DEPARTMENT OF ECONOMICS

Size: px
Start display at page:

Download "DEPARTMENT OF ECONOMICS"

Transcription

1 DEPARTMENT OF ECONOMICS Emsson Taxes and the Adopton of Cleaner Technologes: The Case of Envronmentally Conscous Consumers Mara José Gl-Moltó, Unversty of Lecester, UK Dmtros Varvargos, Unversty of Lecester, UK Workng Paper No. 11/49 November 011

2 Emsson Taxes and the Adopton of Cleaner Technologes: The Case of Envronmentally Conscous Consumers Mara José Gl-Moltó Unversty of Lecester, UK Dmtros Varvargos Unversty of Lecester, UK Frst Verson: 4 November 011 Abstract We model a market wth envronmentally conscous consumers and a duopoly n whch frms consder the adopton of a clean technology. We show that as polluton ncreases, consumers shft more resources to the envronmental actvtes, thereby affectng negatvely the demand faced by the duopoly. Ths effect generates ncentves for frms to adopt the clean technology even n the absence of emssons taxes. When such taxes are consdered, our results ndcate that the beneft of adoptng the clean technology s ntally ncreasng and then decreasng n the emsson tax. The range of values for whch the emsson tax ncreases ths beneft becomes narrower when the consumers envronmental awareness s stronger. Keywords: Envronmentally Conscous Consumers; Technology Choce; Envronmental Taxaton JEL Classfcaton: L13, Q55, Q58 1

3 1 Introducton Recent years have wtnessed an ncreased awareness for ssues pertanng to the mpact of economc actvty on envronmental degradaton. As a result, both polcy makers and the wder publc have ntensfed ther efforts and actons towards polluton reducton. On the one hand, polcy makers have attempted to encourage frms nvestments n envronmental R&D usng a varety of nstruments such as taxes on emssons, caps or R&D subsdes. On the other hand, envronmentally conscous consumers have not only shfted ther preferences towards goods wth envronmentally frendly attrbutes (e.g., recyclable packagng, organc produce, certfcaton of envronmentally frendly producton technques etc.) but they have also ncreased the resources they devote to general actvtes that mtgate the extent of envronmental degradaton. There are many ways through whch consumers can contrbute resources to mprove the envronment. One example s the partcpaton n carbon offsettng schemes. These schemes are supported by frms n a varety of ndustres, from avaton (Brtsh Arways, for example) to energy generaton (Eon). Through these schemes, ndvduals contrbute fnancally to the purchase of carbon credts to compensate for ther own emssons. Another example s the ndvduals donatons to certan NGOs who purchase permts from emssons tradng systems on ther behalf, thereby reducng the amount of avalable permts and therefore effectve emssons. Examples of such NGOs are the Acd Retrement Fund and the Clean Ar Conservancy Trust n the US or Sandbag n the UK. Fnally, ndvduals can take part n envronmental volunteerng, whch often nvolves not only the supply of unpad work (wth ts assocated opportunty cost) but an addtonal fnancal contrbuton. 1 So far, the lterature has contemplated the exstence of envronmentally conscous consumers n models of product dfferentaton, where consumers preferences for the envronment motvate competng frms to choose the envronmental attrbutes of ther products (e.g., Bansal and Gangopadhyay 003; Conrad 005; Deltas et al. 008; Andre et al. 009). However, such frameworks fal to capture the essental features of the arrangements 1 For example, Global Vson Internatonal s an organsaton whch runs a number of proects related to clmate change and conservaton all over the world. Volunteers pay a fnancal contrbuton and work on ther chosen proect for a certan amount of tme. These papers analyse the scope for publc nterventon even n the presence of envronmentally conscous consumers n the context of horzontal dfferentaton (Conrad 005); vertcal dfferentaton (Bansal and

4 we descrbed earler (carbon-offsettng programmes, donatons to chartes, volunteerng, etc.). In ths type of arrangements, consumers effectvely nternalse (part of) the envronmental damage and spend some of ther resources to general envronmentally frendly actvtes. The reason why the formal analyss of these ssues s mportant s because by spendng more on envronmentally frendly actvtes, consumer resources are drected away from the consumpton of goods produced by all competng frms. Thus, ths may generate an aggregate demand effect whch affects negatvely the demand faced by all frms (rather than a shft n the relatve demand between dfferent goods as n models of vertcal and horzontal dfferentaton). Ths dfferent type of envronmental conscousness therefore calls for an alternatve frame of analyss n order to study ts effects on frms behavour and ts mplcatons for envronmental polcy. In ths paper, our am s to fll the current vod n the lterature. We begn our analyss wth the descrpton of a market where consumers have preferences over the consumpton of a homogeneous good and envronmental qualty. These consumers can also devote resources towards envronmental mprovements. We show that, n response to an ncrease n polluton, consumers shft ther resources away from the consumpton of goods and towards actvtes that mtgate the extent of envronmental degradaton. Subsequently, we analyse a Cournot duopoly n whch ths negatve demand effect mpnges on both frms decsons concernng output producton and the cleanlness of the technologes they employ. The latter s charactersed by the pollutants emtted per unt of producton and ts choce may ental postve technology spllovers across frms. 3 In ths context, we derve and dscuss the mplcatons of the negatve demand effect of polluton for frms optmal choces. Furthermore, we show how the relatve strength of ths effect may mpnge on the effectveness of emsson taxes as polcy tools desgned to motvate the adopton of cleaner producton technques by frms. 4 Gangopadhyay 003; Andre et al. 009); and where two dmensons of dfferentaton, envronmental and ntrnsc characterstcs of the goods, are consdered (Deltas et al. 008). 3 There s substantal evdence on the extent technologcal spllovers across frms and/or ndustres. See Grlches (199), Buonanno et al. (001) and Clarke et al. (006). 4 In addton to the more manstream nstruments of envronmental polcy (.e., emsson taxes; subsdes to envronmental nnovaton) the use of nformatonal campagns to rase envronmental awareness as a polcy nstrument has become the focus of a number of studes (see Petraks et al. 005; Garca-Gallego and Georgantzs 009, 011). Our decson to focus on emsson taxes les on the mportance of (envronmental) technology choce n our settng. 3

5 The remanng of the paper s structures as follows. In Secton, we analyse a market n whch envronmentally conscous consumers devote resources towards envronmental mprovements and derve the mplcatons of hgher polluton for consumer demand. In Secton 3, we use these mplcatons n a Cournot duopoly model wth endogenous technology choce and derve equlbra n both the absence and the presence of emsson taxes. Secton 4 shows how the negatve demand effect from polluton affects the scope of emsson taxes as ncentve mechansms for the adopton of cleaner producton methods. Secton 5 concludes. A Market wth Envronmentally Conscous Consumers Consder a market whch conssts of a unt mass of dentcal consumers and N frms that produce and sell quanttes of a homogeneous product. The prce of ths product s denoted P. Each consumer [0,1] s endowed wth an (exogenous) ncome of y 0 and her preferences are defned over the consumpton of the homogeneous good, denoted her envronmental concerns, captured by the varable E, accordng to C, and u δ ln( C ) (1 δ)ln( E ), (1) where δ (0,1) weghts the two arguments of the consumer s utlty. We shall elaborate on the consumers preferences over the natural envronment by assumng that these are composed of two components. Frstly, we ncorporate the amenty value of mproved envronmental qualty (common to all consumers) by postulatng that polluton a by-product of frms producton actvtes entals a utlty cost for consumers. Secondly, we assume that each consumer s envronmentally actve n the sense that she s wllng to devote resources to pro-envronmental actvtes. Formally, we capture these two effects by assumng that where E e( M) x, () x denotes the amount of a consumer s endowment devoted to envronmentally frendly actvtes, M denotes polluton or total emssons, whle the functon em ( ) satsfes e( M ) Effectvely, we ntroduce a oy-of-gvng (or warm glow ) argument to provde consumers wth the motve to spend on envronmentally frendly actvtes. Snce the semnal work by Andreon (1989, 1990) there has been 4

6 Each consumer s problem s to choose subect to () and her budget constrant C and x to maxmse the utlty functon n (1) PC x y. (3) Naturally, when maxmsng her utlty, the consumer takes P, M, and her exogenous ncome y as gven. Assumng nteror solutons, we can reformulate the problem by substtutng () and (3) n (1) to wrte and * y x x arg maxδ ln (1 δ )ln[ e( M ) x ], (4) x P The frst-order condton for the problem s The second-order condton s C y x P * *. (5) U δ 1 δ x y x e( M ) x. (6) U δ 1 δ x ( y x ) [ e( M ) x ] 0. (7) Therefore, we can obtan that x by settng U / x 0 n (6). It s straghtforward to establsh * x (1 δ ) y δe( M ), (8) * where we assume that the consumer s endowment s suffcently hgh to guarantee that x * 0. Substtutng (8) n (5) we get * y e( M ) C δ. (9) P Recall that consumers n the market are assumed to be dentcal an assumpton that apples to both ther preferences and ther endowments. Thus, we have y y and we ample expermental evdence of ths behavour n publc good games (see for example, Palfrey and Prsbey 1996, 1997; and Goeree et al. 00). However, note that we can reformulate the problem to assume that consumers nternalse the benefcal effects of ther own actons for overall envronmental qualty, wthout causng any change to the qualtatve characterstcs of our subsequent results. 5

7 can use (9) to obtan the aggregate demand functon for the homogeneous consumpton good accordng to * 1 * 0 C C d δ y e( M ). (10) P Equaton (10) reveals a standard, negatvely sloped demand functon wth respect to the prce (.e., C * / P 0). Interestngly, equaton (10) also mples that polluton affects aggregate demand. The next proposton formalses ths clam. Proposton 1. An ncrease n polluton wll result, ceters parbus, n a reducton of the consumpton good s aggregate demand. Proof. Usng equaton (10), we can see that * 1 C / M P e ( M ) 0. QED The ntuton for ths result s straghtforward. The ncrease n polluton wll stmulate the consumers desre to devote resources towards envronmentally orented actvtes an effect that s manfested n the ncrease of the margnal utlty from such actvtes (see equaton 6). The equlbrum can only be restored f ths margnal utlty falls back to ts orgnal level; thus, each consumer wll optmally choose to ncrease her spendng on x. However, wth a gven amount of ncome avalable, ths shft has to materalse at the expense of consumpton. Hence, the demand for the consumpton good wll ultmately declne as, for a gven prce level, the demand curve shfts downwards (see Fgure 1). 6 6 The assumpton of a unt substtuton elastcty between C and E s nnocuous for our results. We can derve qualtatvely dentcal results f we replace (1) wth a more general CES utlty functon θ θ 1 θ 1 θ 1 θ θ (1 ) u δc δ E, θ 0. In ths case, the aggregate demand functon becomes C * y e( M ) P δ δ P θ θ θ 1 [1 (1 ) ]. 6

8 * C C * A A c( P, M ) M B M A C * B B c( P, M ) 0 P P Fgure 1 The precedng analyss has demonstrated a lnk between aggregate demand and polluton n an economy wth envronmentally conscous consumers. More mportantly, the mechansm we have descrbed mples that ths lnk may be pertnent to varous aspects of a frm s decson makng process. To see ths, recall that polluton s a negatve sde-effect of frms producton actvtes. Now, let us assume that each frm 1,..., N produces and supples a quantty q by accessng a technology that emts producton. In ths case polluton wll amount to N 1 unts of pollutants per unt of M q. (11) The expresson n (11), combned wth the demand functon n (10), reveals how and why the mechansm summarsed n Proposton 1 can be a crucal characterstc of frms choces concernng producton, technology adopton etc. As such, t may have sgnfcant mplcatons for polces desgned to nduce the mplementaton of envronmentally frendler producton methods by frms. Our purpose s to utlse the man pont from the precedng dscusson n order to provde a formal analyss of these mplcatons. Ths s a task we undertake n the followng sectons of the paper. 7

9 3 Emsson Taxes and Envronmental Technology Choce The precedng analyss has demonstrated a scenaro that supports an aggregate demand * functon C c( P, M ), where c, c 0. Now, let us consder an ndustry whose frms face P M such a demand functon. When dong so, we shall restrct our attenton to a duopoly, henceforth N. The equlbrum n the market where the good s sold requres that C * 1 q. Therefore, the aggregate demand functon can be wrtten as 1 q c( P, M ). (1) ( ) ( ) Our demand equaton n (1) has the same qualtatve propertes as (10), that s, t s decreasng n the prce ( P ) and the level of polluton ( M ). To smplfy matters, we shall follow the standard approach of workng under a lnear approxmaton of an aggregate demand functon that possesses the same qualtatve propertes. Hence, the remanng analyss wll be makng use of c( P, M ) a Γ( M ) P, a 0, (13) where Γ ( M ) 0. A lnear approxmaton s also employed to capture the negatve effect of polluton on the demand for the good. That s where γ 0 quantfes the relatve strength of ths negatve effect. Γ( M ) γm, (14) Snce frms produce a homogeneous product, t s helpful to thnk of them as operatng under Cournot competton. Therefore, our formal analyss wll be undertaken on the bass of an nverse demand functon whch we can get after combnng equatons (11)-(14). That s P α (1 γ ) q. (15) Each frm faces a constant margnal cost of producton m 0 1. Furthermore, t may be lable to a penalty (or tax) of τ 0 per unt of emssons. Gven that a frm emts q unts of polluton, ts varable costs are ( m τ ) q. (16) All n all, frms varable profts can be wrtten as follows: 8

10 v α (1 γ ) q q ( m τ ) q. (17) 1 Frms can choose the type of technology they employ to manufacture ther goods. In partcular, we assume that each frm can choose between two alternatve technologes ( drty or clean ) whch dffer n ther assocated emssons per unt of output and adopton costs the latter assumed to be fxed. We consder that there s a trade-off between the level of emssons and the adopton cost. That s, the drty technology entals an emsson rate and can be adopted at zero cost whle the clean technology s assocated wth a lower emsson rate but a hgher adopton cost. In what follows, we shall be assumng that holds. Ths restrcton s suffcent, albet not necessary, to ensure the stablty of the equlbrum that we wll derve after solvng the system of best response functons later n our analyss. 7 We also ntroduce the possblty of postve spllovers assocated wth the desgn and mplementaton of the cleaner producton method. That s, t s less costly for a frm to develop and adopt the clean technology f ts compettor s also usng ths clean technology. Formally, frms face a fxed cost Φ such that where φ φ. 0 f = Φ φ f, =,. (18) Gven (17) and (18), each frm s total profts, φ f, = π, are gven by π α (1 γ ) q q ( m τ ) q Φ. (19) 1 7 Notce that ths noton of stablty dffers from the one appled to varables that dsplay an explct dynamc pattern. In ths case, an equlbrum s sad to be stable f, startng from any pont n ts neghbourhood, the adustment process n whch players take turns myopcally playng a best response to each other s current strateges converges to the equlbrum. Formally, usng π to denote profts, the stablty condton s π π q q q, where {1,}. See Martn (001). 9

11 The obectve of the frm s to maxmse profts by the approprate choces of q and We assume that frms wll choose ther technologes frst. Once frms technology choces are observed, frms choose ther output levels. Thus, the game has two stages: durng the frst stage, frms choose ther technologes whereas durng the second stage frms choose ther output levels. We assume that frms choose smultaneously n each of these stages. As usual, we solve ths game by backwards nducton and use subgame perfecton as our equlbrum concept The Second Stage: Output Choces In ths stage, frms set ther output levels to maxmse profts. The frst order condton for maxmsaton s gven by π q α (1 γ ) q q (1 γ ) m τ 0. (0) 1 Notce that the second order condton for a maxmum s fulflled ( / (1 ) 0) π q γ. Thus, we can solve (19) for q to obtan the best response functon for each frm, whch s As expected, frms outputs are strategc substtutes snce [ a m τ (1 )] * q γ q. (1) (1 γ ) q * / q 0. An ncrease n the compettor s output wll put a downward pressure on the good s prce, thus reducng the frm s margnal revenue. Gven that the margnal cost of producton s unchanged, the frm wll fnd t proftable to reduce ts producton n order to restore the margnal revenue back to ts orgnal level. It s worth notng that the magntude of ths effect s renforced by the presence of the parameter γ. The ntuton for ths s that frm s output adds to the total level of emssons, trggerng a shft of the consumers demand away from the good and, as a response, a lower level of output by frm. The same ntutve mechansm more or less apples when we try to explan the nverse relaton between the frm s producton and ts own emsson rate. Notce, however, that ths adverse effect s renforced by the presence of the emsson tax whch, effectvely, adds to the cost of producton. 10

12 Solvng the system of best response functons for {1, }, we fnd the equlbrum levels of output, whch are and q q a m τ( ), () * 1 1 3(1 γ1) a m τ( ). (3) * 1 3(1 γ ) Gven these results, we are now able to formalse our analyss on the equlbrum output responses, assocated wth dfferent technology choces. The followng proposton summarses the correspondng qualtatve effects. Proposton. A frm s optmal producton s, ceters parbus, decreasng n ts own emsson rate but ncreasng n ts compettor s emsson rate. The effect of the compettor s technology choce (.e., the compettor s emsson rate) on the frm s output exsts f and only f τ 0. Proof. Usng equatons (1) and (), t s straghtforward to establsh that q1 / 1, q / 0 τ 0 and q1 /, q / 1 0 ff τ 0. A few ponts mert dscusson here. On the one hand, the frm s own emsson rate has a negatve effect on ts own output through two dfferent mechansms. Frst, a hgher emsson rate means more polluton and therefore a hgher shft n demand, leadng to a reducton n output. Second, the own emsson rate wll postvely affect the effectve margnal cost of producton of frms as long as emssons are taxed ( τ 0 ). The hgher ths cost, the lower the output wll be. The compettor s emsson rate wll affect postvely the frm s own output as long as emssons are taxed. Although ths result may seem at odds wth the effects we dscussed earler, t can be explaned as follows. When a compettor chooses a more pollutng technology, there are two conflctng effects on the frm s output. The drect effect s the one we alluded to earler durng the dscusson of the characterstcs of the best response functon an effect whch s negatve. There s an ndrect effect, however, whch works n exactly the opposte drecton. In partcular, the compettor wll combne her choce of a hgher emsson rate wth a lower level of output an effect partally attrbuted to the 11

13 presence of the parameter γ, but also amplfed by the fact that the emsson tax exacerbates the overall cost of producton. It s ths latter effect that renders the ndrect mpact to the compettor s output domnant and, gven that output levels are strategc substtutes, makes t proftable for the frm to ncrease ts output. Moreover, ths s precsely why taxaton s crucal for the materalsaton of technology choce nteractons when frms determne ther output levels. Substtutng () and (3) n (19), we can wrte each frm s total profts as and π [ a m τ( )] 1 1 v1 Φ1 Φ1 9(1 γ1), (4) π [ a m τ( )] 1 v Φ Φ 9(1 γ ). (5) These expressons, together wth () and (3), reveal that, n terms of equlbrum output and, therefore, varable profts, the choce of technology across frms s subect to strategc substtutablty: other thngs beng equal, a frm s choce to mplement a cleaner technology reduces the other frm s varable profts, thus leavng fewer resources avalable for the mplementaton of the cleaner technology. Nevertheless, the technology choce entals fxed costs whose presence ntroduces a strategc complementarty accordng to (18): other thngs beng equal, a frm s decson to mplement a less pollutng technology makes t less costly for the other frm to do the same because of the postve spllover effect. Gven that the profts of each frm depend on ther own and ther compettor s technology choces, four scenaros arse: one where both frms choose the cleaner technology, (, ); another where both frms choose the drter technology, (, ); and two asymmetrc ones, where frm 1 chooses the clean technology and frm the drty one, (, ), as well as the opposte case where (, ). Thus, the varable profts n each of these scenaros can be wrtten as follows:, ( a m τ ) v, (6) 9(1 γ ), ( a m τ ) v, (7) 9(1 γ ) 1

14 Frm 1, [ a m τ( )] v 9(1 γ), [ a m τ( )] v 9(1 γ ), (8). (9) Note that n the above equatons, we use the frst superscrpt to dentfy frm s own technology choce and the second superscrpt to dentfy ts compettor s technology choce. Brngng together equatons (6) to (9) and equaton (18), we complete the matrx of payoffs n Table 1. In the next secton we wll dentfy under whch condtons each of the above mentoned four scenaros may arse as equlbrum outcomes. Frm, 1 v, v,, 1 v, v, φ, 1 v φ, v,, 1 v φ, v, φ Table 1. Payoff matrx 3. The Frst Stage: Technology Choces In ths stage, frms seek to maxmse profts through the approprate choce of technology. Our precedng analyss ndcates that frms have an ncentve to mplement a cleaner technology even n the absence of taxaton due to the effect of polluton on the aggregate demand of envronmentally conscous consumers, captured by the parameter γ. We wll start by analysng the case wthout envronmental polcy ( τ 0 ) Technology Choce wthout Emsson Taxes Let us go back to equatons (4) and (5) and set τ 0 to get 13

15 and π ( a m) 1 1 9(1 γ1) Φ, (30) π ( a m) 9(1 γ ) Φ. (31) These equatons reveal that the choce of a cleaner technology (.e., as opposed to ) wll be optmal f and only f polluton entals the type of aggregate demand effects that we dentfed n Secton. If γ 0, and n the absence of envronmental taxes, there s no ncentve by nether frm to ncur a cost for an actvty that has no beneft whatsoever. However, nsofar as γ 0, such beneft clearly exsts: a frm may be wllng to ncur the fxed cost of envronmental nnovaton, antcpatng that ths wll nduce envronmentally conscous consumers to shft ther resources towards the consumpton of goods. In fact, such motve exsts even n the absence of spllovers. Nevertheless, f spllovers exst, they wll create a further ncentve for frms to adopt the cleaner technology. Let us dscuss now the condtons under whch each combnaton of strateges may arse as an equlbrum. Note that here, the varable proft s solely a functon of the own emsson rate. Thus, the net beneft n terms of varable profts of mplementng a cleaner technology s the same rrespectvely of the compettors choce, snce,,,, v v v v. In fact, n both cases ths dfference yelds ω ( a m) γ( ) 9(1 γ )(1 γ ). (3) It s evdent from (3) that, n the absence of emsson taxes, a beneft exsts f and only f γ 0 that s, only f polluton results n aggregate demand effects. Next, we need to compare ths net beneft wth the dfference n fxed cost of adoptng each technology. 8 The result of ths comparson wll determne the equlbrum of the game. The results of ths comparson are presented n the next proposton. Proposton 3. Suppose that τ 0. Then the followng are equlbra:. (, ) f ω φ; 8 As a tebreakng rule, we assume that f a frm s ndfferent between the two technologes, t wll choose. 14

16 . (, ) and (, ) f φ ω φ ;. (, ) f ω φ. Proof. See the Appendx. Proposton 3 states that the only equlbra that arse are symmetrc (ether both frms choose the clean technology or both frms choose the drty one). In partcular, when the net beneft of choosng the clean technology s very small (too small to be proftable to adopt t even when there are spllovers), the only equlbrum s (, ). Conversely, when ths beneft s very hgh (hgh enough to make adopton proftable even wthout spllovers), the only equlbrum s (, ). For ntermedate levels, both (, ) and (, ) arse as equlbra snce adoptng the clean technology s only proftable f the compettor adopts t too; that s when there s a possblty of beneftng from spllovers. In ths case, however, ths outcome s not guaranteed as frms face a coordnaton problem due to the multplcty of equlbra. 9 For values satsfyng ω ( φ, φ ] although the postve spllovers would make t mutually advantageous for both frms to choose the clean technology, the expectaton that the compettor may not choose (hence, elmnatng the benefts emanatng from the spllover effect) may dscourage frms from a choce of. In the next secton, we analyse the frst stage n the presence of emsson taxes and try to dentfy the equlbrum outcomes that transpre n ths scenaro. 3.. Technology Choce n the Presence of Emsson Taxes For subsequent purposes, we begn ths part by defnng, [ a m τ( )], ( a m τ ) ω v v 9(1 γ ) 9(1 γ ), (33) and 9 Effectvely, the exstence of spllovers ntroduces a strategc complementarty n the choce of technology. See Cooper and John (1988) for a detaled dscusson on the mplcatons of coordnaton falures n models wth strategc complementartes. 15

17 ,, ( a m τ) [ a m τ( )] ω v v 9(1 γ) 9(1 γ ). (34) The nterpretaton of (33) and (34) s smlar to the correspondng one n equaton (3). Here, however, the ncrease n varable profts from mplementng the cleaner technology depends on whether the compettor chooses the drty or the clean technology. We label wth ω ths ncrease n the latter case and wth ω n the former. If ω s hgher than φ, a frm s best response to ts compettor choosng the drty technology s to adopt the clean technology. Analogously, f ω s hgher than φ, ts best response to the clean technology s to adopt the clean technology too. Some tedous, but straghtforward, algebra reveals that ω ω holds. In other words, the net beneft from mplementng the less pollutng technology s hgher when the compettor actually mplements the more pollutng one. Recallng that the presence of the emsson tax ntroduces some strategc substtutablty n the optmal choce of technology (as opposed to the strategc complementarty emergng from the presence of spllover effects), the ntuton behnd ths result s clear: when the compettor chooses the cleaner technology, and as long as the government taxes emssons, t becomes more compettve n the product market, as ts margnal cost s lower than t would be f t chose the drty technology. In turn, ths affects negatvely frm s output and therefore the (varable) proftablty of adoptng the cleaner technology. Wth these n mnd, we can use the two propostons that follow n order to summarse the equlbrum outcomes that materalse durng the frst stage of the competton (when τ 0 ). Proposton 4. Suppose that τ 0 and ω ω φ φ. Then, the followng are equlbra:. (, ) f 0 ω φ ω φ ;. (, ) and (, ) f ω φ 0 ω φ ;. (, ) f ω φ ω φ 0. Proof. See the Appendx. Proposton 5. Suppose that τ 0 and ω ω φ φ. Then, the followng are equlbra: 16

18 . (, ) f 0 ω φ ω φ ;. (, ) and (, ) f ω φ 0 ω φ ;. (, ) f ω φ ω φ 0. Proof. See the Appendx. The scenaros descrbed n Proposton 4 and Proposton 5 dffer wth respect to the relatve strength of the spllover effect φ φ whch s larger n the scenaro n Proposton 4. Nevertheless, there are some common outcomes n both scenaros. Partcularly, when the net beneft of choosng the clean technology s very small or very hgh, the equlbra are analogous to the equlbra arsng n the absence of taxes; that s, (, ) and (, ) n the latter. n the former case However, a maor dfference across scenaros arses for ntermedate values of ths beneft. In the frst scenaro, the relatvely strong spllovers make the adopton of the clean technology proftable f and only f the compettor adopts t too. If the compettor uses the drty technology, the beneft n terms of varable profts s not enough to make the adopton of the clean technology proftable. Ths s reflected n the equlbrum outcomes descrbed n Proposton 4 (); n such a case, both (, ) and (, ) are Nash equlbra. However, when the spllover effect s not so strong, t may be proftable for a frm to adopt the clean technology as a reply to the compettor s adoptng the drty technology. In such a case, the compettor s n dsadvantage n the output market due to the hgher margnal cost. For the same reason, t s optmal for the compettor to adopt the drty technology as a reply to the clean technology, as ts less compettve poston n the market and therefore lower output makes t less proftable to ncur n the hgher fxed costs of the clean technology. Thus, two asymmetrc equlbra arse, (, ) and (, ), as Proposton 5 () shows. Consequently, frms face a coordnaton problem due to the multplcty of equlbra n both scenaros for ntermedate values of the beneft of adoptng the clean technology. 17

19 4 Envronmental Polcy and Incentves for Pro-Envronment Innovaton In ths secton, our purpose s to examne the effectveness of envronmental polcy on ncreasng the ncentve of frms n adoptng the less pollutng producton method. Our prevous analyss has made clear that the emsson tax τ wll affect ths ncentve through ts mpact on varable profts. In partcular, t wll do so through the effect t has on the net beneft of ntroducng the cleaner technology. That s, the ncrease n varable profts when a frm shfts from the drty (.e., ) to the clean technology (.e., ). The prevous secton has revealed that the ncrement n varable profts from ntroducng a cleaner technology vares dependng on whether the compettor chooses to nnovate (ω ) or not (ω ). We also know that the hgher ω and ω are, the more lkely that a frm wll choose to adopt the clean technology as a reply to ts compettor respectvely adoptng the clean technology or the drty technology. Here we wll use comparatve statcs to check whether τ has a postve, negatve or non-monotonc effect on ω and ω. Ths wll allow us to establsh whether emssons taxaton makes the adopton of the clean technology more lkely to happen n equlbrum. To ths am, we shall examne ω and ω separately, begnnng wth the former. As t s evdent from our prevous analyss and dscusson, we are nterested on the effect of τ on the composte term ω n (34). Pror to undertakng the formal analyss, however, we need to mpose an upper bound on the emsson tax. Ths s necessary to ensure that varable profts are non-negatve under any possble scenaro concernng technology choce a m by the frm. A look at (34) reveals that the tax must satsfy τ 0,. Gven ths, the followng proposton summarses our result. a m Proposton 6. There exsts τ * 0, such that 18

20 ω τ 0 for τ τ * 0 for τ τ * 0 for τ τ *. Furthermore, t s τ * γ 0. Proof. See the Appendx. One mplcaton of Proposton 6 s that there s a tax rate that maxmses the ncentve to adopt a clean technology when the compettor s expected to act smlarly. Addtonally, we can see that when the negatve aggregate demand effect from polluton s more pronounced (.e., when γ s hgher) then the tax rate that maxmses the ncentve for pro-envronment R&D becomes lower. In terms of ntuton, the non-monotonc effect of the emsson tax s due to the conflctng effects on varable profts. On the one hand, the emsson tax motvates the frm to choose a cleaner technology n order to reduce ts overall tax oblgaton. On the other hand, however, excessvely hgh taxaton makes the overall tax burden so hgh and the reducton n varable profts so strong, that t elmnates any ncentve for the adopton of the cleaner technology. Naturally, the tax rate where these margnal benefts and costs are equal, s the one that wll provde the hghest ncentve for pro-envronment nnovaton. An mportant element n our analyss comes from the mpact of the negatve demand effect of polluton, as ths s captured by the parameter γ. Gven that ths effect already provdes an ncentve for the adopton of a cleaner producton method (see Secton 3..1), the parameter γ exemplfes the dstortve nature of the emsson tax, meanng that the scope for envronmental polcy to ncrease the ncentve for envronmental nnovaton becomes lmted for hgher values of γ. Consequently, t s possble that the same ncrease n taxaton that would rase the ncentve for the adopton of the cleaner technology when γ 0, may actually decrease ths ncentve for γ 0. In terms of Fgure, ths scenaro s * * depcted for values of the emsson tax that le on the nterval ( τ, τ ). γ 0 γ 0 Next, we undertake a smlar analyss for the case where the frm expects ts compettor not to adopt the cleaner producton technque that s, we focus on the composte term ω 19

21 n (33). In order to ensure that varable profts reman non-negatve n ths case, we use equaton (33) to dentfy a proper range of values for the emssons tax whch turns out to be τ 0, a m. The followng proposton summarses our result. Proposton 7. There exsts * 0, a m τ ω τ such that 0 for τ τ * 0 for τ τ * 0 for τ τ *. Furthermore, t s τ * γ 0. Proof. See the Appendx. As we can see, the possblty of non-monotonc effects from envronmental polcy emerges n ths scenaro as well as does the mpact of the preference parameter γ on the tax rate that maxmses the ncentve to use the clean technology. Consequently, the ntuton for these results s exactly the same wth the one dscussed n the analyss of Proposton 6. Gven that both ω and ω are nverted U-shapes n τ, t s clear that the lkelhood that a frm adopts the clean technology n equlbrum s ntally ncreasng n the tax rate but wll eventually turn decreasng. The turnng pont wll take place earler,.e. for a lower level of the tax rate, f consumers have some preference for the envronment whch makes them shft resources from consumpton to envronmental actvtes, as llustrated n Fgure. Before concludng ths secton, t s worth dscussng the role of the tax rate n determnng whch combnaton of strateges arses n equlbrum. Thus, we need to consder ontly the effects that τ has on both ω and ω. Fgure 3 provdes an llustraton of ω and ω for arbtrary levels of fxed costs and spllovers. One can see that fve regons emerge wth lead to dfferent equlbrum outcomes. In the frst regon (between 0 and τ 1 ), the best reply to both and s. Ths mples that the arsng equlbrum wll be (, ). If the tax rate s set at a hgher level (n the regon between τ 1 and τ ), the best response to s 0

22 and to s. Thus, t may occur that ether (, ) or (, ) arse n equlbrum. In contrast, f the tax rate was set n the thrd regon (between τ and τ 3 ), the only equlbrum would be (, ), as s the best reply to both and. Increasng the tax even further to be n the fourth regon (between τ 3 and τ 4 ) reduces the proftablty of adoptng the clean technology and may nduce asymmetrc equlbra where only one of the frms adopts the clean technology, that s (, ) or (, ), snce the best reply to s and vce versa. Increasng the tax rate even further (to be hgher than τ 4 ) wll lead to an equlbrum where the two frms adopt the pollutng technology (, ). Thus, settng the tax rate to be n the ntermedate regon (between τ and τ 3 ) would be the only way n whch the polcy maker can warrant an outcome where both frms adopt the clean technology n equlbrum. 10 Some mportant mplcatons for polcy makng can be drawn from the above results. The frst and perhaps counterntutve mplcaton s that ncreasng the tax rate on emssons does not necessarly create further ncentves for the adopton of clean technologes. In fact, a hgher tax rate may actually reduce the ncentves to adopt the clean technology and therefore reduce the lkelhood of ths adopton n equlbrum, partcularly f the orgnal tax rate on emsson s already relatvely hgh. Secondly, the polcy maker should be partcularly weary of such an effect n stuatons where consumers are envronmentally conscous as n such stuatons, the beneft of adoptng the clean technology turns decreasng n the emssons tax rate for lower levels of taxaton. Thus, the polcy maker should take nto account the behavour of consumers when desgnng ts envronmental polcy. For example, f carbon offsettng schemes are ntroduced n a gven ndustry and consumers are actvely partcpatng n them, t may be optmal for the government to reduce ts level of emssons taxaton n that ndustry, especally f ths level s ntally hgh; otherwse, the ncentves of frms n that gven ndustry to adopt clean methods of producton may be damaged. 10 Note that Fgure 3 s presented as an llustratve example only. We could n fact fnd that the second and the fourth regons are swtched over, or even that they do not arse. Ths would depend on the specfc combnaton of parameters n each case. What s generally true s that as τ ncreases, there s a transton from less adopton of clean technologes to more adopton of clean technologes and then agan to less adopton of clean technologes. 1

23 ωω, γ 0 γ 0 0 * τ γ 0 * τ γ 0 τ Fgure ω, ω, φ, φ φ φ ω ω 0 τ τ 1 τ 3 τ 4 τ Fgure 3

24 4 Conclusons We have analysed how the exstence of envronmentally conscous consumers affects frms adopton of cleaner manufacturng technologes. Although, n recent years the lterature has ntroduced the presence of envronmentally conscous consumers n models of product dfferentaton, such models are not sutable for the analyss of stuatons where consumers are nvolved n envronmental actvtes such as partcpaton n carbon offsettng schemes, envronmental volunteerng, donatons etc. In ths paper we propose a framework of analyss for ths alternatve type of envronmental conscous consumers. In partcular, we have assumed that consumers utlty s a functon of both ther level of consumpton of a good, the qualty of the envronment and the warm glow derved from takng part n the envronmental actvtes. As for the technology choce, we have assumed that frms have two technologes at ther dsposal whch dffer n ther assocated emssons per unt of output rato and fxed costs. We have shown that followng an ncrease n polluton, consumers wll channel resources away from the consumpton to envronmental actvtes, thereby reducng the demand for the good whch frms face and the subsequent levels of output produced by frms n equlbrum. Ths reducton n demand due to consumers envronmental conscence generates ncentves for frms to adopt the clean technology even n the absence of emssons taxes or technology spllovers. Our results also ndcate that ncreasng the tax rate on emssons does not necessarly lead to the adopton of clean technologes. In fact, the beneft of adoptng the clean technology follows an nverted U-shape n the tax rate, whch mples that after a threshold value of the emsson tax rate, further tax ncreases make less lkely the adopton of the clean technology n equlbrum. Ths counterntutve effect s more prevalent n stuatons where consumers are envronmentally conscous. Although our results have been derved n a streamlned duopolstc model, we conecture that they wll hold even under a more general settng due to the clear-cut manner of the mechansm that generates them; that s, the negatve effect on the demand caused by shftng resources away from the consumpton of the good. Consequently, the man polcy lesson that can be extracted from our model s that any envronmental polcy amed at mprovng the technologcal profle of frms should take nto account the behavour of envronmentally conscous consumers where relevant (for example, n markets where envronmental actvtes 3

25 such as the ones descrbed above take place); otherwse, the polcy may have undesrable effects on frms decsons to nvest n cleaner technologes. Appendx Proof to Proposton 3 From Table 1 and equaton (3), we know that that frm 1 s best response to frm choosng s ( ) f ω ( ) φ. Lkewse, ts best response to frm choosng s ( ) f ω ( ) φ. Recall that φ φ. Thus, f ω φ, frm 1 has a domnant strategy whch s. Moreover, f ω φ, ts domnant strategy s nstead. As the game s symmetrc, the same apples to frm. Hence, (, ) and (, ) are the equlbra n domnant strateges f ω φ and ω φ respectvely. Now assume that φ ω φ. In such a case, frm 1 s best response to frm choosng s whereas ts best response to frm s choce of s. Agan, due to symmetry, the same apples to frm. Thus, f φ ω φ, two Nash equlbra arse: (, ) and (, ). QED. Proof to Proposton 4 Consder the scenaro where τ 0 and ω ω φ φ or ω φ ω φ after rewrtng. From Table 1 and equatons (33) and (34) we know that that frm 1 s best response to s ( ) f ω φ ( ) 0 and to s ( ) ω φ ( ) 0. Due to symmetry, the same apples to frm. Gven these condtons and ω ω φ φ, three cases may emerge: () ω φ 0 and ω φ 0 ; () ω φ 0 and ω φ 0 ; () ω φ 0 and ω φ 0. In case () both frms have a domnant strategy n (t s ther best response n both and ). Thus, (, ) s an equlbrum n domnant strateges. In case () both frms have a domnant strategy n (t s ther best response n both and ). Therefore, (, ) s an 4

26 equlbrum n domnant strateges. In case (), frm 1 s best response to s ( ) f ω φ ( ) 0 and to s ( ) ω φ ( ) 0. Of course, the same apples to frm due to symmetry. Thus, two Nash equlbra emerge n ths case; that s, (, ) and (, ). To complete the proof, note that the condtons n (), (), and () can be wrtten respectvely as and 0 ω φ ω φ, ω φ 0 ω φ and ω φ ω φ 0 snce ω φ ω φ apples n ths scenaro. QED. Proof to Proposton 5 Consder the scenaro where τ 0 and ω ω φ φ or ω φ ω φ after rewrtng. From Table 1 and equatons (33) and (34) we know that that frm 1 s best response to s ( ) f ω φ ( ) 0. Due to symmetry, the same apples to frm. Gven these condtons and ω ω φ φ, three cases may emerge: () ω φ 0 and ω φ 0 ; () ω φ 0 and ω φ 0 ; () ω φ 0 and ω φ 0. In case () both frms have a domnant strategy n (t s ther best response n both and ). Thus, n ths case (, ) s an equlbrum n domnant strateges. In case () both frms have a domnant strategy n (t s ther best response n both and ). Therefore, (, ) s an equlbrum n domnant strateges. In case (), frm 1 s best response to s and ts best response to s. Of course, the same apples to frm due to symmetry. Thus, two Nash equlbra emerge n ths case; that s, (, ) and (, ). To complete the proof, note that the condtons n (), (), and () can be wrtten respectvely as and 0 ω φ ω φ, ω φ 0 ω φ and ω φ ω φ 0 snce ω φ ω φ apples n ths scenaro. QED. Proof to Proposton 6 Usng the expresson n (34), we can calculate the frst dervatve as 5

27 ω ( a m τ ) [ a m τ( )]( ) τ 9 (1 γ ) 9(1 γ ). (A1) Obvously, the sgn of (A1) wll be dctated by the sgn of the expresson ncsed brackets. After some tedous algebra, we can reduce ths expresson to J( τ ) ( ){( a m τ ) γ[ a m τ(4 )]}. (A) We can use (A) to check that J(0) ( )( γ)( a m ) 0 and a m 4 J ( )( a m) 1 γ 1 0. Now, we can use (A1) to calculate the second dervatve. Ths s ω τ ( )[ 4 γ (4 )] 0. (A3) 9 a m Thus, we verfy that there s a unque τ * 0, that maxmses ω and can be found by settng J( τ *) 0 n (A). Eventually, ths leads to τ * ( a m)( γ ) 4 γ(4 ). (A4) To complete the proof, we use (A4) to calculate τ * ( a m)( ) γ [4 γ(4 )] 0. (A5) QED. Proof to Proposton 7 The expresson n (33) allow us to derve ω ( a m τ ) [ a m τ( )]( ) τ 9 (1 γ ) 9(1 γ ). (A6) The sgn of (A6) depends on the sgn of the expresson ncsed brackets. Ths expresson can be reduced to J( τ ) ( ){( a m τ ) γ[ a m τ(4 )]}. (A7) 6

28 From (A7) we can see that J(0) ( )( γ )( a m ) 0 and J a m ( )( a m)( )(1 γ ) 0. Next, we compute the second dervatve from (A6) whch s ω τ ( )[ 4 γ (4 )] 0. (A8) 9 The prevous analyss confrms that there s a unque * 0, a m τ that maxmses ω and can be found by settng J( τ *) 0 n (A7). We can calculate τ * as τ * ( a m)( γ ) 4 γ(4 ). (A9) To complete the proof, we use (A9) to calculate τ * ( a m)( ) γ [4 γ(4 )] 0. (A10) QED. References 1. André, F.J., González, P., and Portero, N Strategc qualty hypothess and the Porter hypothess, Journal of Envronmental Economcs and Management, 67, Andreon, J Gvng wth mpure altrusm: applcatons to charty and Rcardan equvalence, Journal of Poltcal Economy, 97, Andreon, J Impure altrusm and donatons to publc goods: A theory of warm-glow-gvng, Economc Journal, 100, Bansal, S., and Gangopadhyay, S Tax/subsdy polces n the presence of envronmentally aware consumers, Journal of Envronmental Economcs and Management, 45, Buonanno P., Carraro C., Castelnuovo E., and Galeott, M Emsson tradng restrctons wth endogenous technologcal change Internatonal Envronmental Agreements: Poltcs, Law and Economcs, 1,

29 6. Clarke, L., Weyant, J., and Brky, A On the sources of technologcal change: assessng the evdence, Energy Economcs, 8, Conrad, K Prce competton and product dfferentaton when consumers care for the envronment, Envronmental and Resource Economcs, 31, Cooper, R., and John, A Coordnatng coordnaton falures n Keynesan models, Quarterly Journal of Economcs, 103, Deltas, G., Harrngton, D.R., and Khanna, M Olgopoles wth (somewhat) envronmentally conscous consumers: market equlbrum and regulatory nterventon, mmeo. 10. García-Gallego, A., and Georgantzs, N Market effects of changes n consumer s socal responsblty, Journal of Economcs and Management Strategy 18, García-Gallego, A., and Georgantzs, N Good and bad ncreases n ecologcal awareness, Strategc Behavor and the Envronment, 1, Goeree, J.K., Holt, C.A., and Laury, S.K. 00. Prvate costs and publc benefts: unravelng the effects of altrusm and nosy behavour, Journal of Publc Economcs, 83, Grlches, Z The search for R&D spllovers, Scandnavan Journal of Economcs, 94, S9-S Martn, S. 00. Advanced Industral Economcs, nd edton, Blackwell. 15. Palfrey, T.R., and Prsbey, J.E Altrusm, reputaton and nose n lnear publc goods experments, Journal of Publc Economcs, 61, Palfrey, T.R., and Prsbey, J.E Anomalous behavor n publc goods experments: how much and why?, Amercan Economc Revew, 87, Petraks, E., Sartzetaks, E.S., and Xepapadeas, A Envronmental nformaton provson as a publc polcy nstrument, The B.E. Journal of Economc Analyss and Polcy (Contrbutons), 4, Artcle 14. 8

Welfare Properties of General Equilibrium. What can be said about optimality properties of resource allocation implied by general equilibrium?

Welfare Properties of General Equilibrium. What can be said about optimality properties of resource allocation implied by general equilibrium? APPLIED WELFARE ECONOMICS AND POLICY ANALYSIS Welfare Propertes of General Equlbrum What can be sad about optmalty propertes of resource allocaton mpled by general equlbrum? Any crteron used to compare

More information

Online Appendix. t=1 (p t w)q t. Then the first order condition shows that

Online Appendix. t=1 (p t w)q t. Then the first order condition shows that Artcle forthcomng to ; manuscrpt no (Please, provde the manuscrpt number!) 1 Onlne Appendx Appendx E: Proofs Proof of Proposton 1 Frst we derve the equlbrum when the manufacturer does not vertcally ntegrate

More information

Market structure and Innovation

Market structure and Innovation Market structure and Innovaton Ths presentaton s based on the paper Market structure and Innovaton authored by Glenn C. Loury, publshed n The Quarterly Journal of Economcs, Vol. 93, No.3 ( Aug 1979) I.

More information

Online Appendix: Reciprocity with Many Goods

Online Appendix: Reciprocity with Many Goods T D T A : O A Kyle Bagwell Stanford Unversty and NBER Robert W. Stager Dartmouth College and NBER March 2016 Abstract Ths onlne Appendx extends to a many-good settng the man features of recprocty emphaszed

More information

Environmental taxation: Privatization with Different Public Firm s Objective Functions

Environmental taxation: Privatization with Different Public Firm s Objective Functions Appl. Math. Inf. Sc. 0 No. 5 657-66 (06) 657 Appled Mathematcs & Informaton Scences An Internatonal Journal http://dx.do.org/0.8576/ams/00503 Envronmental taxaton: Prvatzaton wth Dfferent Publc Frm s Objectve

More information

Endogenous timing in a mixed oligopoly consisting of a single public firm and foreign competitors. Abstract

Endogenous timing in a mixed oligopoly consisting of a single public firm and foreign competitors. Abstract Endogenous tmng n a mxed olgopoly consstng o a sngle publc rm and oregn compettors Yuanzhu Lu Chna Economcs and Management Academy, Central Unversty o Fnance and Economcs Abstract We nvestgate endogenous

More information

Uniqueness of Nash Equilibrium in Private Provision of Public Goods: Extension. Nobuo Akai *

Uniqueness of Nash Equilibrium in Private Provision of Public Goods: Extension. Nobuo Akai * Unqueness of Nash Equlbrum n Prvate Provson of Publc Goods: Extenson Nobuo Aka * nsttute of Economc Research Kobe Unversty of Commerce Abstract Ths note proves unqueness of Nash equlbrum n prvate provson

More information

Hila Etzion. Min-Seok Pang

Hila Etzion. Min-Seok Pang RESERCH RTICLE COPLEENTRY ONLINE SERVICES IN COPETITIVE RKETS: INTINING PROFITILITY IN THE PRESENCE OF NETWORK EFFECTS Hla Etzon Department of Technology and Operatons, Stephen. Ross School of usness,

More information

f(x,y) = (4(x 2 4)x,2y) = 0 H(x,y) =

f(x,y) = (4(x 2 4)x,2y) = 0 H(x,y) = Problem Set 3: Unconstraned mzaton n R N. () Fnd all crtcal ponts of f(x,y) (x 4) +y and show whch are ma and whch are mnma. () Fnd all crtcal ponts of f(x,y) (y x ) x and show whch are ma and whch are

More information

Perfect Competition and the Nash Bargaining Solution

Perfect Competition and the Nash Bargaining Solution Perfect Competton and the Nash Barganng Soluton Renhard John Department of Economcs Unversty of Bonn Adenauerallee 24-42 53113 Bonn, Germany emal: rohn@un-bonn.de May 2005 Abstract For a lnear exchange

More information

Introduction. 1. The Model

Introduction. 1. The Model H23, Q5 Introducton In the feld of polluton regulaton the problems stemmng from the asymmetry of nformaton between the regulator and the pollutng frms have been thoroughly studed. The semnal works by Wetzman

More information

Investment Secrecy and Competitive R&D

Investment Secrecy and Competitive R&D BE J. Econ. nal. Polcy 2016; aop Letter dt Sengupta* Investment Secrecy and Compettve R&D DOI 10.1515/beeap-2016-0047 bstract: Secrecy about nvestment n research and development (R&D) can promote greater

More information

The Second Anti-Mathima on Game Theory

The Second Anti-Mathima on Game Theory The Second Ant-Mathma on Game Theory Ath. Kehagas December 1 2006 1 Introducton In ths note we wll examne the noton of game equlbrum for three types of games 1. 2-player 2-acton zero-sum games 2. 2-player

More information

(1 ) (1 ) 0 (1 ) (1 ) 0

(1 ) (1 ) 0 (1 ) (1 ) 0 Appendx A Appendx A contans proofs for resubmsson "Contractng Informaton Securty n the Presence of Double oral Hazard" Proof of Lemma 1: Assume that, to the contrary, BS efforts are achevable under a blateral

More information

Winter 2008 CS567 Stochastic Linear/Integer Programming Guest Lecturer: Xu, Huan

Winter 2008 CS567 Stochastic Linear/Integer Programming Guest Lecturer: Xu, Huan Wnter 2008 CS567 Stochastc Lnear/Integer Programmng Guest Lecturer: Xu, Huan Class 2: More Modelng Examples 1 Capacty Expanson Capacty expanson models optmal choces of the tmng and levels of nvestments

More information

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

More information

princeton univ. F 17 cos 521: Advanced Algorithm Design Lecture 7: LP Duality Lecturer: Matt Weinberg

princeton univ. F 17 cos 521: Advanced Algorithm Design Lecture 7: LP Duality Lecturer: Matt Weinberg prnceton unv. F 17 cos 521: Advanced Algorthm Desgn Lecture 7: LP Dualty Lecturer: Matt Wenberg Scrbe: LP Dualty s an extremely useful tool for analyzng structural propertes of lnear programs. Whle there

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 30 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 2 Remedes for multcollnearty Varous technques have

More information

Economics 2450A: Public Economics Section 10: Education Policies and Simpler Theory of Capital Taxation

Economics 2450A: Public Economics Section 10: Education Policies and Simpler Theory of Capital Taxation Economcs 2450A: Publc Economcs Secton 10: Educaton Polces and Smpler Theory of Captal Taxaton Matteo Parads November 14, 2016 In ths secton we study educaton polces n a smplfed verson of framework analyzed

More information

Mergers among leaders and mergers among followers. Abstract

Mergers among leaders and mergers among followers. Abstract Mergers among leaders and mergers among followers John S. Heywood Unversty of Wsconsn - Mlwaukee Matthew McGnty Unversty of Wsconsn-Mlwaukee Abstract We are the frst to confrm that suffcent cost convexty

More information

University of California, Davis Date: June 22, 2009 Department of Agricultural and Resource Economics. PRELIMINARY EXAMINATION FOR THE Ph.D.

University of California, Davis Date: June 22, 2009 Department of Agricultural and Resource Economics. PRELIMINARY EXAMINATION FOR THE Ph.D. Unversty of Calforna, Davs Date: June 22, 29 Department of Agrcultural and Resource Economcs Department of Economcs Tme: 5 hours Mcroeconomcs Readng Tme: 2 mnutes PRELIMIARY EXAMIATIO FOR THE Ph.D. DEGREE

More information

Module 9. Lecture 6. Duality in Assignment Problems

Module 9. Lecture 6. Duality in Assignment Problems Module 9 1 Lecture 6 Dualty n Assgnment Problems In ths lecture we attempt to answer few other mportant questons posed n earler lecture for (AP) and see how some of them can be explaned through the concept

More information

Assortment Optimization under MNL

Assortment Optimization under MNL Assortment Optmzaton under MNL Haotan Song Aprl 30, 2017 1 Introducton The assortment optmzaton problem ams to fnd the revenue-maxmzng assortment of products to offer when the prces of products are fxed.

More information

More metrics on cartesian products

More metrics on cartesian products More metrcs on cartesan products If (X, d ) are metrc spaces for 1 n, then n Secton II4 of the lecture notes we defned three metrcs on X whose underlyng topologes are the product topology The purpose of

More information

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information

3.2. Cournot Model Cournot Model

3.2. Cournot Model Cournot Model Matlde Machado Assumptons: All frms produce an homogenous product The market prce s therefore the result of the total supply (same prce for all frms) Frms decde smultaneously how much to produce Quantty

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

A NOTE ON CES FUNCTIONS Drago Bergholt, BI Norwegian Business School 2011

A NOTE ON CES FUNCTIONS Drago Bergholt, BI Norwegian Business School 2011 A NOTE ON CES FUNCTIONS Drago Bergholt, BI Norwegan Busness School 2011 Functons featurng constant elastcty of substtuton CES are wdely used n appled economcs and fnance. In ths note, I do two thngs. Frst,

More information

Lecture Notes, January 11, 2010

Lecture Notes, January 11, 2010 Economcs 200B UCSD Wnter 2010 Lecture otes, January 11, 2010 Partal equlbrum comparatve statcs Partal equlbrum: Market for one good only wth supply and demand as a functon of prce. Prce s defned as the

More information

How Strong Are Weak Patents? Joseph Farrell and Carl Shapiro. Supplementary Material Licensing Probabilistic Patents to Cournot Oligopolists *

How Strong Are Weak Patents? Joseph Farrell and Carl Shapiro. Supplementary Material Licensing Probabilistic Patents to Cournot Oligopolists * How Strong Are Weak Patents? Joseph Farrell and Carl Shapro Supplementary Materal Lcensng Probablstc Patents to Cournot Olgopolsts * September 007 We study here the specal case n whch downstream competton

More information

CS286r Assign One. Answer Key

CS286r Assign One. Answer Key CS286r Assgn One Answer Key 1 Game theory 1.1 1.1.1 Let off-equlbrum strateges also be that people contnue to play n Nash equlbrum. Devatng from any Nash equlbrum s a weakly domnated strategy. That s,

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

More information

On endogenous Stackelberg leadership: The case of horizontally differentiated duopoly and asymmetric net work compatibility effects

On endogenous Stackelberg leadership: The case of horizontally differentiated duopoly and asymmetric net work compatibility effects On endogenous Stackelberg leadershp: The case of horzontally dfferentated duopoly and asymmetrc net work compatblty effects Tsuyosh TOSHIMITSU School of Economcs,Kwanse Gakun Unversty Abstract Introducng

More information

Mixed Taxation and Production Efficiency

Mixed Taxation and Production Efficiency Floran Scheuer 2/23/2016 Mxed Taxaton and Producton Effcency 1 Overvew 1. Unform commodty taxaton under non-lnear ncome taxaton Atknson-Stgltz (JPubE 1976) Theorem Applcaton to captal taxaton 2. Unform

More information

Quantity Precommitment and Cournot and Bertrand Models with Complementary Goods

Quantity Precommitment and Cournot and Bertrand Models with Complementary Goods Quantty Precommtment and Cournot and Bertrand Models wth Complementary Goods Kazuhro Ohnsh 1 Insttute for Basc Economc Scence, Osaka, Japan Abstract Ths paper nestgates Cournot and Bertrand duopoly models

More information

Economics 101. Lecture 4 - Equilibrium and Efficiency

Economics 101. Lecture 4 - Equilibrium and Efficiency Economcs 0 Lecture 4 - Equlbrum and Effcency Intro As dscussed n the prevous lecture, we wll now move from an envronment where we looed at consumers mang decsons n solaton to analyzng economes full of

More information

Constant Best-Response Functions: Interpreting Cournot

Constant Best-Response Functions: Interpreting Cournot Internatonal Journal of Busness and Economcs, 009, Vol. 8, No., -6 Constant Best-Response Functons: Interpretng Cournot Zvan Forshner Department of Economcs, Unversty of Hafa, Israel Oz Shy * Research

More information

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

More information

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers Psychology 282 Lecture #24 Outlne Regresson Dagnostcs: Outlers In an earler lecture we studed the statstcal assumptons underlyng the regresson model, ncludng the followng ponts: Formal statement of assumptons.

More information

Credit Card Pricing and Impact of Adverse Selection

Credit Card Pricing and Impact of Adverse Selection Credt Card Prcng and Impact of Adverse Selecton Bo Huang and Lyn C. Thomas Unversty of Southampton Contents Background Aucton model of credt card solctaton - Errors n probablty of beng Good - Errors n

More information

Price competition with capacity constraints. Consumers are rationed at the low-price firm. But who are the rationed ones?

Price competition with capacity constraints. Consumers are rationed at the low-price firm. But who are the rationed ones? Prce competton wth capacty constrants Consumers are ratoned at the low-prce frm. But who are the ratoned ones? As before: two frms; homogeneous goods. Effcent ratonng If p < p and q < D(p ), then the resdual

More information

Welfare Analysis of Cournot and Bertrand Competition With(out) Investment in R & D

Welfare Analysis of Cournot and Bertrand Competition With(out) Investment in R & D MPRA Munch Personal RePEc Archve Welfare Analyss of Cournot and Bertrand Competton Wth(out) Investment n R & D Jean-Baptste Tondj Unversty of Ottawa 25 March 2016 Onlne at https://mpra.ub.un-muenchen.de/75806/

More information

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper Games of Threats Elon Kohlberg Abraham Neyman Workng Paper 18-023 Games of Threats Elon Kohlberg Harvard Busness School Abraham Neyman The Hebrew Unversty of Jerusalem Workng Paper 18-023 Copyrght 2017

More information

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle

More information

Copyright (C) 2008 David K. Levine This document is an open textbook; you can redistribute it and/or modify it under the terms of the Creative

Copyright (C) 2008 David K. Levine This document is an open textbook; you can redistribute it and/or modify it under the terms of the Creative Copyrght (C) 008 Davd K. Levne Ths document s an open textbook; you can redstrbute t and/or modfy t under the terms of the Creatve Commons Attrbuton Lcense. Compettve Equlbrum wth Pure Exchange n traders

More information

2E Pattern Recognition Solutions to Introduction to Pattern Recognition, Chapter 2: Bayesian pattern classification

2E Pattern Recognition Solutions to Introduction to Pattern Recognition, Chapter 2: Bayesian pattern classification E395 - Pattern Recognton Solutons to Introducton to Pattern Recognton, Chapter : Bayesan pattern classfcaton Preface Ths document s a soluton manual for selected exercses from Introducton to Pattern Recognton

More information

Additional Codes using Finite Difference Method. 1 HJB Equation for Consumption-Saving Problem Without Uncertainty

Additional Codes using Finite Difference Method. 1 HJB Equation for Consumption-Saving Problem Without Uncertainty Addtonal Codes usng Fnte Dfference Method Benamn Moll 1 HJB Equaton for Consumpton-Savng Problem Wthout Uncertanty Before consderng the case wth stochastc ncome n http://www.prnceton.edu/~moll/ HACTproect/HACT_Numercal_Appendx.pdf,

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More information

k t+1 + c t A t k t, t=0

k t+1 + c t A t k t, t=0 Macro II (UC3M, MA/PhD Econ) Professor: Matthas Kredler Fnal Exam 6 May 208 You have 50 mnutes to complete the exam There are 80 ponts n total The exam has 4 pages If somethng n the queston s unclear,

More information

Difference Equations

Difference Equations Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1

More information

A Cournot-Stackelberg Advertising Duopoly Derived From A Cobb-Douglas Utility Function

A Cournot-Stackelberg Advertising Duopoly Derived From A Cobb-Douglas Utility Function MDEF Workshop 01, Urbno, 0- September A Cournot-Stackelberg Advertsng Duopoly Derved From A Cobb-Douglas Utlty Functon Alna Ghrvu * and Tönu Puu** *Faculty of Economc Studes and Busness Admnstraton, Babeş-

More information

ANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U)

ANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U) Econ 413 Exam 13 H ANSWERS Settet er nndelt 9 deloppgaver, A,B,C, som alle anbefales å telle lkt for å gøre det ltt lettere å stå. Svar er gtt . Unfortunately, there s a prntng error n the hnt of

More information

1. relation between exp. function and IUF

1. relation between exp. function and IUF Dualty Dualty n consumer theory II. relaton between exp. functon and IUF - straghtforward: have m( p, u mn'd value of expendture requred to attan a gven level of utlty, gven a prce vector; u ( p, M max'd

More information

The Order Relation and Trace Inequalities for. Hermitian Operators

The Order Relation and Trace Inequalities for. Hermitian Operators Internatonal Mathematcal Forum, Vol 3, 08, no, 507-57 HIKARI Ltd, wwwm-hkarcom https://doorg/0988/mf088055 The Order Relaton and Trace Inequaltes for Hermtan Operators Y Huang School of Informaton Scence

More information

Conjectures in Cournot Duopoly under Cost Uncertainty

Conjectures in Cournot Duopoly under Cost Uncertainty Conjectures n Cournot Duopoly under Cost Uncertanty Suyeol Ryu and Iltae Km * Ths paper presents a Cournot duopoly model based on a condton when frms are facng cost uncertanty under rsk neutralty and rsk

More information

American Law & Economics Association Annual Meetings

American Law & Economics Association Annual Meetings Amercan aw & Economcs Assocaton Annual Meetngs Year 2008 Paper 32 By-Product obbyng: Was Stgler Rght? Paul Pecorno Unversty of Alabama Ths workng paper ste s hosted by The Berkeley Electronc Press (bepress)

More information

MMA and GCMMA two methods for nonlinear optimization

MMA and GCMMA two methods for nonlinear optimization MMA and GCMMA two methods for nonlnear optmzaton Krster Svanberg Optmzaton and Systems Theory, KTH, Stockholm, Sweden. krlle@math.kth.se Ths note descrbes the algorthms used n the author s 2007 mplementatons

More information

Game Theory. Lecture Notes By Y. Narahari. Department of Computer Science and Automation Indian Institute of Science Bangalore, India February 2008

Game Theory. Lecture Notes By Y. Narahari. Department of Computer Science and Automation Indian Institute of Science Bangalore, India February 2008 Game Theory Lecture Notes By Y. Narahar Department of Computer Scence and Automaton Indan Insttute of Scence Bangalore, Inda February 2008 Chapter 10: Two Person Zero Sum Games Note: Ths s a only a draft

More information

Lecture 12: Discrete Laplacian

Lecture 12: Discrete Laplacian Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly

More information

The oligopolistic markets

The oligopolistic markets ernando Branco 006-007 all Quarter Sesson 5 Part II The olgopolstc markets There are a few supplers. Outputs are homogenous or dfferentated. Strategc nteractons are very mportant: Supplers react to each

More information

1 The Sidrauski model

1 The Sidrauski model The Sdrausk model There are many ways to brng money nto the macroeconomc debate. Among the fundamental ssues n economcs the treatment of money s probably the LESS satsfactory and there s very lttle agreement

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 31 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 6. Rdge regresson The OLSE s the best lnear unbased

More information

Lecture Notes on Linear Regression

Lecture Notes on Linear Regression Lecture Notes on Lnear Regresson Feng L fl@sdueducn Shandong Unversty, Chna Lnear Regresson Problem In regresson problem, we am at predct a contnuous target value gven an nput feature vector We assume

More information

Kernel Methods and SVMs Extension

Kernel Methods and SVMs Extension Kernel Methods and SVMs Extenson The purpose of ths document s to revew materal covered n Machne Learnng 1 Supervsed Learnng regardng support vector machnes (SVMs). Ths document also provdes a general

More information

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X Statstcs 1: Probablty Theory II 37 3 EPECTATION OF SEVERAL RANDOM VARIABLES As n Probablty Theory I, the nterest n most stuatons les not on the actual dstrbuton of a random vector, but rather on a number

More information

Limited Dependent Variables

Limited Dependent Variables Lmted Dependent Varables. What f the left-hand sde varable s not a contnuous thng spread from mnus nfnty to plus nfnty? That s, gven a model = f (, β, ε, where a. s bounded below at zero, such as wages

More information

COS 521: Advanced Algorithms Game Theory and Linear Programming

COS 521: Advanced Algorithms Game Theory and Linear Programming COS 521: Advanced Algorthms Game Theory and Lnear Programmng Moses Charkar February 27, 2013 In these notes, we ntroduce some basc concepts n game theory and lnear programmng (LP). We show a connecton

More information

,, MRTS is the marginal rate of technical substitution

,, MRTS is the marginal rate of technical substitution Mscellaneous Notes on roducton Economcs ompled by eter F Orazem September 9, 00 I Implcatons of conve soquants Two nput case, along an soquant 0 along an soquant Slope of the soquant,, MRTS s the margnal

More information

Temperature. Chapter Heat Engine

Temperature. Chapter Heat Engine Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the

More information

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve

More information

R&D investment, asymmetric costs, and research joint ventures

R&D investment, asymmetric costs, and research joint ventures R&D nvestment, asymmetrc costs, and research jont ventures Alejandro Montecnos Thomas Gresk July 6, 207 Abstract Ths paper nvestgates how an ntal asymmetry n producton costs affects the welfare dfferences

More information

Section 8.3 Polar Form of Complex Numbers

Section 8.3 Polar Form of Complex Numbers 80 Chapter 8 Secton 8 Polar Form of Complex Numbers From prevous classes, you may have encountered magnary numbers the square roots of negatve numbers and, more generally, complex numbers whch are the

More information

Canonical transformations

Canonical transformations Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,

More information

One-sided finite-difference approximations suitable for use with Richardson extrapolation

One-sided finite-difference approximations suitable for use with Richardson extrapolation Journal of Computatonal Physcs 219 (2006) 13 20 Short note One-sded fnte-dfference approxmatons sutable for use wth Rchardson extrapolaton Kumar Rahul, S.N. Bhattacharyya * Department of Mechancal Engneerng,

More information

In the figure below, the point d indicates the location of the consumer that is under competition. Transportation costs are given by td.

In the figure below, the point d indicates the location of the consumer that is under competition. Transportation costs are given by td. UC Berkeley Economcs 11 Sprng 006 Prof. Joseph Farrell / GSI: Jenny Shanefelter Problem Set # - Suggested Solutons. 1.. In ths problem, we are extendng the usual Hotellng lne so that now t runs from [-a,

More information

Idiosyncratic Investment (or Entrepreneurial) Risk in a Neoclassical Growth Model. George-Marios Angeletos. MIT and NBER

Idiosyncratic Investment (or Entrepreneurial) Risk in a Neoclassical Growth Model. George-Marios Angeletos. MIT and NBER Idosyncratc Investment (or Entrepreneural) Rsk n a Neoclasscal Growth Model George-Maros Angeletos MIT and NBER Motvaton emprcal mportance of entrepreneural or captal-ncome rsk ˆ prvate busnesses account

More information

Lecture 10 Support Vector Machines II

Lecture 10 Support Vector Machines II Lecture 10 Support Vector Machnes II 22 February 2016 Taylor B. Arnold Yale Statstcs STAT 365/665 1/28 Notes: Problem 3 s posted and due ths upcomng Frday There was an early bug n the fake-test data; fxed

More information

Chapter 8 Indicator Variables

Chapter 8 Indicator Variables Chapter 8 Indcator Varables In general, e explanatory varables n any regresson analyss are assumed to be quanttatve n nature. For example, e varables lke temperature, dstance, age etc. are quanttatve n

More information

The Geometry of Logit and Probit

The Geometry of Logit and Probit The Geometry of Logt and Probt Ths short note s meant as a supplement to Chapters and 3 of Spatal Models of Parlamentary Votng and the notaton and reference to fgures n the text below s to those two chapters.

More information

Foundations of Arithmetic

Foundations of Arithmetic Foundatons of Arthmetc Notaton We shall denote the sum and product of numbers n the usual notaton as a 2 + a 2 + a 3 + + a = a, a 1 a 2 a 3 a = a The notaton a b means a dvdes b,.e. ac = b where c s an

More information

Let p z be the price of z and p 1 and p 2 be the prices of the goods making up y. In general there is no problem in grouping goods.

Let p z be the price of z and p 1 and p 2 be the prices of the goods making up y. In general there is no problem in grouping goods. Economcs 90 Prce Theory ON THE QUESTION OF SEPARABILITY What we would lke to be able to do s estmate demand curves by segmentng consumers purchases nto groups. In one applcaton, we aggregate purchases

More information

Pricing and Resource Allocation Game Theoretic Models

Pricing and Resource Allocation Game Theoretic Models Prcng and Resource Allocaton Game Theoretc Models Zhy Huang Changbn Lu Q Zhang Computer and Informaton Scence December 8, 2009 Z. Huang, C. Lu, and Q. Zhang (CIS) Game Theoretc Models December 8, 2009

More information

Global Sensitivity. Tuesday 20 th February, 2018

Global Sensitivity. Tuesday 20 th February, 2018 Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values

More information

Infinitely Split Nash Equilibrium Problems in Repeated Games

Infinitely Split Nash Equilibrium Problems in Repeated Games Infntely Splt ash Equlbrum Problems n Repeated Games Jnlu L Department of Mathematcs Shawnee State Unversty Portsmouth, Oho 4566 USA Abstract In ths paper, we ntroduce the concept of nfntely splt ash equlbrum

More information

Information Acquisition in Global Games of Regime Change

Information Acquisition in Global Games of Regime Change Informaton Acquston n Global Games of Regme Change Mchal Szkup and Isabel Trevno y Abstract We study costly nformaton acquston n global games of regme change (that s, coordnaton games where payo s are

More information

Graph Reconstruction by Permutations

Graph Reconstruction by Permutations Graph Reconstructon by Permutatons Perre Ille and Wllam Kocay* Insttut de Mathémathques de Lumny CNRS UMR 6206 163 avenue de Lumny, Case 907 13288 Marselle Cedex 9, France e-mal: lle@ml.unv-mrs.fr Computer

More information

European Regional Science Association 36th European Congress ETH Zurich, Switzerland August 1996

European Regional Science Association 36th European Congress ETH Zurich, Switzerland August 1996 European Regonal Scence Assocaton 36th European Congress ETH Zurch, Swtzerland 6-3 August 996 Se-l Mun and Mn-xue Wang raduate School of nformaton Scences Tohoku Unversty Katahra Cho-me, Aoba-ku, Senda

More information

The optimal delay of the second test is therefore approximately 210 hours earlier than =2.

The optimal delay of the second test is therefore approximately 210 hours earlier than =2. THE IEC 61508 FORMULAS 223 The optmal delay of the second test s therefore approxmately 210 hours earler than =2. 8.4 The IEC 61508 Formulas IEC 61508-6 provdes approxmaton formulas for the PF for smple

More information

Random Walks on Digraphs

Random Walks on Digraphs Random Walks on Dgraphs J. J. P. Veerman October 23, 27 Introducton Let V = {, n} be a vertex set and S a non-negatve row-stochastc matrx (.e. rows sum to ). V and S defne a dgraph G = G(V, S) and a drected

More information

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,

More information

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4)

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4) I. Classcal Assumptons Econ7 Appled Econometrcs Topc 3: Classcal Model (Studenmund, Chapter 4) We have defned OLS and studed some algebrac propertes of OLS. In ths topc we wll study statstcal propertes

More information

Physics 5153 Classical Mechanics. Principle of Virtual Work-1

Physics 5153 Classical Mechanics. Principle of Virtual Work-1 P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal

More information

Fundamental loop-current method using virtual voltage sources technique for special cases

Fundamental loop-current method using virtual voltage sources technique for special cases Fundamental loop-current method usng vrtual voltage sources technque for specal cases George E. Chatzaraks, 1 Marna D. Tortorel 1 and Anastasos D. Tzolas 1 Electrcal and Electroncs Engneerng Departments,

More information

Equilibrium with Complete Markets. Instructor: Dmytro Hryshko

Equilibrium with Complete Markets. Instructor: Dmytro Hryshko Equlbrum wth Complete Markets Instructor: Dmytro Hryshko 1 / 33 Readngs Ljungqvst and Sargent. Recursve Macroeconomc Theory. MIT Press. Chapter 8. 2 / 33 Equlbrum n pure exchange, nfnte horzon economes,

More information

CS294 Topics in Algorithmic Game Theory October 11, Lecture 7

CS294 Topics in Algorithmic Game Theory October 11, Lecture 7 CS294 Topcs n Algorthmc Game Theory October 11, 2011 Lecture 7 Lecturer: Chrstos Papadmtrou Scrbe: Wald Krchene, Vjay Kamble 1 Exchange economy We consder an exchange market wth m agents and n goods. Agent

More information

Asymmetric Innovation Agreements under Environmental

Asymmetric Innovation Agreements under Environmental 678 07 December 07 Asymmetrc Innovaton Agreements under Envronmental Regulaton Naoto Aoyama, Emlson C. D. Slva Impressum: CESfo Workng Papers ISSN 364 48 (electronc verson) Publsher and dstrbutor: Munch

More information

For now, let us focus on a specific model of neurons. These are simplified from reality but can achieve remarkable results.

For now, let us focus on a specific model of neurons. These are simplified from reality but can achieve remarkable results. Neural Networks : Dervaton compled by Alvn Wan from Professor Jtendra Malk s lecture Ths type of computaton s called deep learnng and s the most popular method for many problems, such as computer vson

More information

MA 323 Geometric Modelling Course Notes: Day 13 Bezier Curves & Bernstein Polynomials

MA 323 Geometric Modelling Course Notes: Day 13 Bezier Curves & Bernstein Polynomials MA 323 Geometrc Modellng Course Notes: Day 13 Bezer Curves & Bernsten Polynomals Davd L. Fnn Over the past few days, we have looked at de Casteljau s algorthm for generatng a polynomal curve, and we have

More information