Monopolistic competition

Size: px
Start display at page:

Download "Monopolistic competition"

Transcription

1 Leture 08 arket Struture (II) A. Olgopoly. Spetrum of market struture Perfet ompetton onopolst ompetton Olgopoly onopoly ost markets are nether perfetly ompettve nor monopolst but they may fall somewhere n between along the spetrum. ypal market wll have more than one seller of the same or smlar produts, but not enough to justfy the assumpton that sellers smply take pres as gven. hus, eah frm wll have an ndvdual, downward slopng demand urve and s sad to have some level of monopoly power.. Olgopoly Olgopoly s from the Greek word olgospolen meanng few to sell. And t s refletng the nterdependene among frms, whh means olgopoly or mperfetly ompettve frm must take aount of ts rval s atons n makng ts own prng desons. So, studes of olgopoly an gve us good nformaton about ompettons among frms, strateg reaton or desonmakng proess and trend of market shares of frms. he most modern approah s to model suh frms as hoosng strateges or playng games wth one another. hs approah s alled game theory. 3. Early Generalzed odel Assumptons N frms produng homogeneous and standardzed produts. Input market s perfetly ompettve. No entry s allowed. From these assumptons, we an derve several thngs; ) Inverse demand funton s expressed as p f ( Q) () N, where Q q (market quantty). ) Proft of eah frm wll be π pq ( ) q ( q ),,, L, N () 3) FOC of proft maxmzaton s d π p q dp dq d( q) + 0 () dq dq dq dq f) dq means that a hange n produt of -th frm an affet the hange n total produt or dq hange n produts of other frms. ) We need to know the value of dq dq. Rewrtng ths, we an get dq dq dq N N N + dq dq dq Q Q q q j + q. Q q j (v) j j Intermedate roeonoms 3

2 dq dq : the rato of hange n produts of other frms to the hange n -th frm. Conjetural Varaton (C.V.) So, equaton (v) s now dq + λ (v) dq (hs s the most mportant fator n Olgopoly. We an fgure out dfferent types of olgopoly as λ hanges) Puttng asde the dsusson about λ, we need to derve the generalzed result by assumng that (ost struture) and λ are onstant aross ndvdual frms. herefore, 5) From () and (v), we an get p C q dp ( + λ ) dq p C q Q dp k ( + λ ). Lerner Index ( + λ) (v) p Q p dq ( k s market share of -th frm. s pre elastty of market demand) From (v), assumng that every frm has the same sze, then k N. p C ( + λ) (v) p N 6) So, Lerner Index or monopoly power an be determned by N,, and λ. Ex) In perfet ompetton, p C (Q N and ) In monopoly, N, λ 0. So, p C p For more generalzed ase, we an relax the assumpton that λ s onstant. So, assumng that λ and k an vary among the frms, then we get p C k( + λ ) (v) p 7) Let s thnk about the ndustry (But, assume that C AC ) Rewrtng equaton (), we an get π pq ( ) q ( q ) q,,, L, N (x) Let Π denote the ndustry proft or aggregate profts, then N π Π pq ( ) q q ( q) (x) 8) From (v), multplyng by q on both sdes and summng up from through N, we get pq q k( + λ ) q pq q. And p pq From equaton (x) and (x), k ( + λ ) q k ( + λ ) Q (x) Intermedate roeonoms 33

3 N, where HHI k Π R k ( + HHI λ ) ( + λ ) (Herfndahl-Hrshmann Index) (x) 9) From (x), l.h.s s alled Industral Rate of Return, whh an reflet the performane of the ndustry. N (why?) N ( + λ) ( p C) Q LI N pq 0) If C, k, and λ are onstant, HHI k Π R (x) In onluson,. As N, Conjetural varaton ( λ ) 0 Neglgble market share ( k ) 0 Low HHI ( HHI) 0 herefore, from (x), the value on r.h.s. wll go to zero, whh s analogous to the perfet ompetton wth p C.. If monopoly, N, k ( or 00%), HHI ( or 0000), and λ 0. (Pre-ost margn n monopoly) (ndustral rate of return) p C p Π R. Cournot Duopoly (Augustne A. Cournot, 838) ) Assumptons * λ dq / dq 0 * Eah frm determnes produts that maxmze ther profts takng the produts of rvals onstant. * arket demand s P a Q ( a > 0) and Q q + q (Q s the total quantty of sprng water sold n the market per unt of tme). * For smplty, C AC. ) odel * Frm assumes that frm s produng q and t produes q as the best response to q. * So, the eonom proft for frm s as follows, π ( P ) q ( a q q ) q. Δπ a q q 0 (). From (), we get the best response of frm to q of frm, Δq Intermedate roeonoms 3

4 a q q (): Reaton Curve of frm * In the same way, we get reaton urve of frm. a q q (): Reaton Curve of frm q ( a ) Frm ( a ) / ( a ) / 3 C Frm ( a ) / 3 ( a ) / ( a ) q * Cournot-Nash Equlbrum * * a q q 3 a + P* a q* 3 ( a ) π ( P * ) q * 9 * Suppose frm and frm dede to make a Cartel and at as olletve monopolst. hen what are the profts of two frms? And what s the monopolst produt? (R C) Gven demand urve s P a Q. R PQ ( a Q) Q. And R a Q, and C ( a ) R a Q C. So, Q m ( a ) If these two frms produe the same quanttes, then q q. a + ( a ) ( a ) And P m, π m, whh s bgger than proft at pont C ( π ). 8 9 * If the two frms make a Cartel and determne ther quanttes ooperatvely, then ther eonom profts are hgher than those of Cournot-Nash equlbrum. herefore, there s a good reason and motve to artelze or to ollude. Intermedate roeonoms 35

5 * But, why do we all C as an equlbrum pont, not? Or, why s not an equlbrum? Beause there s another motve to heat by nreasng quantty to earn more proft at pont. a * If frm produes q and keeps the Cartel but frm does not, then the proft funton a 3 of frm s as follows: π ( a q ) q ( ( a ) q ) q. Δπ 3 ( a ) q 0. Δq 3 q ** ( a ), whh maxmzes eonom proft of frm. Hene, frm breaks the artel 8 3a + 5 and produes more. arket pre of frm s produts s P and 8 9 π ( a ) > ( a ). 6 8 * Frm has a motve to heat frm. Ve versa. So, one-shot artel s unstable. * Cartel s easy to ollapse. But, f the artel s made among few frms for relatvely long perods, then t an be sustaned longer wth effent and severe punshment or penalty on the volators. 5. Generalzaton to Olgopoly P a Q, a > 0. n Q q π ( p ) q [ a ( q + q+ L+ q + q + + L + q n )] q d π [ a q q q q q q L + L n] 0 dq q+ L+ q + q + q+ + L + qn a Assumng that C AC, ( q q*) a a n ( a ) q* p* +,, π * n + n + ( n + ) If n, we get the same results n Cournot Duopoly. j 6. Bertrand s Paradox ) Assumptons * Eah frm s assumng that the pres of other frms are onstant n dedng the quanttes. * So, n ths model we an thnk about the motve to set a lower pre than any other frm. * Pre-underuttng and fnally up to most ompettve level. ) odel Unlke Cournot model, frms wll determne the pre. And quantty s deded n aordane wth the pre. * arket Demand: P a Q or Q a P ( a > 0 ) Suppose there are two floppy dskette ompanes DK and axell. Assumng that the dskettes are entrely dental n every aspet, then onsumers try to purhase a heaper one. Intermedate roeonoms 36

6 If P < P, Q a P Qand Q 0 If P P, Q a P Q ( ) If P > P, Q 0 and Q a P Q, where Q Q + Q. he unque (Nash) equlbrum s aomplshed f P P, and at ths level π π ( ) ( a ) 0. * he ratonale s as follows; At P P, no frm an set a pre lower than. If P >, then axell an domnate the market by settng P < P even slghtly. If P > P, π ( P ) 0 0 If P P, π ( P ) ( a P ) If P < P, π ( P ) ( a P ) * For example, f DK sets P P ( > 0 ), then ts proft wll be ( P )( a P + ). Smply, as approahes to zero, ts proft wll go to ( P )( a P ). If DK sets P P, proft s ( P )( a P ), whh s about half of ( P )( a P + ). Ex) Suppose a 000, 800, P 000, and P 999,. axell earns 0, and DK earns ( ) ( ) 99, 99. If P P000, π ( )( ), 7. Produt Dfferentaton ) odel * Small Car arket (Olgopoly) wo Frms: Ford (Frm ) and oyota (Frm ) wth Fous and Eho, respetvely. * For smplty, assume that CF ACF AC C. Demand fang Ford s assumed to be QF a PF + β P (). * If β > 0, the nrease n P wll nrease Q F. It means Fous and Eho are substtutes. * If β < 0, two produts are omplements. ) Analyss Let s get best response of Ford to P. π F ( PF ) QF ( PF )( a PF + β P) () dπ F a+ PF + β P 0 () dp F Intermedate roeonoms 37

7 a P he reasonable pre P F s PF + + β (v) (Ford s reaton urve to oyota s pre) For example, f oyota sells Eho at P, then Ford s best way to maxmze ts proft s to a sell Fous at PF + +β. Suppose the demand fang oyota s Q a P + β P (v) In the same way, we an get P P a P + + β F F (v) Ford oyota d B Pont a and : a+ a b P F Pont b and d: a+ β If 0< β <, then Fous and Eho have substtutablty n some degree. a+ At B, PF* P* β, 0< β <. And a ( ) QF* Q* + β β If β < 0, we get the same results. But reaton urves are downward slopng. If β >, P *, P * < 0. In prate, P * P * F F As β goes up, the substtutablty wll go up, whh means there are almost dental produts. So, t s same n the perfet ompetton prng. 8. Loaton Game Brands ompete more vgorously wth brands that are lose substtutes than wth those that onsumers vew as less lose substtutes. Consumers vew ertan brands as loser substtutes than others. Smply, ertan brands have partular ommon haratersts that other lak. hat s, eah brand s loated at a partular pont n produt haraterst spae. Or, produts sold at nearby stores are lose substtutes. hat s, eah frm s loated at a partular address or pont n geograph spae. Intermedate roeonoms 38

8 ) Hotellng s odel (99) * Consder a long, narrow ty wth only one street whh s mle long. * Consumers are unformly dstrbuted between 0 and. * Eah has to purhase one unt of produt. * wo stores are sellng almost dental produt at the same pre and try to maxmze profts. * Consumers wll purhase at the nearest store beause they have to nur transaton ost (travel, tme, watng, ). store store 0 a - b Loaton a ( a b ) b * Suppose two stores have to loate at the same tme before they start to sell. Consumers lvng on the left of store and half of onsumers lvng between store and wll hoose store. * Store s market share a+ 05.( a b) 05.( + a b) Store s market share b+ 05.( a b) 05.( a+ b) * he equlbrum n ths loaton game s where two stores are loated n the enter of ths lnear ty. a 05. ( b) * Intutvely, f store s at a 05., then the best response of store s to loate at b 05. to maxmze ts share. But, f store s at ( b ) > 05., then t has less 50% of total share. If store s at a 03., store an maxmze ts share by loatng at ( b ) 03., rght next to store. he equlbrum when there are two frms suggested to Hotellng that Buyers are onfronted everywhere wth an exessve sameness (99). he result that two frms n ether produt or geograph spae wll loate n the mddle s often referred to as the prnple of mnmum dfferentaton (K. Bouldng, 966). he prnple does not hold strtly when there are more than two frms. However, even when there are more than two frms, the equlbrum market onfguraton s haraterzed by bunhng. * Eonom Implaton: Adoptng ths model to produt Dfferentaton wo ompettve frms n duopoly wll have a strategy for medum onsumers as man target n desgn, harater or qualty. And the degree of dfferentaton s trval. Ex) Even n poltal sene, U.S. has two party polts system. Demorats and Republan. hey take publ pledge or ommtments whh are so smlar or vague whh are not easly dstngushable. 9. Stakelberg s Duopoly (Leader-Follower odel) In Cournot s duopoly, we assumed that λ 0. But, f the deson on produton s sequental or f there s a gap n ompettve power, then one frm ats as a leader and the others as followers. Stakelberg showed another duopoly model wth leader and followers. In hs model, leader ats as f the other frm s output s onstant, and followers, however, hoose optmal produts n response to leader s output. ) If leader/follower are predetermned * Frm (leader) and Frm (follower). Idental n almost every aspet. Intermedate roeonoms 39

9 * arket demand: P a ( q + q ), same demand n Cournot model. * C AC AC C a q * If q s determned, q that maxmzes π wll be: q () a q * And, Frm (leader) an expet that Frm wll produe q f Frm produes q. So, pluggng the reaton urve of Frm nto π, a q a q q q () dπ a a q 0, q* () dq π ( p ) q ( a q q ) q a * By the way, the Frm (follower) wll produe q n response to q*. a a a q * (v) 3( a ) * So, market produt Q q* + q* (v) ( a ) a * arket pre s P* a + 3 (v) * * * a + 3 ( a ) ( a ) * π ( P ) q 8 (v) * * * a + 3 ( a ) ( a ) * π ( P ) q 6 (v) ) If leader/followers are not ertan We know every frm wants to be a leader beause the leader s proft s always bgger than that of follower. So, f the leader and follower are not determned before they start game, we mght expet dfferent results. Eah frm has two strateges; Lead and Follow. * If two frm at as leaders ad produe q and q, a q* q*, P a ( q + q ), π ( P ) q ( P ) q π Idental to Perfet Competton (Stakelberg Warfare) * If two frms at as followers and produe q and q, q a q a, P +,π π ( a ) It s Cournot Duopoly 0 Intermedate roeonoms 0

10 q Frm a S W a 3 C a S Frm a a 3 a q C: Cournot-Nash Equlbrum Pont S : If Frm s a leader S : If Frm s a leader W: Stakelberg Warfare 0. Knked Demand Curves (by Paul Sweezy) P P A C A C B C R Demand Q A Intermedate roeonoms

11 Another hypothess about how olgopolst rvals may respond says that rvals math pre uts but do not respond to pre nreases. In ths stuaton, an olgopolst beleves that t wll not gan muh n sales f t lowers ts pre, beause rvals wll math the pre uts, but t wll lose onsderably f t rases ts pre, sne t wll be undersold by rvals who do not hange ther pres. he demand urve fang suh an olgopolst appears knked. he urve s very steep below the urrent pre, p, refletng the fat that few sales are ganed as pre s lowered. But t s relatvely flat above that pre, ndatng that the frm loses many ustomers to ts rvals, who refuse to math the pre nreases. he fgure also presents the R urve, whh has a sharp drop at the output level orrespondng to the knk. Why does the R urve have ths shape, and what are the onsequenes? Consder what happens f the frm wants to nrease output by one unt. It must lower ts pre by a onsderable amount sne, as t does so, ts rvals wll math that pre. Aordngly, the R t garners s small. If the frm ontemplates uttng bak on produton by one unt, t needs to rase ts pre only a lttle sne rvals wll not hange ther pre. hus, the loss n revenue from uttng bak output by a unt s muh greater than the gan n revenue from nreasng output by a unt. Wth a flat demand urve, pre and R are lose together. he drop n R means that at the output at whh the drop ours, extra revenue lost from uttng bak produton s muh greater than the extra revenue ganed from nreasng produton. hs has one mportant mplaton. Small hanges n C, from C to C, have no effet on output or pre. hus, frms that beleve they fae a knked demand urve have good reason to hestate before hangng ther pre.. Advertsng (Non-pre ompetton) ) ypes of Advertsng Persuasve advertsng of experene goods: fousng on mage makng for the ompany Informatonal advertsng of searh goods: fousng on nformaton of produts ) Optmal Advertsng odel R R( Q, α), where α 0 (advertsng expenses) π R( Q, α) C( Q) α. o solve for Q *andα * that an maxmze proft, FOCs wll be π R dc RQ C 0 Q Q dq π R Rα 0 α α Can you nterpret the result? Intermedate roeonoms

Brander and Lewis (1986) Link the relationship between financial and product sides of a firm.

Brander and Lewis (1986) Link the relationship between financial and product sides of a firm. Brander and Lews (1986) Lnk the relatonshp between fnanal and produt sdes of a frm. The way a frm fnanes ts nvestment: (1) Debt: Borrowng from banks, n bond market, et. Debt holders have prorty over a

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

Horizontal mergers for buyer power. Abstract

Horizontal mergers for buyer power. Abstract Horzontal mergers for buyer power Ramon Faul-Oller Unverstat d'alaant Llus Bru Unverstat de les Illes Balears Abstrat Salant et al. (1983) showed n a Cournot settng that horzontal mergers are unproftable

More information

Horizontal Mergers for Buyer Power

Horizontal Mergers for Buyer Power Horzontal Mergers for Buyer Power Lluís Bru a and Ramon Faulí-Oller b* Marh, 004 Abstrat: Salant et al. (1983) showed n a Cournot settng that horzontal mergers are unproftable beause outsders reat by nreasng

More information

Cournot Equilibrium with N firms

Cournot Equilibrium with N firms Recap Last class (September 8, Thursday) Examples of games wth contnuous acton sets Tragedy of the commons Duopoly models: ournot o class on Sept. 13 due to areer Far Today (September 15, Thursday) Duopoly

More information

Tradable Emission Permits Regulations: The Role of Product Differentiation

Tradable Emission Permits Regulations: The Role of Product Differentiation Internatonal Journal of Busness and Eonoms, 005, Vol. 4, No. 3, 49-6 radable Emsson Permts Regulatons: he Role of Produt Dfferentaton Sang-Ho Lee * Department of Eonoms, Chonnam Natonal Unversty, Korea

More information

Price discrimination

Price discrimination 1 Pre dsrmnaton Types of pre dsrmnaton The (ambguous welfare effets of pre dsrmnaton Parallel mports: not justfed the EU per se prohbton of lauses whh preent parallel mports. Pre dsrmnaton as monopolsaton

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

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

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

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

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

EC3075 Mathematical Approaches to Economics

EC3075 Mathematical Approaches to Economics EC3075 Mathematal Aroahes to Eonoms etures 7-8: Dualt and Constraned Otmsaton Pemberton & Rau haters 7-8 Dr Gaa Garno [Astle Clarke Room 4 emal: gg44] Dualt n onsumer theor We wll exose the rmal otmsaton

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

technische universiteit eindhoven Analysis of one product /one location inventory control models prof.dr. A.G. de Kok 1

technische universiteit eindhoven Analysis of one product /one location inventory control models prof.dr. A.G. de Kok 1 TU/e tehnshe unverstet endhoven Analyss of one produt /one loaton nventory ontrol models prof.dr. A.G. de Kok Aknowledgements: I would lke to thank Leonard Fortun for translatng ths ourse materal nto Englsh

More information

Research on dynamic adjustment of cooperation in price duopoly game

Research on dynamic adjustment of cooperation in price duopoly game 3rd Internatonal Conferene on Mehatrons and Informaton Tehnology (ICMIT 06 Researh on dynam adjustment of ooeraton n re duooly game Gung ShaDehang XabYujng gao3bentu L4dDehua Wang5e 345 Shandong Voatonal

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

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

Physics 2B Chapter 17 Notes - Calorimetry Spring 2018

Physics 2B Chapter 17 Notes - Calorimetry Spring 2018 Physs 2B Chapter 17 Notes - Calormetry Sprng 2018 hermal Energy and Heat Heat Capaty and Spe Heat Capaty Phase Change and Latent Heat Rules or Calormetry Problems hermal Energy and Heat Calormetry lterally

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

PHYSICS 212 MIDTERM II 19 February 2003

PHYSICS 212 MIDTERM II 19 February 2003 PHYSICS 1 MIDERM II 19 Feruary 003 Exam s losed ook, losed notes. Use only your formula sheet. Wrte all work and answers n exam ooklets. he aks of pages wll not e graded unless you so request on the front

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

Dynamics of social networks (the rise and fall of a networked society)

Dynamics of social networks (the rise and fall of a networked society) Dynams of soal networks (the rse and fall of a networked soety Matteo Marsl, ICTP Treste Frantsek Slanna, Prague, Fernando Vega-Redondo, Alante Motvaton & Bakground Soal nteraton and nformaton Smple model

More information

Proactive Transmission Investment in Competitive Power Systems

Proactive Transmission Investment in Competitive Power Systems Appears n the Proeedngs of the PES General Meetng, June 18-22, 26. 1 Proatve Transmsson Investment n Compettve Power Systems Enzo E. Sauma, Student Member, IEEE and Shmuel S. Oren, Fellow, IEEE 1 Abstrat

More information

Phase Transition in Collective Motion

Phase Transition in Collective Motion Phase Transton n Colletve Moton Hefe Hu May 4, 2008 Abstrat There has been a hgh nterest n studyng the olletve behavor of organsms n reent years. When the densty of lvng systems s nreased, a phase transton

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

The corresponding link function is the complementary log-log link The logistic model is comparable with the probit model if

The corresponding link function is the complementary log-log link The logistic model is comparable with the probit model if SK300 and SK400 Lnk funtons for bnomal GLMs Autumn 08 We motvate the dsusson by the beetle eample GLMs for bnomal and multnomal data Covers the followng materal from hapters 5 and 6: Seton 5.6., 5.6.3,

More information

Complement of an Extended Fuzzy Set

Complement of an Extended Fuzzy Set Internatonal Journal of Computer pplatons (0975 8887) Complement of an Extended Fuzzy Set Trdv Jyot Neog Researh Sholar epartment of Mathemats CMJ Unversty, Shllong, Meghalaya usmanta Kumar Sut ssstant

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

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

STK4900/ Lecture 4 Program. Counterfactuals and causal effects. Example (cf. practical exercise 10)

STK4900/ Lecture 4 Program. Counterfactuals and causal effects. Example (cf. practical exercise 10) STK4900/9900 - Leture 4 Program 1. Counterfatuals and ausal effets 2. Confoundng 3. Interaton 4. More on ANOVA Setons 4.1, 4.4, 4.6 Supplementary materal on ANOVA Example (f. pratal exerse 10) How does

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

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

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

Microeconomic Theory I Assignment #7 - Answer key

Microeconomic Theory I Assignment #7 - Answer key Miroeonomi Theory I Assignment #7 - Answer key. [Menu priing in monopoly] Consider the example on seond-degree prie disrimination (see slides 9-93). To failitate your alulations, assume H = 5, L =, and

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

Instance-Based Learning and Clustering

Instance-Based Learning and Clustering Instane-Based Learnng and Clusterng R&N 04, a bt of 03 Dfferent knds of Indutve Learnng Supervsed learnng Bas dea: Learn an approxmaton for a funton y=f(x based on labelled examples { (x,y, (x,y,, (x n,y

More information

Interval Valued Neutrosophic Soft Topological Spaces

Interval Valued Neutrosophic Soft Topological Spaces 8 Interval Valued Neutrosoph Soft Topologal njan Mukherjee Mthun Datta Florentn Smarandah Department of Mathemats Trpura Unversty Suryamannagar gartala-7990 Trpura Indamal: anjan00_m@yahooon Department

More information

Classifications Manipulation and Nash Accounting Standards

Classifications Manipulation and Nash Accounting Standards Journal of Aountng Researh Vol. 40 No. 4 September 00 Prnted n U.S.A. Classfatons Manpulaton and Nash Aountng Standards RONALD A. DYE Reeved 19 May 001; aepted 10 Aprl 00 ABSTRACT Ths paper studes a model

More information

Incentivizing High-quality Content from Heterogeneous Users

Incentivizing High-quality Content from Heterogeneous Users Inentvzng Hgh-qualty Content from Heterogeneous Users Inentvzng Hgh-qualty Content from Heterogeneous Users Ynge Xa Unversty of Sene and Tehnology of Chna, Hefe, Chna, 230027 Tao Qn Mrosoft esearh, Bejng,

More information

JSM Survey Research Methods Section. Is it MAR or NMAR? Michail Sverchkov

JSM Survey Research Methods Section. Is it MAR or NMAR? Michail Sverchkov JSM 2013 - Survey Researh Methods Seton Is t MAR or NMAR? Mhal Sverhkov Bureau of Labor Statsts 2 Massahusetts Avenue, NE, Sute 1950, Washngton, DC. 20212, Sverhkov.Mhael@bls.gov Abstrat Most methods that

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

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

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

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

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

Supporting Information for: Two Monetary Models with Alternating Markets

Supporting Information for: Two Monetary Models with Alternating Markets Supportng Informaton for: Two Monetary Models wth Alternatng Markets Gabrele Camera Chapman Unversty & Unversty of Basel YL Chen St. Lous Fed November 2015 1 Optmal choces n the CIA model On date t, gven

More information

1 Matrix representations of canonical matrices

1 Matrix representations of canonical matrices 1 Matrx representatons of canoncal matrces 2-d rotaton around the orgn: ( ) cos θ sn θ R 0 = sn θ cos θ 3-d rotaton around the x-axs: R x = 1 0 0 0 cos θ sn θ 0 sn θ cos θ 3-d rotaton around the y-axs:

More information

Supporting Materials for: Two Monetary Models with Alternating Markets

Supporting Materials for: Two Monetary Models with Alternating Markets Supportng Materals for: Two Monetary Models wth Alternatng Markets Gabrele Camera Chapman Unversty Unversty of Basel YL Chen Federal Reserve Bank of St. Lous 1 Optmal choces n the CIA model On date t,

More information

Week 9 Chapter 10 Section 1-5

Week 9 Chapter 10 Section 1-5 Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,

More information

Answer Key: Problem Set 3

Answer Key: Problem Set 3 Answer Key: Problem Set Econ 409 018 Fall Question 1 a This is a standard monopoly problem; using MR = a 4Q, let MR = MC and solve: Q M = a c 4, P M = a + c, πm = (a c) 8 The Lerner index is then L M P

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

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

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

Stanford University CS359G: Graph Partitioning and Expanders Handout 4 Luca Trevisan January 13, 2011

Stanford University CS359G: Graph Partitioning and Expanders Handout 4 Luca Trevisan January 13, 2011 Stanford Unversty CS359G: Graph Parttonng and Expanders Handout 4 Luca Trevsan January 3, 0 Lecture 4 In whch we prove the dffcult drecton of Cheeger s nequalty. As n the past lectures, consder an undrected

More information

MONOPOLISTIC COMPETITION MODEL

MONOPOLISTIC COMPETITION MODEL MONOPOLISTIC COMPETITION MODEL Key gredets Cosumer utlty: log (/ ) log (taste for varety of dfferetated goods) Produto of dfferetated produts: y (/ b) max[ f, ] (reasg returs/fxed osts) Assume that good,

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

Microeconomics I Undergraduate Programs

Microeconomics I Undergraduate Programs Game-theoretcal olgooly models Quantty multaneous equental tackelberg Fernando Branco 006-007 econd emester essons 8 and 9 Prce fferent. trategc Comlements omnant Frm tackelberg olgooly Equlbrum n the

More information

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

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

More information

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

Abhilasha Classes Class- XII Date: SOLUTION (Chap - 9,10,12) MM 50 Mob no

Abhilasha Classes Class- XII Date: SOLUTION (Chap - 9,10,12) MM 50 Mob no hlsh Clsses Clss- XII Dte: 0- - SOLUTION Chp - 9,0, MM 50 Mo no-996 If nd re poston vets of nd B respetvel, fnd the poston vet of pont C n B produed suh tht C B vet r C B = where = hs length nd dreton

More information

Who Becomes the Winner? E ects of Venture Capital on Firms Innovative Incentives

Who Becomes the Winner? E ects of Venture Capital on Firms Innovative Incentives Who Beomes the Wnner? E ets of Venture Captal on Frms Innovatve Inentves Matthew BEACHAM and Bpasa DATTA y Department of Eonoms Unversty of York February 9, 07 Abstrat It s well establshed n the empral

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

= 2W + 2R R = ; substitute this in the relationship for manufactures:

= 2W + 2R R = ; substitute this in the relationship for manufactures: Fall 0 Eon 455 Answers - Proble Set 3 Due Noveber 4, 0 Harvey Lapan. Consder a splfed verson of the Heksher-Ohln odel wth the followng tehnology: To produe loth (C): unts of labor and unts of aptal are

More information

Lecture Notes 4: Consumption 1

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

More information

Charged Particle in a Magnetic Field

Charged Particle in a Magnetic Field Charged Partle n a Magnet Feld Mhael Fowler 1/16/08 Introduton Classall, the fore on a harged partle n eletr and magnet felds s gven b the Lorentz fore law: v B F = q E+ Ths velot-dependent fore s qute

More information

GEL 446: Applied Environmental Geology

GEL 446: Applied Environmental Geology GE 446: ppled Envronmental Geology Watershed Delneaton and Geomorphology Watershed Geomorphology Watersheds are fundamental geospatal unts that provde a physal and oneptual framewor wdely used by sentsts,

More information

Physics 207: Lecture 20. Today s Agenda Homework for Monday

Physics 207: Lecture 20. Today s Agenda Homework for Monday Physcs 207: Lecture 20 Today s Agenda Homework for Monday Recap: Systems of Partcles Center of mass Velocty and acceleraton of the center of mass Dynamcs of the center of mass Lnear Momentum Example problems

More information

Voltammetry. Bulk electrolysis: relatively large electrodes (on the order of cm 2 ) Voltammetry:

Voltammetry. Bulk electrolysis: relatively large electrodes (on the order of cm 2 ) Voltammetry: Voltammetry varety of eletroanalytal methods rely on the applaton of a potental funton to an eletrode wth the measurement of the resultng urrent n the ell. In ontrast wth bul eletrolyss methods, the objetve

More information

Managing Capacity Through Reward Programs. on-line companion page. Byung-Do Kim Seoul National University College of Business Administration

Managing Capacity Through Reward Programs. on-line companion page. Byung-Do Kim Seoul National University College of Business Administration Managng Caacty Through eward Programs on-lne comanon age Byung-Do Km Seoul Natonal Unversty College of Busness Admnstraton Mengze Sh Unversty of Toronto otman School of Management Toronto ON M5S E6 Canada

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

of concretee Schlaich

of concretee Schlaich Seoul Nat l Unersty Conrete Plastty Hong Sung Gul Chapter 1 Theory of Plastty 1-1 Hstory of truss model Rtter & Morsh s 45 degree truss model Franz Leonhardt - Use of truss model for detalng of renforement.

More information

ECE 6340 Intermediate EM Waves. Fall Prof. David R. Jackson Dept. of ECE. Notes 3

ECE 6340 Intermediate EM Waves. Fall Prof. David R. Jackson Dept. of ECE. Notes 3 C 634 Intermedate M Waves Fall 216 Prof. Davd R. akson Dept. of C Notes 3 1 Types of Current ρ v Note: The free-harge densty ρ v refers to those harge arrers (ether postve or negatve) that are free to

More information

Unit 5: Quadratic Equations & Functions

Unit 5: Quadratic Equations & Functions Date Perod Unt 5: Quadratc Equatons & Functons DAY TOPIC 1 Modelng Data wth Quadratc Functons Factorng Quadratc Epressons 3 Solvng Quadratc Equatons 4 Comple Numbers Smplfcaton, Addton/Subtracton & Multplcaton

More information

PHYS 705: Classical Mechanics. Calculus of Variations II

PHYS 705: Classical Mechanics. Calculus of Variations II 1 PHYS 705: Classcal Mechancs Calculus of Varatons II 2 Calculus of Varatons: Generalzaton (no constrant yet) Suppose now that F depends on several dependent varables : We need to fnd such that has a statonary

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

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

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

Clustering. CS4780/5780 Machine Learning Fall Thorsten Joachims Cornell University

Clustering. CS4780/5780 Machine Learning Fall Thorsten Joachims Cornell University Clusterng CS4780/5780 Mahne Learnng Fall 2012 Thorsten Joahms Cornell Unversty Readng: Mannng/Raghavan/Shuetze, Chapters 16 (not 16.3) and 17 (http://nlp.stanford.edu/ir-book/) Outlne Supervsed vs. Unsupervsed

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

Graphical Analysis of a BJT Amplifier

Graphical Analysis of a BJT Amplifier 4/6/2011 A Graphcal Analyss of a BJT Amplfer lecture 1/18 Graphcal Analyss of a BJT Amplfer onsder agan ths smple BJT amplfer: ( t) = + ( t) O O o B + We note that for ths amplfer, the output oltage s

More information

Welfare Comparisons with a Consumer-Friendly Upstream Firm: Centralized vs. Decentralized Bargaining

Welfare Comparisons with a Consumer-Friendly Upstream Firm: Centralized vs. Decentralized Bargaining Open Journal of Socal Scences 07 5 8-97 http://www.scrp.org/ournal/ss ISSN Onlne: 37-5960 ISSN Prnt: 37-595 Welfare Comparsons wth a Consumer-Frendly Upstream Frm: Centralzed vs. Decentralzed Barganng

More information

Should we care about international tax competition?

Should we care about international tax competition? Should we are about nternatonal tax ompetton? by Pantels Kammas a and Apostols Phlppopoulos b, February 13, 007 Abstrat: We provde a quanttatve assessment of the welfare ost of tax ompetton, or equvalently

More information

Product Policy in Markets with Word-of-Mouth Communication. Technical Appendix

Product Policy in Markets with Word-of-Mouth Communication. Technical Appendix rodut oliy in Markets with Word-of-Mouth Communiation Tehnial Appendix August 05 Miro-Model for Inreasing Awareness In the paper, we make the assumption that awareness is inreasing in ustomer type. I.e.,

More information

Efficient Medium Access Control Design A Game Theoretical Approach

Efficient Medium Access Control Design A Game Theoretical Approach Effent Medum Aess Control Desgn A Game Theoretal Approah Ln Chen, Jean Leneutre Department of Computer Sene and Networkng Éole Natonale Supéreure des Téléommunatons {Ln.Chen, Jean.Leneutre}@enst.fr Abstrat

More information

Uniform Price Mechanisms for Threshold Public Goods Provision with Private Value Information: Theory and Experiment

Uniform Price Mechanisms for Threshold Public Goods Provision with Private Value Information: Theory and Experiment Unform Pre Mehansms for Threshold Publ Goods Provson wth Prvate Value Informaton: Theory and Experment Zh L *, Chrstopher Anderson, and Stephen Swallow Abstrat Ths paper ompares two novel unform pre mehansms

More information

A. Perfect Competition 1. Study Paradigm of Market (Industrial Organization) Market Structure (S) / Behaviors or Conduct (C) / Performance (P)

A. Perfect Competition 1. Study Paradigm of Market (Industrial Organization) Market Structure (S) / Behaviors or Conduct (C) / Performance (P) Lecture 07 Market Structure (I) A. erfect Competton. Study aradgm of Market (Industral Organzaton) Market Structure (S) / Behavors or Conduct (C) / erformance (). erfect Competton Condtons or Assumptons

More information

Exact Inference: Introduction. Exact Inference: Introduction. Exact Inference: Introduction. Exact Inference: Introduction.

Exact Inference: Introduction. Exact Inference: Introduction. Exact Inference: Introduction. Exact Inference: Introduction. Exat nferene: ntroduton Exat nferene: ntroduton Usng a ayesan network to ompute probabltes s alled nferene n general nferene nvolves queres of the form: E=e E = The evdene varables = The query varables

More information

1 The Mistake Bound Model

1 The Mistake Bound Model 5-850: Advanced Algorthms CMU, Sprng 07 Lecture #: Onlne Learnng and Multplcatve Weghts February 7, 07 Lecturer: Anupam Gupta Scrbe: Bryan Lee,Albert Gu, Eugene Cho he Mstake Bound Model Suppose there

More information

Export Subsidies and Timing of Decision-Making

Export Subsidies and Timing of Decision-Making Workng Paper Seres No51, Faculty of Economcs, Ngata Unversty Export Subsdes and Tmng of Decson-Makng An Extenson to the Sequental-Move Game of Brander and Spencer (1985) Model Koun Hamada Seres No51 Address:

More information

Controller Design for Networked Control Systems in Multiple-packet Transmission with Random Delays

Controller Design for Networked Control Systems in Multiple-packet Transmission with Random Delays Appled Mehans and Materals Onlne: 03-0- ISSN: 66-748, Vols. 78-80, pp 60-604 do:0.408/www.sentf.net/amm.78-80.60 03 rans eh Publatons, Swtzerland H Controller Desgn for Networed Control Systems n Multple-paet

More information

Outline. Clustering: Similarity-Based Clustering. Supervised Learning vs. Unsupervised Learning. Clustering. Applications of Clustering

Outline. Clustering: Similarity-Based Clustering. Supervised Learning vs. Unsupervised Learning. Clustering. Applications of Clustering Clusterng: Smlarty-Based Clusterng CS4780/5780 Mahne Learnng Fall 2013 Thorsten Joahms Cornell Unversty Supervsed vs. Unsupervsed Learnng Herarhal Clusterng Herarhal Agglomeratve Clusterng (HAC) Non-Herarhal

More information

Machine Learning: and 15781, 2003 Assignment 4

Machine Learning: and 15781, 2003 Assignment 4 ahne Learnng: 070 and 578, 003 Assgnment 4. VC Dmenson 30 onts Consder the spae of nstane X orrespondng to all ponts n the D x, plane. Gve the VC dmenson of the followng hpothess spaes. No explanaton requred.

More information

SUPPLY. Start with the short run in the very short run there is no supply response:

SUPPLY. Start with the short run in the very short run there is no supply response: UPPLY tart wth the short run n the very short run there s no supply response: Fg. Perfect competton:. Large # of frms,. sellng homogeneous product 3. p max. 4. Prce takers 5. Perfect nformaton 6. No transacton

More information

Classic Oligopoly Models: Bertrand and Cournot

Classic Oligopoly Models: Bertrand and Cournot Classic Oligopoly Models: Bertrand and Cournot Class Note: There are supplemental readings, including Werden (008) Unilateral Competitive Effects of Horizontal Mergers I: Basic Concepts and Models, that

More information

More Ramsey Pricing. (firm willing to produce) Notation: 1 of 6

More Ramsey Pricing. (firm willing to produce) Notation: 1 of 6 EP 7426, Problem Set 3 Len abrera More Ramey Prng regulated frm rodue two rodut, and, and ell them dretly to fnal utomer. onumer demand for thee erve known erfetly, a are the frm' roduton ot. Produt rodued

More information

Problem Set #2 Solutions

Problem Set #2 Solutions 4.0 Sprng 003 Page Proble Set # Solutons Proble : a) A onopolst solves the followng proble: ( Q ) Q C ( )= 00Q Q 0Q ax P Q wth frst-order condton (FOC) b) Gven the results fro part a, Q 90 Q = 0 Q P =

More information

x yi In chapter 14, we want to perform inference (i.e. calculate confidence intervals and perform tests of significance) in this setting.

x yi In chapter 14, we want to perform inference (i.e. calculate confidence intervals and perform tests of significance) in this setting. The Practce of Statstcs, nd ed. Chapter 14 Inference for Regresson Introducton In chapter 3 we used a least-squares regresson lne (LSRL) to represent a lnear relatonshp etween two quanttatve explanator

More information

Oligopoly. Oligopoly. Xiang Sun. Wuhan University. March 23 April 6, /149

Oligopoly. Oligopoly. Xiang Sun. Wuhan University. March 23 April 6, /149 Oligopoly Xiang Sun Wuhan University March 23 April 6, 2016 1/149 Outline 1 Introduction 2 Game theory 3 Oligopoly models 4 Cournot competition Two symmetric firms Two asymmetric firms Many symmetric firms

More information

COS 511: Theoretical Machine Learning. Lecturer: Rob Schapire Lecture # 15 Scribe: Jieming Mao April 1, 2013

COS 511: Theoretical Machine Learning. Lecturer: Rob Schapire Lecture # 15 Scribe: Jieming Mao April 1, 2013 COS 511: heoretcal Machne Learnng Lecturer: Rob Schapre Lecture # 15 Scrbe: Jemng Mao Aprl 1, 013 1 Bref revew 1.1 Learnng wth expert advce Last tme, we started to talk about learnng wth expert advce.

More information