the fxed cost (expressed n terms of labor) and > 0 s the constant margnal cost that s ndependent of the volume of output. x (2) In Home and Foregn countres full employment s assumed, so that the total labor forces n ther economes must be exhausted by employment n producton of partcular goods: l = x L = = ( α + ) = (3) + + l ( α x ) (4) L = = + = + = + where and are the numbers of goods produced n Home and Foregn countres, respectvely; and L and L are the szes of the labor forces n Home and Foregn countres respectvely. Fnally, all resdents n both countres are assumed to have the exactly the same utlty functon nto whch all goods enter symmetrcally: U ( c) = c = (5) + = U ( c ) = c + (6) where c s the consumpton of the -th good and ( 0,) s a fxed parameter that measures the elastcty of substtuton between partcular goods whch s the same n both countres. Each good yelds dmnshng margnal utlty so that consumers would always prefer to have one unt of each good nstead of two unts of ether.

6 60 A. Ceślk Consumers are at the same tme workers. 3 The economy-wde budget constrants for Home and Foregn countres can be wrtten, respectvely, as: = p x = = + p x = + p c L = wl + = p c L = w L = + (7) (8) 3. Benchmark: equlbrum n the closed economy In ths secton we restate the man propertes of the market equlbrum n the closed economy for Home and Foregn countres wth natonal frms only. Ths yelds the optmal prcng condtons ( p, p ), the equlbrum outputs of each frm ( x, x ) and the equlbrum number of goods produced under autarky n each country beng at the same tme the equlbrum number of frms (, ). These results wll consttute a useful benchmark for the nterpretaton of the results obtaned from the model of horzontally-ntegrated MEs developed n the subsequent sectons of the paper. The analyss proceeds as follows. Frst, we analyze consumer behavor n both countres to derve demand functons. Then we derve the proft maxmzng behavor of frms treatng the number of frms as gven. Fnally, we use the free entry assumptons to derve the equlbrum number of frms. Consumers n both countres maxmze ther utlty functons (5) (6) subect to ther budget constrants (7) (8) whch yelds the demand functons for -th and -th goods n Home and Foregn countres, respectvely: c = p wl p = (9) c = p w L + p = + (0) It can be noted that for the large number of goods produced n each country the demand facng an ndvdual frm n each country becomes soelastc and equals ε = ε = ( ). Frms n Home and Foregn countres maxmze the proft functons wth respect to ther sales x and x, respectvely: Π ( x ) = p ( x ) x ( α + x ) w () Π 3 Accordng to Krugman (980, p. 95): output of each good must equal the sum of ndvdual consumptons. If we dentfy ndvduals wth workers, output must equal consumpton of a representatve ndvdual tmes the labor force. α

7 Horzontally-ntegrated ME... 6 Π ( x ) = p ( x ) x ( α + x ) w (2) Gven the constant elastcty of demand n each country Home and Foregn frms charge the proft maxmzng monopoly prces: p = p = w (3) p = p = w (4) The proft maxmzng prces are derved by the standard mark-up prcng rules from equatng margnal costs to margnal revenue. It can be noted that snce α, and w are the same for all frms n Home country prces are the same for all goods, hence ndex can be dropped because of symmetry. Smlarly, snce α, and w are the same for all frms n Foregn country prces are the same for all goods, hence ndex can be dropped. ext, gven the optmal prcng strateges of frms n Home and Foregn countres we need to determne the volume of output for each good. For ths we can use the free entry assumptons. Free entry wll drve down profts to zero n both countres so that n equlbrum prces wll equal average costs. Substtutng (3) (4) nto () (2), respectvely, and equatng to zero yelds the long-run equlbrum outputs of representatve goods n Home and Foregn countres: α x = x = = x = ( ) x (5) It can be noted that the break-even outputs per frm n both countres are exactly the same snce parameters determnng technologes and preferences α, and are the same for all frms n both countres. Fnally, the number of goods actually produced n each country can be determned from the full employment condtons (3) (4): L ( L ) = = αα + (6) x αα L ( L = = α + x α ) (7) 4. Multnatonal enterprses To explan horzontally-ntegrated MEs we modfy the closed economy model descrbed n the prevous secton. For smplcty, suppose that trade costs are prohbtvely hgh but frms n both countres can engage n cross-border FDI by establshng producton subsdares abroad to explot

8 62 A. Ceślk economes of scope. 4 ote, however, that ths s FDI only n the sense of establshng effectve manageral control over producton unts located n dfferent countres and there s no transfer of captal as by assumpton labor s the only factor of producton n ths model. As argued by Krugman (990, p. 277) n hs survey paper on the TME the dea of economes of scope s key for understandng ( ) multnatonal modern frms. Accordng to Panzar and Wllg (977) economes of scope arse when a frm that undertakes two actvtes wll have lower ont costs than two frms undertakng the actvtes separately. We assume that fxed costs do not occur n producton but rather n head quarter actvtes such as research and development (R&D). Accordng to Krugman (983, p. 6) the asset acqured by the fxed cost mght be technology n the usual sense, or t mght be less easly specfed know-how n management, marketng, etc. Ths means that these fxed costs are not ted to the locaton of producton and once they have been ncurred they do not have to be repeated even f producton takes place n more than one locaton. At the same tme t s assumed that there are also addtonal costs of producng abroad related to unfamlarty wth local language, customs, tax or legal system, etc. Typcally, such costs are modeled as addtonal fxed costs of foregn market entry (Markusen 984; Markusen, Venables 998; Markusen 2002; Helpman, Meltz, Yeaple 2004). However, n contrast to that strand n the lterature we follow an alternatve approach proposed by Krugman (983) and consder only those costs that rase average varable costs of producton. In partcular we assume that n producton plants located abroad labor s only a fracton k < tmes as productve as t s n producton at home. Therefore, the total costs ncludng the R&D and producton costs for a representatve Home country multnatonal frm producng for both domestc and foregn markets are: C ( x, x ' ) = αw + x w + ( / k) x ' w < C ( x, 0) + C (0, x ' ) (8) where x ' α s the extra output produced n Foregn country, C ( x, 0) = ( α + x ) w s the cost of producng only for the Home country market whle C ( 0, x ') = ( α + ( / k) x ') w s the cost of producng only for the Foregn country market. α It can be noted that due to economes of scope resultng from the common R&D fxed cost the ont cost of producng for two markets together s lower than the costs of producng for each market separately. Thus, the multnatonal frm wll have lower costs than the sngle country frms. Smlarly, for the representatve foregn country multnatonal frm we have: C ( x, x ') = αw + x w + ( / k) x ' w < C ( x, 0) + C (0, x ') (9) where, x ' s the extra output produced n Home country, C = α ( x, 0) ( + x ) w s the cost of producng only for the Foregn country market whle C α (0, x ' ) = ( + ( / k) x ' ) w s the cost α of producng only for the Home country market. Π 4 The assumpton on prohbtvely hgh trade costs s made here for analytcal convenence and not because t s realstc. If the trade costs were not prohbtve both trade and FDI as alternatve modes of nternalzaton would have to be consdered as, for example, n Markusen (2002) or Helpman, Meltz and Yeaple (2004).

9 Horzontally-ntegrated ME The proft functons for home and foregn country multnatonal frms can be wrtten, respectvely, as: Π ( x, x ') = p ( x ) x + p '( x ') x ' ( α + x ) w ( / k) x ' w (20) Π ( x, x ') = p ( x ) x + p '( x ') x ' ( α + x ) w ( / k) x ' w (2) where p ' ( x ') s the prce of the extra output produced by the Home country multnatonal frm n the producton subsdary located n Foregn country whle p '( x ') s the prce of the extra output produced by the Foregn country multnatonal frm n the producton subsdary located n Home country. Proft maxmzaton of the representatve Home country multnatonal frm wth respect to ts domestc and foregn sales x and x ' yelds the optmal prcng strateges for Home and Foregn country markets, respectvely: p = p = w (22) p ' = p' = w k (23) Smlarly, proft maxmzaton of the representatve Foregn country multnatonal frm wth respect to ts domestc and foregn sales x and x ' yelds the optmal prcng strateges for Foregn and Home country markets, respectvely: p = p = w (24) p ' = p ' = w k (25) It can be noted that n the case of the open economy αwth multnatonal frms prces charged by multnatonal frms n ther own markets are exactly the same as n the case of the closed economy wthout multnatonal frms. However, due to lower effcency n producton n subsdares located abroad prces charged by multnatonal frms n ther overseas markets can be hgher compared to prces charged n ther own markets dependng on the relatve wages. Free entry condtons for the representatve Home and Foregn country multnatonal frms can be used to determne the volumes of output produced by each frm for each market. Substtutng solutons for equlbrum prces (22) (23) for the Home country multnatonal frm nto ts proft functon (20) and settng t to zero yelds: α x = x = w x ' ( ) k ( w ) (26)

10 64 A. Ceślk Smlarly, substtutng solutons for equlbrum prces (24) (25) for the Foregn country multnatonal frm nto ts proft functon (2) and settng t to zero yelds: x = x = α ( ) k x w ' (27) ( w ) It can be noted that equatons (26) (27) determne sales of multnatonal frms n ther own markets n Home and Foregn countres, respectvely, gven ther sales n overseas markets. Ths leaves us wth four unknowns and two equatons only. However, we know from the consumer utlty maxmzaton problems for Home and Foregn countres (5) (6) the relatve demands for goods produced by Home and Foregn country multnatonals for the Home country market as well as the relatve demands for goods produced by Home and Foregn country multnatonals for the Foregn country market. Ths gves us two addtonal equatons. The structure of consumer preferences descrbed by the love of varety approach mples that consumers n both countres wll consume all the avalable goods. Gven the symmetrc frm prcng strateges n both countres (22) (25) the modfed economy-wde budget constrants for Home and Foregn countres can be wrtten, respectvely, as: wl = px + p ' w L = p' x' + x ' p x (28) (29) However, snce goods produced n overseas ME afflates are more expensve the amounts consumed wll be smaller. The solutons to consumer utlty maxmzaton problems for both countres (5) (6) wth respect to the modfed economy wde budget constrants (28) (29) yeld now relatve demands for goods nvented n Home and Foregn countres: c c p = ( p ' ) ' c ' c p ' = ( p ) w Therefore, substtutng (30) (3) nto (26) (27) yelds solutons for equlbrum sales n each market as functons of relatve wages w/w and productvty dfferental k: = k = k (30) (3) α x = ( ) ( w w ) k k 2 (32)

11 Horzontally-ntegrated ME x α = ( ) w ( w ) 2 k k (33) α k x ' = ( ) αk x ' = ( ) k ( ) 2 w w k w k ( w ) k 2 (34) (35) α It can be noted that the hgher Home country wage rate relatve to the Foregn country wage rate ncreases output produced by the Home country multnatonal frm for the Home country market and reduced output produced for the Foregn country market. The reverse s true for the Foregn country multnatonal whch reduces ts output for the Home country market and ncreases output for the Foregn country market when the relatve wage rate ncreases. In the extreme case of the model when wages across countres are equal and there s no productvty dfference between domestc and Foregn producton subsdares the volumes of output for each frm n each country are the same and equal to the half of the total volumes produced n the closed economy (5). The numbers of multnatonal frms n each country expressed as a functon of the volumes of output for each market can be determned usng the full employment condtons. Equatng labor supply to labor demand n each country yelds: L = ( α + x) + ( / k) x ' α L = ( α + x ) ( / k) x' (36) (37) Solvng for and we obtan: L( α ) k + x xl = 2 2 ( α )( ) k + x α + x xx α α L α k x L L ( ) k α + x x L = 2 2 ( α + x)( α + x ) k xx (38) (39)

12 66 A. Ceślk 5. Equlbrum relatve wages and multnatonal sales The last thng that we need to determne to be able to solve the open economy model wth MEs s the relatve wage. Ths can be done usng the economy-wde budget constrants for both countres (28) (29). Dvdng (28) by (29) and substtutng solutons for prces (22) (25), quanttes (32) (35) and the number of domestc and foregn multnatonal frms (38) (39), we obtan the followng quadratc equaton: 2 2 ( k ) ( ) k k + ω + ω k + k + k = 0 (40) where ω = w w s the relatve wage and = L L s the relatve country sze. Ths quadratc equaton has two roots: one postve and one negatve. The postve root s the only meanngful soluton as the relatve wage cannot be negatve. Therefore, the equlbrum relatve wage s gven by the followng relatonshp: + ω = + k k (4) It turns out that the relatve wage (ω) depends on three exogenously gven parameters of the model: the relatve country sze ( ), the degree of product dfferentaton () and the relatve productvty of workers n plants located abroad and at home (k). The relatve wage s an ncreasng functon n the relatve country sze. Moreover, the relatve wage ncrease (decreases) wth relatve productvty of workers and the degree of product dfferentaton when the Home country s smaller (bgger) compared to the Foregn country. Fnally, t can be noted that wages n both countres are equalzed when ether: ) countres are of equal sze L = L (.e. = ), ) products are very dfferentated and no substtuton between dfferent varetes s possble (.e. = 0) and/or ) workers n plants located at home and abroad are equally effcent (.e. k = ). Substtuton of the equlbrum relatve wage (4) nto (32) (35) allows us to obtan equlbrum output volumes for domestc and local sales for the Home country and Foregn country frms. Then, substtutng the equlbrum output volumes nto (38) (39) the total number of multnatonal frms orgnatng from each country can be obtaned. Fnally, we can also determne the degree of multnatonal actvty defned by the rato of multnatonal to domestc sales (RMDS) for both Home and Foregn country frms. The sales of the Home country frms n Foregn and Home markets can be respectvely defned as: ' x' w x k = (42) px = wx (43) p

13 Horzontally-ntegrated ME Smlarly, the sales of the Foregn country frms n Home and Foregn markets can be defned as: p ' x p ' wxk = (44) = w x (45) x It can be noted that multnatonal sales are the sum of (42) and (44), whle domestc sales are the sum of (43) and (45). Hence, the rato of multnatonal to domestc sales can be wrtten as: w x + wx RMDS = k (46) wx + w x Dvdng the numerator and denomnator of (46) by w x allows us to express the RMDS as the functon of the relatve country sze: RMDS = n( ) + n( ) + k (47) where n ( ) = s the relatve number of frms whch s an ncreasng functon of the relatve country sze. Takng the dervatve of (47) wth respect to the relatve country sze t s possble to demonstrate that the rato of multnatonal to domestc sales s maxmzed when countres are of equal sze. Then, the RMDS smplfes to: max RMDS = k (48) It can be noted that when countres are of equal sze RMDS depends only on two parameters: the degree of product dfferentaton () and the relatve productvty of workers n plants located abroad and at home (k). The hgher degree of product dfferentaton (.e. the lower value of ) the hgher the rato of multnatonal to domestc sales. Smlarly, the lower the productvty dfference between domestc and foregn plants (.e. the hgher the value of k) the hgher the rato of multnatonal to domestc sales. When workers n plants located at home and abroad are equally productve (.e. k = ), or/and goods are very dfferentated (.e. = 0) the rato of multnatonal sales to domestc sales equals. Ths means that the volume of multnatonals sales s equal to the volume of domestc sales. 6. Conclusons Followng the new strand n the trade lterature that focuses on frm heterogenety, n the paper we developed a monopolstcally compettve general equlbrum model of horzontal foregn drect

14 68 A. Ceślk nvestment that s a generalzaton and extenson of the early work of Krugman (983). However, n contrast to ths strand new that assumes productvty dfferences between frms wthn each country, we allowed for productvty dfferences between producton plants located at home and abroad belongng to the same multnatonal enterprse. We endogenzed the relatve wages and expressed them as the functon of the relatve country sze, the degree of product dfferentaton and the productvty dfference between the domestc and Foregn plants of multnatonal frms. We showed that the relatve wage s an ncreasng functon n the relatve country sze. Moreover, the relatve wage ncreases (decreases) wth relatve productvty of workers and the degree of product dfferentaton when the Home country s smaller (bgger) compared to the Foregn country. Furthermore, we demonstrated that the multnatonal actvty s the most ntensve between countres of the smlar sze. Ths fndng s n lne wth predctons of the studes by Markusen and hs coauthors and emprcal evdence on FDI patterns quoted n ther studes. We also showed that smaller productvty dfferences between domestc and foregn plants ncrease the level of multnatonal actvty. The proposed theoretcal framework should be complemented wth future emprcal studes amed at verfyng the predctons of the model based on the frm and plant level data. An especally promsng research area would be to test whether ndeed there are sgnfcant productvty dfferences between plants that belong to the same ME that are located n dfferent countres. Moreover, t would also be nterestng to test study the behavor of productvty dfferences between domestc and foregn plants over tme to see whether these dfferences are permanent or declnng over tme wth technology standardzaton across all plants n the long run. References Brander J.A. (98), Intra-ndustry trade n dentcal commodtes, Journal of Internatonal Economcs, (), 4. Brander J., Krugman P. (983), A recprocal dumpng model of nternatonal trade, Journal of Internatonal Economcs, 5(3 4), Caves R.E. (97), Internatonal corporatons: the ndustral economcs of foregn nvestment, Economca, 38(49), 27. Ceślk A. (2008), Multnatonal frms, nternatonal knowledge flows and dual labor markets n developng economes, Revew of Development Economcs, 2(), Ceślk A. (202), Multnatonal enterprses, foregn knowledge spllovers and host country wages, Equlbrum. Quarterly Journal of Economcs and Economc Polcy, 7(), Dxt A.K., Stgltz J.E. (977), Monopolstc competton and optmum product dversty, Amercan Economc Revew, 67(3), Dxt A.K., orman V. (980), Theory of nternatonal trade. A dual general equlbrum approach, Cambrdge Unversty Press, Cambrdge. Ether W.J. (982), atonal and nternatonal returns to scale n the modern theory of nternatonal trade, Amercan Economc Revew, 72(3),

15 Horzontally-ntegrated ME Helpman E. (98), Internatonal trade n the presence of product dfferentaton, economes of scale and monopolstc competton: a Chamberln-Heckscher-Ohln approach, Journal of Internatonal Economcs, (3), Helpman E., Meltz M.J., Yeaple S.R. (2004), Export versus FDI wth heterogeneous frms, Amercan Economc Revew, 94(), Horstmann I., Markusen J.R. (987), Strategc nvestments and the development of multnatonals, Internatonal Economc Revew, 28(), Kemp M.C. (962), Foregn drect nvestment and the natonal advantage, Economc Record, 38(8), Hymer S.H. (960), The nternatonal operatons of natonal frms: a study of foregn drect nvestment, MIT, Department of Economcs, Cambrdge. Krugman P. (979), Increasng returns, monopolstc competton, and nternatonal trade, Journal of Internatonal Economcs, 9(4), Krugman P. (980), Scale economes, product dfferentaton, and the pattern of trade, Amercan Economc Revew, 70(5), Krugman P. (98), Intra-ndustry specalzaton and the gans from trade, Journal of Poltcal Economy, 89(5), Krugman P. (983), The new theores of nternatonal trade and multnatonal enterprse, n: D.B. Audretsch, Ch.P. Kndleberger (eds.), The multnatonal corporaton n the 980s, MIT Press, Cambrdge. Krugman P. (990), Multnatonal enterprse: the old and the new n hstory and theory, orth Amercan Revew of Economcs and Fnance, (2), Krugman P. (995), Increasng returns, mperfect competton and the postve theory of nternatonal trade, n: G. Grossman, K. Rogoff (eds.), Handbook of nternatonal economcs, orth-holland, Amsterdam. Lancaster K. (980), Intra-ndustry trade under perfect monopolstc competton, Journal of Internatonal Economcs, 0(2), Lpsey R.E. (2004), Home- and host-country effects of foregn drect nvestment, n: R.E. Baldwn, A.L. Wnters (eds.), Challenges to globalzaton: analyzng the economcs, The Unversty of Chcago Press, Chcago. MacDougall G.D.A. (960), The benefts and costs of prvate nvestment from abroad: a theoretcal approach, Oxford Bulletn of Economcs and Statstcs, 22(3), Markusen J.R. (984), Multnatonals, mult-plant economes and the gans from trade, Journal of Internatonal Economcs, 6(3 4), Markusen J.R. (2002), Multnatonal frms and the theory of nternatonal trade, MIT Press, Cambrdge. Markusen J.R., Maskus K. (2003), General equlbrum approaches to the multnatonal enterprse: a revew of theory and evdence, n: E.K. Cho, J. Harrgan (eds.), Handbook of nternatonal trade, Blackwell Publshng, Malden. Markusen J.R., Venables A.J. (998), Multnatonal frms and the new trade theory, Journal of Internatonal Economcs, 46(2),

16 620 A. Ceślk Markusen J.R., Venables A.J. (2000), The theory of endowment, ntra-ndustry and multnatonal trade, Journal of Internatonal Economcs, 52(2), Meltz M.J. (2003), The mpact of trade on ntra-ndustry reallocatons and aggregate ndustry productvty, Econometrca, 7(6), Mundell R.A. (957), Internatonal trade and factor moblty, Amercan Economc Revew, 47(3), Panzar J.C., Wllg R.D. (977), Economes of scale n mult-output producton, Quarterly Journal of Economcs, 9(3),

17 Horzontally-ntegrated ME Techncal appendx. Dervaton of the demand functons To derve the demand functon facng an ndvdual frm n Home country we need to solve a decson problem of a representatve consumer: maxu( c) = c c = s. t. c p = wl = To solve ths problem we set up a standard Lagrangan: = c + λ wl c p = = c λp where λ denotes the shadow prce (margnal utlty of ncome). Ths yelds the frst order condton (FOC) that can be wrtten as: c λp c = λ p = λ c λ λ = ( ) p λ Then, we substtute the FOC nto the budget constrant to obtan: = λ = c p ( p ) p = wl = λ ( p ) = wl = = λ λ = wl wl = p Fnally, we substtute ths back nto the FOC to elmnate λ and obtan the demand functon (9): c = p wl p In a smlar manner we can also derve the demand functon facng an ndvdual frm n Foregn country (0).

18

ΗΥ537: Έλεγχος Πόρων και Επίδοση σε Ευρυζωνικά Δίκτυα,

ΗΥ537: Έλεγχος Πόρων και Επίδοση σε Ευρυζωνικά Δίκτυα, ΗΥ537: Έλεγχος Πόρων και Επίδοση σε Ευρυζωνικά Δίκτυα Βασίλειος Σύρης Τμήμα Επιστήμης Υπολογιστών Πανεπιστήμιο Κρήτης Εαρινό εξάμηνο 2008 Economcs Contents The contet The basc model user utlty, rces and

Διαβάστε περισσότερα

α & β spatial orbitals in

α & β spatial orbitals in The atrx Hartree-Fock equatons The most common method of solvng the Hartree-Fock equatons f the spatal btals s to expand them n terms of known functons, { χ µ } µ= consder the spn-unrestrcted case. We

Διαβάστε περισσότερα

One and two particle density matrices for single determinant HF wavefunctions. (1) = φ 2. )β(1) ( ) ) + β(1)β * β. (1)ρ RHF

One and two particle density matrices for single determinant HF wavefunctions. (1) = φ 2. )β(1) ( ) ) + β(1)β * β. (1)ρ RHF One and two partcle densty matrces for sngle determnant HF wavefunctons One partcle densty matrx Gven the Hartree-Fock wavefuncton ψ (,,3,!, = Âϕ (ϕ (ϕ (3!ϕ ( 3 The electronc energy s ψ H ψ = ϕ ( f ( ϕ

Διαβάστε περισσότερα

Πανεπιστήµιο Κρήτης - Τµήµα Επιστήµης Υπολογιστών. ΗΥ-570: Στατιστική Επεξεργασία Σήµατος. ιδάσκων : Α. Μουχτάρης. εύτερη Σειρά Ασκήσεων.

Πανεπιστήµιο Κρήτης - Τµήµα Επιστήµης Υπολογιστών. ΗΥ-570: Στατιστική Επεξεργασία Σήµατος. ιδάσκων : Α. Μουχτάρης. εύτερη Σειρά Ασκήσεων. Πανεπιστήµιο Κρήτης - Τµήµα Επιστήµης Υπολογιστών ΗΥ-570: Στατιστική Επεξεργασία Σήµατος 2015 ιδάσκων : Α. Μουχτάρης εύτερη Σειρά Ασκήσεων Λύσεις Ασκηση 1. 1. Consder the gven expresson for R 1/2 : R 1/2

Διαβάστε περισσότερα

ΠΤΥΧΙΑΚΗ/ ΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ

ΠΤΥΧΙΑΚΗ/ ΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ ΑΡΙΣΤΟΤΕΛΕΙΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΘΕΣΣΑΛΟΝΙΚΗΣ ΣΧΟΛΗ ΘΕΤΙΚΩΝ ΕΠΙΣΤΗΜΩΝ ΤΜΗΜΑ ΠΛΗΡΟΦΟΡΙΚΗΣ ΠΤΥΧΙΑΚΗ/ ΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ «ΚΛΑ ΕΜΑ ΟΜΑ ΑΣ ΚΑΤΑ ΠΕΡΙΠΤΩΣΗ ΜΕΣΩ ΤΑΞΙΝΟΜΗΣΗΣ ΠΟΛΛΑΠΛΩΝ ΕΤΙΚΕΤΩΝ» (Instance-Based Ensemble

Διαβάστε περισσότερα

Constant Elasticity of Substitution in Applied General Equilibrium

Constant Elasticity of Substitution in Applied General Equilibrium Constant Elastct of Substtuton n Appled General Equlbru The choce of nput levels that nze the cost of producton for an set of nput prces and a fed level of producton can be epressed as n sty.. f Ltng for

Διαβάστε περισσότερα

1 Complete Set of Grassmann States

1 Complete Set of Grassmann States Physcs 610 Homework 8 Solutons 1 Complete Set of Grassmann States For Θ, Θ, Θ, Θ each ndependent n-member sets of Grassmann varables, and usng the summaton conventon ΘΘ Θ Θ Θ Θ, prove the dentty e ΘΘ dθ

Διαβάστε περισσότερα

8.1 The Nature of Heteroskedasticity 8.2 Using the Least Squares Estimator 8.3 The Generalized Least Squares Estimator 8.

8.1 The Nature of Heteroskedasticity 8.2 Using the Least Squares Estimator 8.3 The Generalized Least Squares Estimator 8. 8.1 The Nature of Heteroskedastcty 8. Usng the Least Squares Estmator 8.3 The Generalzed Least Squares Estmator 8.4 Detectng Heteroskedastcty E( y) = β+β 1 x e = y E( y ) = y β β x 1 y = β+β x + e 1 Fgure

Διαβάστε περισσότερα

35 90% 30 35 85% 2000 2008 + 2 2008 22-37 1997 26 1953- 2000 556 888 0.63 2001 0.58 2002 0.60 0.55 2004 0.51 2005 0.47 0.45 0.43 2009 0.

35 90% 30 35 85% 2000 2008 + 2 2008 22-37 1997 26 1953- 2000 556 888 0.63 2001 0.58 2002 0.60 0.55 2004 0.51 2005 0.47 0.45 0.43 2009 0. 184 C913.7 A 1672-616221 2-21- 7 Vol.7 No.2 Apr., 21 1 26 1997 26 25 38 35 9% 8% 3 35 85% 2% 3 8% 21 1 2 28 + 2 1% + + 2 556 888.63 21 572 986.58 22 657 1 97 23 674 1 229.55 24 711 1 48.51 25 771 1 649.47

Διαβάστε περισσότερα

Neutralino contributions to Dark Matter, LHC and future Linear Collider searches

Neutralino contributions to Dark Matter, LHC and future Linear Collider searches Neutralno contrbutons to Dark Matter, LHC and future Lnear Collder searches G.J. Gounars Unversty of Thessalonk, Collaboraton wth J. Layssac, P.I. Porfyrads, F.M. Renard and wth Th. Dakonds for the γz

Διαβάστε περισσότερα

Multi-dimensional Central Limit Theorem

Multi-dimensional Central Limit Theorem Mult-dmensonal Central Lmt heorem Outlne () () () t as () + () + + () () () Consder a sequence of ndependent random proceses t, t, dentcal to some ( t). Assume t 0. Defne the sum process t t t t () t tme

Διαβάστε περισσότερα

HOMEWORK 4 = G. In order to plot the stress versus the stretch we define a normalized stretch:

HOMEWORK 4 = G. In order to plot the stress versus the stretch we define a normalized stretch: HOMEWORK 4 Problem a For the fast loading case, we want to derive the relationship between P zz and λ z. We know that the nominal stress is expressed as: P zz = ψ λ z where λ z = λ λ z. Therefore, applying

Διαβάστε περισσότερα

CHAPTER 25 SOLVING EQUATIONS BY ITERATIVE METHODS

CHAPTER 25 SOLVING EQUATIONS BY ITERATIVE METHODS CHAPTER 5 SOLVING EQUATIONS BY ITERATIVE METHODS EXERCISE 104 Page 8 1. Find the positive root of the equation x + 3x 5 = 0, correct to 3 significant figures, using the method of bisection. Let f(x) =

Διαβάστε περισσότερα

Multi-dimensional Central Limit Theorem

Multi-dimensional Central Limit Theorem Mult-dmensonal Central Lmt heorem Outlne () () () t as () + () + + () () () Consder a sequence of ndependent random proceses t, t, dentcal to some ( t). Assume t 0. Defne the sum process t t t t () t ();

Διαβάστε περισσότερα

Variance of Trait in an Inbred Population. Variance of Trait in an Inbred Population

Variance of Trait in an Inbred Population. Variance of Trait in an Inbred Population Varance of Trat n an Inbred Populaton Varance of Trat n an Inbred Populaton Varance of Trat n an Inbred Populaton Revew of Mean Trat Value n Inbred Populatons We showed n the last lecture that for a populaton

Διαβάστε περισσότερα

Phys460.nb Solution for the t-dependent Schrodinger s equation How did we find the solution? (not required)

Phys460.nb Solution for the t-dependent Schrodinger s equation How did we find the solution? (not required) Phys460.nb 81 ψ n (t) is still the (same) eigenstate of H But for tdependent H. The answer is NO. 5.5.5. Solution for the tdependent Schrodinger s equation If we assume that at time t 0, the electron starts

Διαβάστε περισσότερα

8.324 Relativistic Quantum Field Theory II

8.324 Relativistic Quantum Field Theory II Lecture 8.3 Relatvstc Quantum Feld Theory II Fall 00 8.3 Relatvstc Quantum Feld Theory II MIT OpenCourseWare Lecture Notes Hon Lu, Fall 00 Lecture 5.: RENORMALIZATION GROUP FLOW Consder the bare acton

Διαβάστε περισσότερα

ΜΕΛΕΤΗ ΤΗΣ ΜΑΚΡΟΧΡΟΝΙΑΣ ΠΑΡΑΜΟΡΦΩΣΗΣ ΤΟΥ ΦΡΑΓΜΑΤΟΣ ΚΡΕΜΑΣΤΩΝ ΜΕ ΒΑΣΗ ΑΝΑΛΥΣΗ ΓΕΩΔΑΙΤΙΚΩΝ ΔΕΔΟΜΕΝΩΝ ΚΑΙ ΜΕΤΑΒΟΛΩΝ ΣΤΑΘΜΗΣ ΤΑΜΙΕΥΤΗΡΑ

ΜΕΛΕΤΗ ΤΗΣ ΜΑΚΡΟΧΡΟΝΙΑΣ ΠΑΡΑΜΟΡΦΩΣΗΣ ΤΟΥ ΦΡΑΓΜΑΤΟΣ ΚΡΕΜΑΣΤΩΝ ΜΕ ΒΑΣΗ ΑΝΑΛΥΣΗ ΓΕΩΔΑΙΤΙΚΩΝ ΔΕΔΟΜΕΝΩΝ ΚΑΙ ΜΕΤΑΒΟΛΩΝ ΣΤΑΘΜΗΣ ΤΑΜΙΕΥΤΗΡΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΠΑΤΡΩΝ ΠΟΛΥΤΕΧΝΙΚΗ ΣΧΟΛΗ ΤΜΗΜΑ ΠΟΛΙΤΙΚΩΝ ΜΗΧΑΝΙΚΩΝ ΜΕΛΕΤΗ ΤΗΣ ΜΑΚΡΟΧΡΟΝΙΑΣ ΠΑΡΑΜΟΡΦΩΣΗΣ ΤΟΥ ΦΡΑΓΜΑΤΟΣ ΚΡΕΜΑΣΤΩΝ ΜΕ ΒΑΣΗ ΑΝΑΛΥΣΗ ΓΕΩΔΑΙΤΙΚΩΝ ΔΕΔΟΜΕΝΩΝ ΚΑΙ ΜΕΤΑΒΟΛΩΝ ΣΤΑΘΜΗΣ ΤΑΜΙΕΥΤΗΡΑ ΔΙΔΑΚΤΟΡΙΚΗ

Διαβάστε περισσότερα

LECTURE 4 : ARMA PROCESSES

LECTURE 4 : ARMA PROCESSES LECTURE 4 : ARMA PROCESSES Movng-Average Processes The MA(q) process, s defned by (53) y(t) =µ ε(t)+µ 1 ε(t 1) + +µ q ε(t q) =µ(l)ε(t), where µ(l) =µ +µ 1 L+ +µ q L q and where ε(t) s whte nose An MA model

Διαβάστε περισσότερα

Assalamu `alaikum wr. wb.

Assalamu `alaikum wr. wb. LUMP SUM Assalamu `alaikum wr. wb. LUMP SUM Wassalamu alaikum wr. wb. Assalamu `alaikum wr. wb. LUMP SUM Wassalamu alaikum wr. wb. LUMP SUM Lump sum lump sum lump sum. lump sum fixed price lump sum lump

Διαβάστε περισσότερα

Vol. 34 ( 2014 ) No. 4. J. of Math. (PRC) : A : (2014) Frank-Wolfe [7],. Frank-Wolfe, ( ).

Vol. 34 ( 2014 ) No. 4. J. of Math. (PRC) : A : (2014) Frank-Wolfe [7],. Frank-Wolfe, ( ). Vol. 4 ( 214 ) No. 4 J. of Math. (PRC) 1,2, 1 (1., 472) (2., 714) :.,.,,,..,. : ; ; ; MR(21) : 9B2 : : A : 255-7797(214)4-759-7 1,,,,, [1 ].,, [4 6],, Frank-Wolfe, Frank-Wolfe [7],.,,.,,,., UE,, UE. O-D,,,,,

Διαβάστε περισσότερα

Duals of the QCQP and SDP Sparse SVM. Antoni B. Chan, Nuno Vasconcelos, and Gert R. G. Lanckriet

Duals of the QCQP and SDP Sparse SVM. Antoni B. Chan, Nuno Vasconcelos, and Gert R. G. Lanckriet Duals of the QCQP and SDP Sparse SVM Anton B. Chan, Nuno Vasconcelos, and Gert R. G. Lanckret SVCL-TR 007-0 v Aprl 007 Duals of the QCQP and SDP Sparse SVM Anton B. Chan, Nuno Vasconcelos, and Gert R.

Διαβάστε περισσότερα

Symplecticity of the Störmer-Verlet algorithm for coupling between the shallow water equations and horizontal vehicle motion

Symplecticity of the Störmer-Verlet algorithm for coupling between the shallow water equations and horizontal vehicle motion Symplectcty of the Störmer-Verlet algorthm for couplng between the shallow water equatons and horzontal vehcle moton by H. Alem Ardakan & T. J. Brdges Department of Mathematcs, Unversty of Surrey, Guldford

Διαβάστε περισσότερα

2 Composition. Invertible Mappings

2 Composition. Invertible Mappings Arkansas Tech University MATH 4033: Elementary Modern Algebra Dr. Marcel B. Finan Composition. Invertible Mappings In this section we discuss two procedures for creating new mappings from old ones, namely,

Διαβάστε περισσότερα

Finite Field Problems: Solutions

Finite Field Problems: Solutions Finite Field Problems: Solutions 1. Let f = x 2 +1 Z 11 [x] and let F = Z 11 [x]/(f), a field. Let Solution: F =11 2 = 121, so F = 121 1 = 120. The possible orders are the divisors of 120. Solution: The

Διαβάστε περισσότερα

ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ. Ψηφιακή Οικονομία. Διάλεξη 7η: Consumer Behavior Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών

ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ. Ψηφιακή Οικονομία. Διάλεξη 7η: Consumer Behavior Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ Ψηφιακή Οικονομία Διάλεξη 7η: Consumer Behavior Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών Τέλος Ενότητας Χρηματοδότηση Το παρόν εκπαιδευτικό υλικό έχει αναπτυχθεί

Διαβάστε περισσότερα

Pricing of Options on two Currencies Libor Rates

Pricing of Options on two Currencies Libor Rates Prcng o Optons on two Currences Lbor Rates Fabo Mercuro Fnancal Models, Banca IMI Abstract In ths document we show how to prce optons on two Lbor rates belongng to two derent currences the ormer s domestc,

Διαβάστε περισσότερα

EE512: Error Control Coding

EE512: Error Control Coding EE512: Error Control Coding Solution for Assignment on Finite Fields February 16, 2007 1. (a) Addition and Multiplication tables for GF (5) and GF (7) are shown in Tables 1 and 2. + 0 1 2 3 4 0 0 1 2 3

Διαβάστε περισσότερα

Matrices and Determinants

Matrices and Determinants Matrices and Determinants SUBJECTIVE PROBLEMS: Q 1. For what value of k do the following system of equations possess a non-trivial (i.e., not all zero) solution over the set of rationals Q? x + ky + 3z

Διαβάστε περισσότερα

Notes on the Open Economy

Notes on the Open Economy Notes on the Open Econom Ben J. Heijdra Universit of Groningen April 24 Introduction In this note we stud the two-countr model of Table.4 in more detail. restated here for convenience. The model is Table.4.

Διαβάστε περισσότερα

ΗΥ537: Έλεγχος Πόρων και Επίδοση σε Ευρυζωνικά Δίκτυα,

ΗΥ537: Έλεγχος Πόρων και Επίδοση σε Ευρυζωνικά Δίκτυα, ΗΥ537: Έλεγχος Πόρων και Επίδοση σε Ευρυζωνικά Δίκτυα Βασίλειος Σύρης Τμήμα Επιστήμης Υπολογιστών Πανεπιστήμιο Κρήτης Εαρινό εξάμηνο 2008 Prcng and network control Incentves Smple modelng Network externaltes

Διαβάστε περισσότερα

Generalized Fibonacci-Like Polynomial and its. Determinantal Identities

Generalized Fibonacci-Like Polynomial and its. Determinantal Identities Int. J. Contemp. Math. Scences, Vol. 7, 01, no. 9, 1415-140 Generalzed Fbonacc-Le Polynomal and ts Determnantal Identtes V. K. Gupta 1, Yashwant K. Panwar and Ompraash Shwal 3 1 Department of Mathematcs,

Διαβάστε περισσότερα

Derivation for Input of Factor Graph Representation

Derivation for Input of Factor Graph Representation Dervaton for Input of actor Graph Representaton Sum-Product Prmal Based on the orgnal LP formulaton b x θ x + b θ,x, s.t., b, b,, N, x \ b x = b we defne V as the node set allocated to the th core. { V

Διαβάστε περισσότερα

A Class of Orthohomological Triangles

A Class of Orthohomological Triangles A Class of Orthohomologcal Trangles Prof. Claudu Coandă Natonal College Carol I Craova Romana. Prof. Florentn Smarandache Unversty of New Mexco Gallup USA Prof. Ion Pătraşcu Natonal College Fraţ Buzeşt

Διαβάστε περισσότερα

The Simply Typed Lambda Calculus

The Simply Typed Lambda Calculus Type Inference Instead of writing type annotations, can we use an algorithm to infer what the type annotations should be? That depends on the type system. For simple type systems the answer is yes, and

Διαβάστε περισσότερα

Phasor Diagram of an RC Circuit V R

Phasor Diagram of an RC Circuit V R ESE Lecture 3 Phasor Dagram of an rcut VtV m snt V t V o t urrent s a reference n seres crcut KVL: V m V + V V ϕ I m V V m ESE Lecture 3 Phasor Dagram of an L rcut VtV m snt V t V t L V o t KVL: V m V

Διαβάστε περισσότερα

C.S. 430 Assignment 6, Sample Solutions

C.S. 430 Assignment 6, Sample Solutions C.S. 430 Assignment 6, Sample Solutions Paul Liu November 15, 2007 Note that these are sample solutions only; in many cases there were many acceptable answers. 1 Reynolds Problem 10.1 1.1 Normal-order

Διαβάστε περισσότερα

Main source: "Discrete-time systems and computer control" by Α. ΣΚΟΔΡΑΣ ΨΗΦΙΑΚΟΣ ΕΛΕΓΧΟΣ ΔΙΑΛΕΞΗ 4 ΔΙΑΦΑΝΕΙΑ 1

Main source: Discrete-time systems and computer control by Α. ΣΚΟΔΡΑΣ ΨΗΦΙΑΚΟΣ ΕΛΕΓΧΟΣ ΔΙΑΛΕΞΗ 4 ΔΙΑΦΑΝΕΙΑ 1 Main source: "Discrete-time systems and computer control" by Α. ΣΚΟΔΡΑΣ ΨΗΦΙΑΚΟΣ ΕΛΕΓΧΟΣ ΔΙΑΛΕΞΗ 4 ΔΙΑΦΑΝΕΙΑ 1 A Brief History of Sampling Research 1915 - Edmund Taylor Whittaker (1873-1956) devised a

Διαβάστε περισσότερα

Example Sheet 3 Solutions

Example Sheet 3 Solutions Example Sheet 3 Solutions. i Regular Sturm-Liouville. ii Singular Sturm-Liouville mixed boundary conditions. iii Not Sturm-Liouville ODE is not in Sturm-Liouville form. iv Regular Sturm-Liouville note

Διαβάστε περισσότερα

Μηχανική Μάθηση Hypothesis Testing

Μηχανική Μάθηση Hypothesis Testing ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ Μηχανική Μάθηση Hypothesis Testing Γιώργος Μπορμπουδάκης Τμήμα Επιστήμης Υπολογιστών Procedure 1. Form the null (H 0 ) and alternative (H 1 ) hypothesis 2. Consider

Διαβάστε περισσότερα

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 19/5/2007

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 19/5/2007 Οδηγίες: Να απαντηθούν όλες οι ερωτήσεις. Αν κάπου κάνετε κάποιες υποθέσεις να αναφερθούν στη σχετική ερώτηση. Όλα τα αρχεία που αναφέρονται στα προβλήματα βρίσκονται στον ίδιο φάκελο με το εκτελέσιμο

Διαβάστε περισσότερα

ΤΕΧΝΟΛΟΓΙΚΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΥΠΡΟΥ ΤΜΗΜΑ ΝΟΣΗΛΕΥΤΙΚΗΣ

ΤΕΧΝΟΛΟΓΙΚΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΥΠΡΟΥ ΤΜΗΜΑ ΝΟΣΗΛΕΥΤΙΚΗΣ ΤΕΧΝΟΛΟΓΙΚΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΥΠΡΟΥ ΤΜΗΜΑ ΝΟΣΗΛΕΥΤΙΚΗΣ ΠΤΥΧΙΑΚΗ ΕΡΓΑΣΙΑ ΨΥΧΟΛΟΓΙΚΕΣ ΕΠΙΠΤΩΣΕΙΣ ΣΕ ΓΥΝΑΙΚΕΣ ΜΕΤΑ ΑΠΟ ΜΑΣΤΕΚΤΟΜΗ ΓΕΩΡΓΙΑ ΤΡΙΣΟΚΚΑ Λευκωσία 2012 ΤΕΧΝΟΛΟΓΙΚΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΥΠΡΟΥ ΣΧΟΛΗ ΕΠΙΣΤΗΜΩΝ

Διαβάστε περισσότερα

8.323 Relativistic Quantum Field Theory I

8.323 Relativistic Quantum Field Theory I MIT OpenCourseWare http://ocwmtedu 8323 Relatvstc Quantum Feld Theory I Sprng 2008 For nformaton about ctng these materals or our Terms of Use, vst: http://ocwmtedu/terms 1 The Lagrangan: 8323 Lecture

Διαβάστε περισσότερα

ST5224: Advanced Statistical Theory II

ST5224: Advanced Statistical Theory II ST5224: Advanced Statistical Theory II 2014/2015: Semester II Tutorial 7 1. Let X be a sample from a population P and consider testing hypotheses H 0 : P = P 0 versus H 1 : P = P 1, where P j is a known

Διαβάστε περισσότερα

Section 8.3 Trigonometric Equations

Section 8.3 Trigonometric Equations 99 Section 8. Trigonometric Equations Objective 1: Solve Equations Involving One Trigonometric Function. In this section and the next, we will exple how to solving equations involving trigonometric functions.

Διαβάστε περισσότερα

Instruction Execution Times

Instruction Execution Times 1 C Execution Times InThisAppendix... Introduction DL330 Execution Times DL330P Execution Times DL340 Execution Times C-2 Execution Times Introduction Data Registers This appendix contains several tables

Διαβάστε περισσότερα

Statistical Inference I Locally most powerful tests

Statistical Inference I Locally most powerful tests Statistical Inference I Locally most powerful tests Shirsendu Mukherjee Department of Statistics, Asutosh College, Kolkata, India. shirsendu st@yahoo.co.in So far we have treated the testing of one-sided

Διαβάστε περισσότερα

Homework 3 Solutions

Homework 3 Solutions Homework 3 Solutions Igor Yanovsky (Math 151A TA) Problem 1: Compute the absolute error and relative error in approximations of p by p. (Use calculator!) a) p π, p 22/7; b) p π, p 3.141. Solution: For

Διαβάστε περισσότερα

Every set of first-order formulas is equivalent to an independent set

Every set of first-order formulas is equivalent to an independent set Every set of first-order formulas is equivalent to an independent set May 6, 2008 Abstract A set of first-order formulas, whatever the cardinality of the set of symbols, is equivalent to an independent

Διαβάστε περισσότερα

5.4 The Poisson Distribution.

5.4 The Poisson Distribution. The worst thing you can do about a situation is nothing. Sr. O Shea Jackson 5.4 The Poisson Distribution. Description of the Poisson Distribution Discrete probability distribution. The random variable

Διαβάστε περισσότερα

department listing department name αχχουντσ ϕανε βαλικτ δδσϕηασδδη σδηφγ ασκϕηλκ τεχηνιχαλ αλαν ϕουν διξ τεχηνιχαλ ϕοην µαριανι

department listing department name αχχουντσ ϕανε βαλικτ δδσϕηασδδη σδηφγ ασκϕηλκ τεχηνιχαλ αλαν ϕουν διξ τεχηνιχαλ ϕοην µαριανι She selects the option. Jenny starts with the al listing. This has employees listed within She drills down through the employee. The inferred ER sttricture relates this to the redcords in the databasee

Διαβάστε περισσότερα

2. THEORY OF EQUATIONS. PREVIOUS EAMCET Bits.

2. THEORY OF EQUATIONS. PREVIOUS EAMCET Bits. EAMCET-. THEORY OF EQUATIONS PREVIOUS EAMCET Bits. Each of the roots of the equation x 6x + 6x 5= are increased by k so that the new transformed equation does not contain term. Then k =... - 4. - Sol.

Διαβάστε περισσότερα

TMA4115 Matematikk 3

TMA4115 Matematikk 3 TMA4115 Matematikk 3 Andrew Stacey Norges Teknisk-Naturvitenskapelige Universitet Trondheim Spring 2010 Lecture 12: Mathematics Marvellous Matrices Andrew Stacey Norges Teknisk-Naturvitenskapelige Universitet

Διαβάστε περισσότερα

4.6 Autoregressive Moving Average Model ARMA(1,1)

4.6 Autoregressive Moving Average Model ARMA(1,1) 84 CHAPTER 4. STATIONARY TS MODELS 4.6 Autoregressive Moving Average Model ARMA(,) This section is an introduction to a wide class of models ARMA(p,q) which we will consider in more detail later in this

Διαβάστε περισσότερα

[1] P Q. Fig. 3.1

[1] P Q. Fig. 3.1 1 (a) Define resistance....... [1] (b) The smallest conductor within a computer processing chip can be represented as a rectangular block that is one atom high, four atoms wide and twenty atoms long. One

Διαβάστε περισσότερα

Démographie spatiale/spatial Demography

Démographie spatiale/spatial Demography ΠΑΝΕΠΙΣΤΗΜΙΟ ΘΕΣΣΑΛΙΑΣ Démographie spatiale/spatial Demography Session 1: Introduction to spatial demography Basic concepts Michail Agorastakis Department of Planning & Regional Development Άδειες Χρήσης

Διαβάστε περισσότερα

Fractional Colorings and Zykov Products of graphs

Fractional Colorings and Zykov Products of graphs Fractional Colorings and Zykov Products of graphs Who? Nichole Schimanski When? July 27, 2011 Graphs A graph, G, consists of a vertex set, V (G), and an edge set, E(G). V (G) is any finite set E(G) is

Διαβάστε περισσότερα

derivation of the Laplacian from rectangular to spherical coordinates

derivation of the Laplacian from rectangular to spherical coordinates derivation of the Laplacian from rectangular to spherical coordinates swapnizzle 03-03- :5:43 We begin by recognizing the familiar conversion from rectangular to spherical coordinates (note that φ is used

Διαβάστε περισσότερα

2 Lagrangian and Green functions in d dimensions

2 Lagrangian and Green functions in d dimensions Renormalzaton of φ scalar feld theory December 6 Pdf fle generated on February 7, 8. TODO Examne ε n the two-pont functon cf Sterman. Lagrangan and Green functons n d dmensons In these notes, we ll use

Διαβάστε περισσότερα

Math221: HW# 1 solutions

Math221: HW# 1 solutions Math: HW# solutions Andy Royston October, 5 7.5.7, 3 rd Ed. We have a n = b n = a = fxdx = xdx =, x cos nxdx = x sin nx n sin nxdx n = cos nx n = n n, x sin nxdx = x cos nx n + cos nxdx n cos n = + sin

Διαβάστε περισσότερα

Proposal of Terminal Self Location Estimation Method to Consider Wireless Sensor Network Environment

Proposal of Terminal Self Location Estimation Method to Consider Wireless Sensor Network Environment 1 2 2 GPS (SOM) Proposal of Termnal Self Locaton Estmaton Method to Consder Wreless Sensor Network Envronment Shohe OHNO, 1 Naotosh ADACHI 2 and Yasuhsa TAKIZAWA 2 Recently, large scale wreless sensor

Διαβάστε περισσότερα

"ΦΟΡΟΛΟΓΙΑ ΕΙΣΟΔΗΜΑΤΟΣ ΕΤΑΙΡΕΙΩΝ ΣΥΓΚΡΙΤΙΚΑ ΓΙΑ ΤΑ ΟΙΚΟΝΟΜΙΚΑ ΕΤΗ 2011-2013"

ΦΟΡΟΛΟΓΙΑ ΕΙΣΟΔΗΜΑΤΟΣ ΕΤΑΙΡΕΙΩΝ ΣΥΓΚΡΙΤΙΚΑ ΓΙΑ ΤΑ ΟΙΚΟΝΟΜΙΚΑ ΕΤΗ 2011-2013 ΤΕΧΝΟΛΟΓΙΚΟ ΕΚΠΑΙΔΕΥΤΙΚΟ ΙΔΡΥΜΑ ΚΡΗΤΗΣ ΣΧΟΛΗ ΔΙΟΙΚΗΣΗΣ ΚΑΙ ΟΙΚΟΝΟΜΙΑΣ ΤΜΗΜΑ ΛΟΓΙΣΤΙΚΗΣ ΚΑΙ ΧΡΗΜΑΤΟΟΙΚΟΝΟΜΙΚΗΣ Επιμέλεια Κρανιωτάκη Δήμητρα Α.Μ. 8252 Κωστορρίζου Δήμητρα Α.Μ. 8206 Μελετίου Χαράλαμπος Α.Μ.

Διαβάστε περισσότερα

ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ. Ψηφιακή Οικονομία. Διάλεξη 6η: Basics of Industrial Organization Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών

ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ. Ψηφιακή Οικονομία. Διάλεξη 6η: Basics of Industrial Organization Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ Ψηφιακή Οικονομία Διάλεξη 6η: Basics of Industrial Organization Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών Course Outline Part II: Mathematical Tools Firms - Basics

Διαβάστε περισσότερα

Areas and Lengths in Polar Coordinates

Areas and Lengths in Polar Coordinates Kiryl Tsishchanka Areas and Lengths in Polar Coordinates In this section we develop the formula for the area of a region whose boundary is given by a polar equation. We need to use the formula for the

Διαβάστε περισσότερα

ΔΗΜΟΚΡΙΤΕΙΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΘΡΑΚΗΣ ΣΧΟΛΗ ΕΠΙΣΤΗΜΩΝ ΑΓΩΓΗΣ

ΔΗΜΟΚΡΙΤΕΙΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΘΡΑΚΗΣ ΣΧΟΛΗ ΕΠΙΣΤΗΜΩΝ ΑΓΩΓΗΣ ΔΗΜΟΚΡΙΤΕΙΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΘΡΑΚΗΣ ΣΧΟΛΗ ΕΠΙΣΤΗΜΩΝ ΑΓΩΓΗΣ ΤΜΗΜΑ ΕΠΙΣΤΗΜΩΝ ΕΚΠΑΙΔΕΥΣΗΣ ΣΤΗΝ ΠΡΟΣΧΟΛΙΚΗ ΗΛΙΚΙΑ ΠΤΥΧΙΑΚΗ ΕΡΓΑΣΙΑ Διαπολιτισμική Εκπαίδευση και Θρησκευτική Ετερότητα: εθνικές και θρησκευτικές

Διαβάστε περισσότερα

Lecture 2: Dirac notation and a review of linear algebra Read Sakurai chapter 1, Baym chatper 3

Lecture 2: Dirac notation and a review of linear algebra Read Sakurai chapter 1, Baym chatper 3 Lecture 2: Dirac notation and a review of linear algebra Read Sakurai chapter 1, Baym chatper 3 1 State vector space and the dual space Space of wavefunctions The space of wavefunctions is the set of all

Διαβάστε περισσότερα

8. ΕΠΕΞΕΡΓΑΣΊΑ ΣΗΜΆΤΩΝ. ICA: συναρτήσεις κόστους & εφαρμογές

8. ΕΠΕΞΕΡΓΑΣΊΑ ΣΗΜΆΤΩΝ. ICA: συναρτήσεις κόστους & εφαρμογές 8. ΕΠΕΞΕΡΓΑΣΊΑ ΣΗΜΆΤΩΝ ICA: συναρτήσεις κόστους & εφαρμογές ΚΎΡΤΩΣΗ (KUROSIS) Αθροιστικό (cumulant) 4 ης τάξεως μίας τ.μ. x με μέσο όρο 0: kurt 4 [ x] = E[ x ] 3( E[ y ]) Υποθέτουμε διασπορά=: kurt[ x]

Διαβάστε περισσότερα

On a four-dimensional hyperbolic manifold with finite volume

On a four-dimensional hyperbolic manifold with finite volume BULETINUL ACADEMIEI DE ŞTIINŢE A REPUBLICII MOLDOVA. MATEMATICA Numbers 2(72) 3(73), 2013, Pages 80 89 ISSN 1024 7696 On a four-dimensional hyperbolic manifold with finite volume I.S.Gutsul Abstract. In

Διαβάστε περισσότερα

Επιβλέπουσα Καθηγήτρια: ΣΟΦΙΑ ΑΡΑΒΟΥ ΠΑΠΑΔΑΤΟΥ

Επιβλέπουσα Καθηγήτρια: ΣΟΦΙΑ ΑΡΑΒΟΥ ΠΑΠΑΔΑΤΟΥ EΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΕΚΠΑΙΔΕΥΤΙΚΟ ΤΕΧΝΟΛΟΓΙΚΟ ΙΔΡΥΜΑ ΤΕΙ ΙΟΝΙΩΝ ΝΗΣΩΝ ΤΜΗΜΑ ΔΗΜΟΣΙΩΝ ΣΧΕΣΕΩΝ & ΕΠΙΚΟΙΝΩΝΙΑΣ Ταχ. Δ/νση : Λεωφ. Αντ.Τρίτση, Αργοστόλι Κεφαλληνίας Τ.Κ. 28 100 τηλ. : 26710-27311 fax : 26710-27312

Διαβάστε περισσότερα

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 6/5/2006

ΚΥΠΡΙΑΚΗ ΕΤΑΙΡΕΙΑ ΠΛΗΡΟΦΟΡΙΚΗΣ CYPRUS COMPUTER SOCIETY ΠΑΓΚΥΠΡΙΟΣ ΜΑΘΗΤΙΚΟΣ ΔΙΑΓΩΝΙΣΜΟΣ ΠΛΗΡΟΦΟΡΙΚΗΣ 6/5/2006 Οδηγίες: Να απαντηθούν όλες οι ερωτήσεις. Ολοι οι αριθμοί που αναφέρονται σε όλα τα ερωτήματα είναι μικρότεροι το 1000 εκτός αν ορίζεται διαφορετικά στη διατύπωση του προβλήματος. Διάρκεια: 3,5 ώρες Καλή

Διαβάστε περισσότερα

Concrete Mathematics Exercises from 30 September 2016

Concrete Mathematics Exercises from 30 September 2016 Concrete Mathematics Exercises from 30 September 2016 Silvio Capobianco Exercise 1.7 Let H(n) = J(n + 1) J(n). Equation (1.8) tells us that H(2n) = 2, and H(2n+1) = J(2n+2) J(2n+1) = (2J(n+1) 1) (2J(n)+1)

Διαβάστε περισσότερα

Math 6 SL Probability Distributions Practice Test Mark Scheme

Math 6 SL Probability Distributions Practice Test Mark Scheme Math 6 SL Probability Distributions Practice Test Mark Scheme. (a) Note: Award A for vertical line to right of mean, A for shading to right of their vertical line. AA N (b) evidence of recognizing symmetry

Διαβάστε περισσότερα

ΠΑΡΑΜΕΤΡΟΙ ΕΠΗΡΕΑΣΜΟΥ ΤΗΣ ΑΝΑΓΝΩΣΗΣ- ΑΠΟΚΩΔΙΚΟΠΟΙΗΣΗΣ ΤΗΣ BRAILLE ΑΠΟ ΑΤΟΜΑ ΜΕ ΤΥΦΛΩΣΗ

ΠΑΡΑΜΕΤΡΟΙ ΕΠΗΡΕΑΣΜΟΥ ΤΗΣ ΑΝΑΓΝΩΣΗΣ- ΑΠΟΚΩΔΙΚΟΠΟΙΗΣΗΣ ΤΗΣ BRAILLE ΑΠΟ ΑΤΟΜΑ ΜΕ ΤΥΦΛΩΣΗ ΠΑΝΕΠΙΣΤΗΜΙΟ ΜΑΚΕΔΟΝΙΑΣ ΟΙΚΟΝΟΜΙΚΩΝ ΚΑΙ ΚΟΙΝΩΝΙΚΩΝ ΕΠΙΣΤΗΜΩΝ ΤΜΗΜΑ ΕΚΠΑΙΔΕΥΤΙΚΗΣ ΚΑΙ ΚΟΙΝΩΝΙΚΗΣ ΠΟΛΙΤΙΚΗΣ ΠΡΟΓΡΑΜΜΑ ΜΕΤΑΠΤΥΧΙΑΚΩΝ ΣΠΟΥΔΩΝ ΠΑΡΑΜΕΤΡΟΙ ΕΠΗΡΕΑΣΜΟΥ ΤΗΣ ΑΝΑΓΝΩΣΗΣ- ΑΠΟΚΩΔΙΚΟΠΟΙΗΣΗΣ ΤΗΣ BRAILLE

Διαβάστε περισσότερα

Η αλληλεπίδραση ανάμεσα στην καθημερινή γλώσσα και την επιστημονική ορολογία: παράδειγμα από το πεδίο της Κοσμολογίας

Η αλληλεπίδραση ανάμεσα στην καθημερινή γλώσσα και την επιστημονική ορολογία: παράδειγμα από το πεδίο της Κοσμολογίας Η αλληλεπίδραση ανάμεσα στην καθημερινή γλώσσα και την επιστημονική ορολογία: παράδειγμα από το πεδίο της Κοσμολογίας ΠΕΡΙΛΗΨΗ Αριστείδης Κοσιονίδης Η κατανόηση των εννοιών ενός επιστημονικού πεδίου απαιτεί

Διαβάστε περισσότερα

Πτυχιακή Εργασία. Παραδοσιακά Προϊόντα Διατροφική Αξία και η Πιστοποίηση τους

Πτυχιακή Εργασία. Παραδοσιακά Προϊόντα Διατροφική Αξία και η Πιστοποίηση τους ΑΛΕΞΑΝΔΡΕΙΟ ΤΕΧΝΟΛΟΓΙΚΟ ΕΚΠΑΙΔΕΥΤΙΚΟ ΙΔΡΥΜΑ ΣΧΟΛΗ ΤΕΧΝΟΛΟΓΙΑΣ ΤΡΟΦΙΜΩΝ ΚΑΙ ΔΙΑΤΡΟΦΗΣ ΤΜΗΜΑ ΔΙΑΤΡΟΦΗΣ ΚΑΙ ΔΙΑΙΤΟΛΟΓΙΑΣ Πτυχιακή Εργασία Παραδοσιακά Προϊόντα Διατροφική Αξία και η Πιστοποίηση τους Εκπόνηση:

Διαβάστε περισσότερα

Calculating the propagation delay of coaxial cable

Calculating the propagation delay of coaxial cable Your source for quality GNSS Networking Solutions and Design Services! Page 1 of 5 Calculating the propagation delay of coaxial cable The delay of a cable or velocity factor is determined by the dielectric

Διαβάστε περισσότερα

6.1. Dirac Equation. Hamiltonian. Dirac Eq.

6.1. Dirac Equation. Hamiltonian. Dirac Eq. 6.1. Dirac Equation Ref: M.Kaku, Quantum Field Theory, Oxford Univ Press (1993) η μν = η μν = diag(1, -1, -1, -1) p 0 = p 0 p = p i = -p i p μ p μ = p 0 p 0 + p i p i = E c 2 - p 2 = (m c) 2 H = c p 2

Διαβάστε περισσότερα

Areas and Lengths in Polar Coordinates

Areas and Lengths in Polar Coordinates Kiryl Tsishchanka Areas and Lengths in Polar Coordinates In this section we develop the formula for the area of a region whose boundary is given by a polar equation. We need to use the formula for the

Διαβάστε περισσότερα

ΕΙΣΑΓΩΓΗ ΣΤΗ ΣΤΑΤΙΣΤΙΚΗ ΑΝΑΛΥΣΗ

ΕΙΣΑΓΩΓΗ ΣΤΗ ΣΤΑΤΙΣΤΙΚΗ ΑΝΑΛΥΣΗ ΕΙΣΑΓΩΓΗ ΣΤΗ ΣΤΑΤΙΣΤΙΚΗ ΑΝΑΛΥΣΗ ΕΛΕΝΑ ΦΛΟΚΑ Επίκουρος Καθηγήτρια Τµήµα Φυσικής, Τοµέας Φυσικής Περιβάλλοντος- Μετεωρολογίας ΓΕΝΙΚΟΙ ΟΡΙΣΜΟΙ Πληθυσµός Σύνολο ατόµων ή αντικειµένων στα οποία αναφέρονται

Διαβάστε περισσότερα

Απόκριση σε Μοναδιαία Ωστική Δύναμη (Unit Impulse) Απόκριση σε Δυνάμεις Αυθαίρετα Μεταβαλλόμενες με το Χρόνο. Απόστολος Σ.

Απόκριση σε Μοναδιαία Ωστική Δύναμη (Unit Impulse) Απόκριση σε Δυνάμεις Αυθαίρετα Μεταβαλλόμενες με το Χρόνο. Απόστολος Σ. Απόκριση σε Δυνάμεις Αυθαίρετα Μεταβαλλόμενες με το Χρόνο The time integral of a force is referred to as impulse, is determined by and is obtained from: Newton s 2 nd Law of motion states that the action

Διαβάστε περισσότερα

Section 7.6 Double and Half Angle Formulas

Section 7.6 Double and Half Angle Formulas 09 Section 7. Double and Half Angle Fmulas To derive the double-angles fmulas, we will use the sum of two angles fmulas that we developed in the last section. We will let α θ and β θ: cos(θ) cos(θ + θ)

Διαβάστε περισσότερα

The challenges of non-stable predicates

The challenges of non-stable predicates The challenges of non-stable predicates Consider a non-stable predicate Φ encoding, say, a safety property. We want to determine whether Φ holds for our program. The challenges of non-stable predicates

Διαβάστε περισσότερα

Inverse trigonometric functions & General Solution of Trigonometric Equations. ------------------ ----------------------------- -----------------

Inverse trigonometric functions & General Solution of Trigonometric Equations. ------------------ ----------------------------- ----------------- Inverse trigonometric functions & General Solution of Trigonometric Equations. 1. Sin ( ) = a) b) c) d) Ans b. Solution : Method 1. Ans a: 17 > 1 a) is rejected. w.k.t Sin ( sin ) = d is rejected. If sin

Διαβάστε περισσότερα

PARTIAL NOTES for 6.1 Trigonometric Identities

PARTIAL NOTES for 6.1 Trigonometric Identities PARTIAL NOTES for 6.1 Trigonometric Identities tanθ = sinθ cosθ cotθ = cosθ sinθ BASIC IDENTITIES cscθ = 1 sinθ secθ = 1 cosθ cotθ = 1 tanθ PYTHAGOREAN IDENTITIES sin θ + cos θ =1 tan θ +1= sec θ 1 + cot

Διαβάστε περισσότερα

d log w F = 1(i = k) + d log A k b Ψe k + b Ψ α d log w

d log w F = 1(i = k) + d log A k b Ψe k + b Ψ α d log w B Proos Proo o Theorem 2.2. By Shephard s lemma, we now that, to a rst order, the productvty shoc A wll change the prces o any ndustry who purchases nputs, ether drectly or ndrectly, rom ndustry d log

Διαβάστε περισσότερα

Econ 2110: Fall 2008 Suggested Solutions to Problem Set 8 questions or comments to Dan Fetter 1

Econ 2110: Fall 2008 Suggested Solutions to Problem Set 8  questions or comments to Dan Fetter 1 Eon : Fall 8 Suggested Solutions to Problem Set 8 Email questions or omments to Dan Fetter Problem. Let X be a salar with density f(x, θ) (θx + θ) [ x ] with θ. (a) Find the most powerful level α test

Διαβάστε περισσότερα

Code Breaker. TEACHER s NOTES

Code Breaker. TEACHER s NOTES TEACHER s NOTES Time: 50 minutes Learning Outcomes: To relate the genetic code to the assembly of proteins To summarize factors that lead to different types of mutations To distinguish among positive,

Διαβάστε περισσότερα

Jesse Maassen and Mark Lundstrom Purdue University November 25, 2013

Jesse Maassen and Mark Lundstrom Purdue University November 25, 2013 Notes on Average Scattering imes and Hall Factors Jesse Maassen and Mar Lundstrom Purdue University November 5, 13 I. Introduction 1 II. Solution of the BE 1 III. Exercises: Woring out average scattering

Διαβάστε περισσότερα

IF(Ingerchange Format) [7] IF C-STAR(Consortium for speech translation advanced research ) [8] IF 2 IF

IF(Ingerchange Format) [7] IF C-STAR(Consortium for speech translation advanced research ) [8] IF 2 IF 100080 e-mal:{gdxe, cqzong, xubo}@nlpr.a.ac.cn tel:(010)82614468 IF 1 1 1 IF(Ingerchange Format) [7] IF C-STAR(Consortum for speech translaton advanced research ) [8] IF 2 IF 2 IF 69835003 60175012 [6][12]

Διαβάστε περισσότερα

CAPM. VaR Value at Risk. VaR. RAROC Risk-Adjusted Return on Capital

CAPM. VaR Value at Risk. VaR. RAROC Risk-Adjusted Return on Capital C RAM 3002 C RAROC Rsk-Adjusted Return on Captal C C RAM Rsk-Adjusted erformance Measure C RAM RAM Bootstrap RAM C RAROC RAM Bootstrap F830.9 A CAM 2 CAM 3 Value at Rsk RAROC Rsk-Adjusted Return on Captal

Διαβάστε περισσότερα

Ordinal Arithmetic: Addition, Multiplication, Exponentiation and Limit

Ordinal Arithmetic: Addition, Multiplication, Exponentiation and Limit Ordinal Arithmetic: Addition, Multiplication, Exponentiation and Limit Ting Zhang Stanford May 11, 2001 Stanford, 5/11/2001 1 Outline Ordinal Classification Ordinal Addition Ordinal Multiplication Ordinal

Διαβάστε περισσότερα

Second Order RLC Filters

Second Order RLC Filters ECEN 60 Circuits/Electronics Spring 007-0-07 P. Mathys Second Order RLC Filters RLC Lowpass Filter A passive RLC lowpass filter (LPF) circuit is shown in the following schematic. R L C v O (t) Using phasor

Διαβάστε περισσότερα

Physical DB Design. B-Trees Index files can become quite large for large main files Indices on index files are possible.

Physical DB Design. B-Trees Index files can become quite large for large main files Indices on index files are possible. B-Trees Index files can become quite large for large main files Indices on index files are possible 3 rd -level index 2 nd -level index 1 st -level index Main file 1 The 1 st -level index consists of pairs

Διαβάστε περισσότερα

ΕΘΝΙΚΗ ΣΧΟΛΗ ΗΜΟΣΙΑΣ ΙΟΙΚΗΣΗΣ

ΕΘΝΙΚΗ ΣΧΟΛΗ ΗΜΟΣΙΑΣ ΙΟΙΚΗΣΗΣ Ε ΕΘΝΙΚΗ ΣΧΟΛΗ ΗΜΟΣΙΑΣ ΙΟΙΚΗΣΗΣ ΙE ΕΚΠΑΙ ΕΥΤΙΚΗ ΣΕΙΡΑ ΤΜΗΜΑ ΓΕΝΙΚΗΣ ΙΟΙΚΗΣΗΣ ΤΕΛΙΚΗ ΕΡΓΑΣΙΑ Θέµα: Εκπαίδευση: Μέσο ανάπτυξης του ανθρώπινου παράγοντα και εργαλείο διοικητικής µεταρρύθµισης Επιβλέπουσα:

Διαβάστε περισσότερα

ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ. Ψηφιακή Οικονομία. Διάλεξη 8η: Producer Behavior Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών

ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ. Ψηφιακή Οικονομία. Διάλεξη 8η: Producer Behavior Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ Ψηφιακή Οικονομία Διάλεξη 8η: Producer Behavior Mαρίνα Μπιτσάκη Τμήμα Επιστήμης Υπολογιστών Firm Behavior GOAL: Firms choose the maximum possible output (technological

Διαβάστε περισσότερα

Μηχανισμοί πρόβλεψης προσήμων σε προσημασμένα μοντέλα κοινωνικών δικτύων ΔΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ

Μηχανισμοί πρόβλεψης προσήμων σε προσημασμένα μοντέλα κοινωνικών δικτύων ΔΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ ΕΘΝΙΚΟ ΜΕΤΣΟΒΙΟ ΠΟΛΥΤΕΧΝΕΙΟ ΣΧΟΛΗ ΗΛΕΚΤΡΟΛΟΓΩΝ ΜΗΧΑΝΙΚΩΝ ΚΑΙ ΜΗΧΑΝΙΚΩΝ ΥΠΟΛΟΓΙΣΤΩΝ ΤΟΜΕΑΣ ΕΠΙΚΟΙΝΩΝΙΩΝ, ΗΛΕΚΤΡΟΝΙΚΗΣ ΚΑΙ ΣΥΣΤΗΜΑΤΩΝ ΠΛΗΡΟΦΟΡΙΚΗΣ Μηχανισμοί πρόβλεψης προσήμων σε προσημασμένα μοντέλα κοινωνικών

Διαβάστε περισσότερα

Journal of Theoretics Vol.4-5

Journal of Theoretics Vol.4-5 Journal of Theoretcs Vol.4- A Unfed Feld Theory Peter Hckman peter.hckman@ntlworld.com Abstract: In ths paper, the extenson of Remann geometry to nclude an asymmetrc metrc tensor s presented. A new co-varant

Διαβάστε περισσότερα

ANSWERSHEET (TOPIC = DIFFERENTIAL CALCULUS) COLLECTION #2. h 0 h h 0 h h 0 ( ) g k = g 0 + g 1 + g g 2009 =?

ANSWERSHEET (TOPIC = DIFFERENTIAL CALCULUS) COLLECTION #2. h 0 h h 0 h h 0 ( ) g k = g 0 + g 1 + g g 2009 =? Teko Classes IITJEE/AIEEE Maths by SUHAAG SIR, Bhopal, Ph (0755) 3 00 000 www.tekoclasses.com ANSWERSHEET (TOPIC DIFFERENTIAL CALCULUS) COLLECTION # Question Type A.Single Correct Type Q. (A) Sol least

Διαβάστε περισσότερα

ΠΑΝΕΠΙΣΤΗΜΙΟ ΠΕΙΡΑΙΑ ΤΜΗΜΑ ΝΑΥΤΙΛΙΑΚΩΝ ΣΠΟΥΔΩΝ ΠΡΟΓΡΑΜΜΑ ΜΕΤΑΠΤΥΧΙΑΚΩΝ ΣΠΟΥΔΩΝ ΣΤΗΝ ΝΑΥΤΙΛΙΑ

ΠΑΝΕΠΙΣΤΗΜΙΟ ΠΕΙΡΑΙΑ ΤΜΗΜΑ ΝΑΥΤΙΛΙΑΚΩΝ ΣΠΟΥΔΩΝ ΠΡΟΓΡΑΜΜΑ ΜΕΤΑΠΤΥΧΙΑΚΩΝ ΣΠΟΥΔΩΝ ΣΤΗΝ ΝΑΥΤΙΛΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΠΕΙΡΑΙΑ ΤΜΗΜΑ ΝΑΥΤΙΛΙΑΚΩΝ ΣΠΟΥΔΩΝ ΠΡΟΓΡΑΜΜΑ ΜΕΤΑΠΤΥΧΙΑΚΩΝ ΣΠΟΥΔΩΝ ΣΤΗΝ ΝΑΥΤΙΛΙΑ ΝΟΜΙΚΟ ΚΑΙ ΘΕΣΜΙΚΟ ΦΟΡΟΛΟΓΙΚΟ ΠΛΑΙΣΙΟ ΚΤΗΣΗΣ ΚΑΙ ΕΚΜΕΤΑΛΛΕΥΣΗΣ ΠΛΟΙΟΥ ΔΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ που υποβλήθηκε στο

Διαβάστε περισσότερα

the total number of electrons passing through the lamp.

the total number of electrons passing through the lamp. 1. A 12 V 36 W lamp is lit to normal brightness using a 12 V car battery of negligible internal resistance. The lamp is switched on for one hour (3600 s). For the time of 1 hour, calculate (i) the energy

Διαβάστε περισσότερα