Economic Growth & Development: Part 3 Horizontal Innovation Models: Applications. By Kiminori Matsuyama. Updated on , 6:12:26 PM

Size: px
Start display at page:

Download "Economic Growth & Development: Part 3 Horizontal Innovation Models: Applications. By Kiminori Matsuyama. Updated on , 6:12:26 PM"

Transcription

1 iminori Masuyama Groh & Develomen Par-3 Economic Groh & Develomen: Par 3 orizonal Innovaion Models: licaions By iminori Masuyama Udaed on ::6 PM Page of 6

2 iminori Masuyama Groh & Develomen Par-3 Page of 6 Direced Technological Change Technological Change: Classificaions cemoglu; Ch.5. e ~ is linear homogenous in and and is he sae of echnology. n increase in is abor-augmening arrod-neural if Caial-augmening olo-neural; if TP-augmening icks-neural; if These classificaions should no be confused ih he relaed bu disinc noion of facor-biased. n increase in is abor-biased if 0 ~ ~ r Caial-biased if 0 ~ ~ r Unbiased if 0 ~ ~ r Clearly TP-augmening icks-neural change is unbiased. Bu ho abou labor- or caial-augmening changes?

3 iminori Masuyama Groh & Develomen Par-3 Page 3 of 6 CE examle: r k. If ε > -augmening change is -biased and -augmening change is -biased. If ε < -augmening change is -biased and -augmening change is -biased. If ε = -augmening and -augmening changes are boh unbiased. Inuiion for -augmening change is -biased hen ε <. n increase in labor roduciviy creaes caial shorage and excess suly of labor a he iniial facor rices. This causes a dro in he age/renal raio. When he scoe of subsiuion beeen he o facors limied his dro in he age/renal raio is more han he roduciviy gain and hence he overall effec is agains labor in favor of caial. The maer is more comlicaed because he relaive suly of facors migh also affec he direcion of echnological change.

4 iminori Masuyama Groh & Develomen Par-3 To-ecor ab-equimen Model cemoglu Ch.5.3: Consan inelasic sulies of o-yes of labor &. There are o secors -secor and -secor. The final good is roduced by combining he -good and -good. -ecor ousehold ecor -ecor -good C inal Good ecor -good x ν; 0 ν X Z Z X x ν; 0 ν -Inermediaes -Inermediaes R&D for R&D for Page 4 of 6

5 iminori Masuyama Groh & Develomen Par-3 Page 5 of 6 inal Good ecor: numeraire comeiive ih CR Technology hich combines he -good and -good: Relaive Demand for -good/-good: ih -Goods and -Goods Producion: comeiive ih CR echnology d x 0 ; d x 0 The sae of echnology is no o-dimension } {. orks only ih -inermediaes in he -secor. orks only ih -inermediaes in he -secor.

6 iminori Masuyama Groh & Develomen Par-3 Demand for an -inermediae: x rom Max 0 v x d. x. x -Inermediae roducers: unis of he final good are required o roduce one x x uni of each variey. ence for all ν and. / / x ; / Is scale of oeraion and is rofi boh increase ih he marke size effec and he rice effec. X / ; ; / can be vieed as he roduciviy of. is hence roorional o conrolling for bu ill change ih. imilar exressions hold for ; ence Page 6 of 6

7 iminori Masuyama Groh & Develomen Par-3 Page 7 of 6 Equilibrium Relaive Ouu Price in he hor Run: Relaive uly Relaive Demand here. oe. Relaive acor Price in he hor Run: / ence σ can be vieed as he derived elasiciy of subsiuion beeen &. -augmening change is -biased if σ > and -biased if σ <. -augmening change is -biased if σ > and -biased if σ <.

8 iminori Masuyama Groh & Develomen Par-3 Page 8 of 6 R&D ecors: Z ; Z here he reurns for innovaion are given by s ds du u r s ex ; s ds du u r s ex. long he BGP r & are consan hence so are &. ih is marke size effec & he rice effec. If 0 and 0 higher / cause -augmening change if σ > and -augmening change if σ <.

9 iminori Masuyama Groh & Develomen Par-3 Page 9 of 6 Relaive acor Price in he ong Run: long he BGP. The relaive demand curve is flaer in he long run han in he shor-run / henever because a higher / causes -biased echnological change hich shifs he demand curve ouard. Inuiion: When & are close subsiues σ > higher / causes -augmening change; -augmening change is -biased; ence i is -biased. When & are no so close subsiues σ < higher / causes -augmening change; -augmening change is -biased; ence i is -biased.

10 iminori Masuyama Groh & Develomen Par-3 Eiher ay a higher / induces -biased echnological change. Weak Equilibrium Bias in cemoglu s erminology lso if σ > Bias is so srong ha he relaive demand becomes uard-sloing. rong Equilibrium Bias in cemoglu s erminology cemoglu Ch.5 argue ha hese resuls hel o undersand: Unskill-biased echnological change in he 9 h cenury and more skill-biased echnological change in he 0 h cenury; Temorary decline in he college remium in he sevenies and subsequen rise in he remium in he eighies. This hoever requires σ >. More general lesson is ha a change in he relaive suly of skills no only resonds o biased echnological changes bu also could cause biased echnological changes. Exercise: Comlee he analysis by finding he condiions ensuring he exisence of BGP. oe on Transiion Dynamics: If 0 / 0 / * reaches he BGP. ikeise if 0 / 0 / * he BGP. 0 unil i 0 unil i reaches Page 0 of 6

11 iminori Masuyama Groh & Develomen Par-3 Page of 6 To-ecor noledge-illover Model cemoglu Ch.5.4: Modify he above model by: ouseholds have a consan suly of and. and are used only in - and -secors as before. cieniss are used only in he R&D secor as is only inus insead of he final good. The R&D echnologies are ; ;. here δ inroduces he ersisence in he direcion of R&D. long he BGP. oe: Convergence oards BGP requires σδ <. Too much ersisence and/or subsiuion leads o insabiliy.

12 iminori Masuyama Groh & Develomen Par-3 Page of 6 Relaive acor Prices: uard-sloing for σ > δ under he condiion less sringen han before. Groh Rae: ; ;. * g g * oes: The exisence of BGP is ensured by imosing resricions on arameers θ and ρ. The groh rae is maximized a indeenden of σ or γ /γ.

13 iminori Masuyama Groh & Develomen Par-3 Page 3 of 6 noledge-illover Case ihou cale Effec cemoglu Ch.5.5 o change he above model such ha ouseholds have an inelasic suly of & groing a he rae n. R&D echnology is given by ; ; ; long he BGP uard sloing if σ > λ less sringen condiion han before.

14 iminori Masuyama Groh & Develomen Par-3 -ugmening Technological Change and Endogenously Consan acor hares cemoglu Ch.5.6 kech of he idea no very rigorous: noledge-sillover models ih and insead of hich gros a a consan rae. ; r Wih σ < k / declines as / gros. More -augmening closer o arrod-neural. Bu no urely -augmening and no BGP. r Wih δ =. r/ is consan asymoically. BGP ih urely -augmening i.e. arrod-neural hich is globally sable. Inuiion: Wih σ < caial accumulaion makes he rice of labor and rofis from labor-augmening echnologies rise sufficienly faser hich causes he arrod-neural change keeing he effecive sulies of he o facors in balance. Page 4 of 6

15 iminori Masuyama Groh & Develomen Par-3 Develomen Tras Ciccone and Masuyama Page 5 of 6

16 iminori Masuyama Groh & Develomen Par-3 Endogenous Cycles Masuyama 999 Page 6 of 6

Sudden Stops, Sectoral Reallocations, and Real Exchange Rates

Sudden Stops, Sectoral Reallocations, and Real Exchange Rates Sudden Sops, Secoral Reallocaions, and Real Exchange Raes Timohy J. Kehoe Universiy of Minnesoa Federal Reserve Bank of Minneapolis and Kim J. Ruhl NYU Sern School of Business Wha Happens During a Sudden

More information

Homework 2. is unbiased if. Y is consistent if. c. in real life you typically get to sample many times.

Homework 2. is unbiased if. Y is consistent if. c. in real life you typically get to sample many times. Econ526 Mulile Choice. Homework 2 Choose he one ha bes comlees he saemen or answers he quesion. (1) An esimaor ˆ µ of he oulaion value µ is unbiased if a. ˆ µ = µ. b. has he smalles variance of all esimaors.

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper March 3, 2009 2009 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion by

More information

WORLD GROWTH AND INTERNATIONAL CAPITAL FLOWS IN THE XXI st CENTURY

WORLD GROWTH AND INTERNATIONAL CAPITAL FLOWS IN THE XXI st CENTURY CEPREMAP WORLD GROWTH AND INTERNATIONAL CAPITAL FLOWS IN THE XXI s CENTURY A prospecive analysis wih he INGENUE 2 model by he INGENUE TEAM Michel AGLIETTA and Vladimir BORGY (Cepii), Jean CHATEAU (Ocde),

More information

Economic Growth with Bubbles

Economic Growth with Bubbles Economic Growh wih Bubbles AlberoMarin,andJaumeVenura March 2010 Absrac We develop a sylized model of economic growh wih bubbles. In his model, financial fricions lead o equilibrium dispersion in he raes

More information

Using Rates of Change to Create a Graphical Model. LEARN ABOUT the Math. Create a speed versus time graph for Steve s walk to work.

Using Rates of Change to Create a Graphical Model. LEARN ABOUT the Math. Create a speed versus time graph for Steve s walk to work. 2.4 Using Raes of Change o Creae a Graphical Model YOU WILL NEED graphing calculaor or graphing sofware GOAL Represen verbal descripions of raes of change using graphs. LEARN ABOUT he Mah Today Seve walked

More information

Do Competitive Advantages Lead to Higher Future Rates of Return?

Do Competitive Advantages Lead to Higher Future Rates of Return? Do Compeiive Advanages Lead o Higher Fuure Raes of Reurn? Vicki Dickinson Universiy of Florida Greg Sommers Souhern Mehodis Universiy 2010 CARE Conference Forecasing and Indusry Fundamenals April 9, 2010

More information

Revisiting the Growth of Hong Kong, Singapore, South Korea, and Taiwan, From the Perspective of a Neoclassical Model

Revisiting the Growth of Hong Kong, Singapore, South Korea, and Taiwan, From the Perspective of a Neoclassical Model Revisiing he Growh of Hong Kong, Singapore, Souh Korea, and Taiwan, 978-2006 From he Perspecive of a Neoclassical Model Shu-shiuan Lu * Naional Tsing Hua Univereseiy December, 2008 Absrac This paper sudies

More information

Capacity Utilization Metrics Revisited: Delay Weighting vs Demand Weighting. Mark Hansen Chieh-Yu Hsiao University of California, Berkeley 01/29/04

Capacity Utilization Metrics Revisited: Delay Weighting vs Demand Weighting. Mark Hansen Chieh-Yu Hsiao University of California, Berkeley 01/29/04 Capaciy Uilizaion Merics Revisied: Delay Weighing vs Demand Weighing Mark Hansen Chieh-Yu Hsiao Universiy of California, Berkeley 01/29/04 1 Ouline Inroducion Exising merics examinaion Proposed merics

More information

Paul M. Sommers David U. Cha And Daniel P. Glatt. March 2010 MIDDLEBURY COLLEGE ECONOMICS DISCUSSION PAPER NO

Paul M. Sommers David U. Cha And Daniel P. Glatt. March 2010 MIDDLEBURY COLLEGE ECONOMICS DISCUSSION PAPER NO AN EMPIRICAL TEST OF BILL JAMES S PYTHAGOREAN FORMULA by Paul M. Sommers David U. Cha And Daniel P. Gla March 2010 MIDDLEBURY COLLEGE ECONOMICS DISCUSSION PAPER NO. 10-06 DEPARTMENT OF ECONOMICS MIDDLEBURY

More information

CHAPTER TEST REVIEW, LESSONS 4-1 TO 4-5

CHAPTER TEST REVIEW, LESSONS 4-1 TO 4-5 IB PHYSICS Name: DEVIL PHYSICS Perio: Dae: BADDEST CLASS ON CAMPUS CHAPTER TEST REVIEW, LESSONS 4- TO 4-5 S. Waer waves a he surface of a pon pass a floaing log of lengh L. The log is a res relaive o he

More information

The Construction of a Bioeconomic Model of the Indonesian Flying Fish Fishery

The Construction of a Bioeconomic Model of the Indonesian Flying Fish Fishery Marine Resource Economics, Volume 0, pp. 357372 0738-360/95 $3.00 +.00 Prined in he U.S.A. All righs reserved. Copyrigh 995 Marine Resources Foundaion The Consrucion of a Bioeconomic Model of he Indonesian

More information

Interpreting Sinusoidal Functions

Interpreting Sinusoidal Functions 6.3 Inerpreing Sinusoidal Funcions GOAL Relae deails of sinusoidal phenomena o heir graphs. LEARN ABOUT he Mah Two sudens are riding heir bikes. A pebble is suck in he ire of each bike. The wo graphs show

More information

The t-test. What We Will Cover in This Section. A Research Situation

The t-test. What We Will Cover in This Section. A Research Situation The -es 1//008 P331 -ess 1 Wha We Will Cover in This Secion Inroducion One-sample -es. Power and effec size. Independen samples -es. Dependen samples -es. Key learning poins. 1//008 P331 -ess A Research

More information

Evaluation of a car-following model using systems dynamics

Evaluation of a car-following model using systems dynamics Evaluaion of a car-following model using sysems dynamics Arif Mehmood, rank Saccomanno and Bruce Hellinga Deparmen of Civil Engineering, Universiy of Waerloo Waerloo, Onario, Canada N2 3G1 Tel: 519 888

More information

Making Sense of Genetics Problems

Making Sense of Genetics Problems Bio 101 Ms. Bledsoe Making Sense of Geneics roblems Monohbrid crosses Le s sar wih somehing simle: crossing wo organisms and waching how one single rai comes ou in he offsring. Le s use eas, as Mendel

More information

The Great Recession in the U.K. Labour Market: A Transatlantic View

The Great Recession in the U.K. Labour Market: A Transatlantic View The Grea Recession in he U.K. Labour Marke: A Transalanic View Michael W. L. Elsby (Edinburgh, Michigan, NBER) Jennifer C. Smih (Warwick) Bank of England, 25 March 2011 U.K. and U.S. unemploymen U.K. unemploymen

More information

CS 410/584, Algorithm Design & Analysis, Lecture Notes 5

CS 410/584, Algorithm Design & Analysis, Lecture Notes 5 CS 4/584,, Ford-Fulkeron Mehod Flow maximizaion in a nework (graph) wih capaciie Baic idea: Find a pah from ource o arge ha ill ha flow capaciy (augmening pah) Add he maximum flow allowed along hi pah

More information

A Stable Money Demand: Looking for the Right Monetary Aggregate

A Stable Money Demand: Looking for the Right Monetary Aggregate A Sable Money Demand: Looking for he Righ Moneary Aggregae Pedro Teles Federal Reserve Bank of Chicago, CEPR. Ruilin Zhou Pennsylvania Sae Universiy January, 2005 Absrac In his paper, we argue ha M1 is

More information

AP Physics 1 Per. Unit 2 Homework. s av

AP Physics 1 Per. Unit 2 Homework. s av Name: Dae: AP Physics Per. Uni Homework. A car is driven km wes in hour and hen 7 km eas in hour. Eas is he posiive direcion. a) Wha is he average velociy and average speed of he car in km/hr? x km 3.3km/

More information

Economics 487. Homework #4 Solution Key Portfolio Calculations and the Markowitz Algorithm

Economics 487. Homework #4 Solution Key Portfolio Calculations and the Markowitz Algorithm Economics 87 Homework # Soluion Key Porfolio Calculaions and he Markowiz Algorihm A. Excel Exercises: (10 poins) 1. Download he Excel file hw.xls from he class websie. This file conains monhly closing

More information

Avoiding Component Failure in Industrial Refrigeration Systems

Avoiding Component Failure in Industrial Refrigeration Systems Avoiding Componen Failure in Indusrial Refrigeraion Sysems By Tim Kroeger, segmen markeing manager indusrial refrigeraion, Asia Pacific & India The aricle caegorises and gives examples of ypical componen

More information

Time & Distance SAKSHI If an object travels the same distance (D) with two different speeds S 1 taking different times t 1

Time & Distance SAKSHI If an object travels the same distance (D) with two different speeds S 1 taking different times t 1 www.sakshieducaion.com Time & isance The raio beween disance () ravelled by an objec and he ime () aken by ha o ravel he disance is called he speed (S) of he objec. S = = S = Generally if he disance ()

More information

Type Control action Setpoint range Air Weight Volume flow % capacity I n /h kg. Pressure diff. 1) Pa

Type Control action Setpoint range Air Weight Volume flow % capacity I n /h kg. Pressure diff. 1) Pa 7.0/ RL 0 & 0: neumaic volume-flow conroller Used in conjuncion wih an orifice plae or a dnamic pressure sensor and a pneumaic damper drive for conrolling he air volume in air-condiioning ssems. For fixed,

More information

Capital Asset Pricing Model and Arbitrage Pricing Theory

Capital Asset Pricing Model and Arbitrage Pricing Theory Aarhus School of Business M. Sc. of Finance and Inernaional Business Dearmen of Finance Fuglesangs Allé 4 DK-821 Aarhus V Maser Thesis Caial Asse Pricing Model and Arbirage Pricing Theory An alicaion of

More information

Overview. Do white-tailed tailed and mule deer compete? Ecological Definitions (Birch 1957): Mule and white-tailed tailed deer potentially compete.

Overview. Do white-tailed tailed and mule deer compete? Ecological Definitions (Birch 1957): Mule and white-tailed tailed deer potentially compete. COMPETITION BETWEEN MULE AND WHITE- TAILED DEER METAPOPULATIONS IN NORTH-CENTRAL WASHINGTON E. O. Garon, Kris Hennings : Fish and Wildlife Dep., Univ. of Idaho, Moscow, ID 83844 Maureen Murphy, and Seve

More information

Robust specification testing in regression: the FRESET test and autocorrelated disturbances

Robust specification testing in regression: the FRESET test and autocorrelated disturbances Robust specification testing in regression: the FRESET test and autocorrelated disturbances Linda F. DeBenedictis and David E. A. Giles * Policy and Research Division, Ministry of Human Resources, 614

More information

67.301/1. RLP 10: Pneumatic volume-flow controller. Sauter Components

67.301/1. RLP 10: Pneumatic volume-flow controller. Sauter Components 7.0/ RL 0: neumaic volume-flow conroller How energ efficienc is improved For demand-led conrol of he air volume in office rooms. Areas of applicaion Conrol of he suppl and exhaus air of individual rooms

More information

Stock Return Expectations in the Credit Market

Stock Return Expectations in the Credit Market Sock Reurn Expecaions in he Credi Marke Hans Bysröm * Sepember 016 In his paper we compue long-erm sock reurn expecaions (across he business cycle) for individual firms using informaion backed ou from

More information

KINEMATICS IN ONE DIMENSION

KINEMATICS IN ONE DIMENSION chaper KINEMATICS IN ONE DIMENSION Secion 2.1 Displacemen Secion 2.2 Speed and Velociy 1. A paricle ravels along a curved pah beween wo poins P and Q as shown. The displacemen of he paricle does no depend

More information

Proportional Reasoning

Proportional Reasoning Proporional Reasoning Focus on Afer his lesson, you will be able o... solve problems using proporional reasoning use more han one mehod o solve proporional reasoning problems When you go snowboarding or

More information

Reliability Design Technology for Power Semiconductor Modules

Reliability Design Technology for Power Semiconductor Modules Reliabiliy Design Technology for Power Semiconducor Modules Akira Morozumi Kasumi Yamada Tadashi Miyasaka 1. Inroducion The marke for power semiconducor modules is spreading no only o general-purpose inverers,

More information

Keywords: overfishing, voluntary vessel buy back programs, backward bending supply curve, offshore fisheries in Taiwan

Keywords: overfishing, voluntary vessel buy back programs, backward bending supply curve, offshore fisheries in Taiwan EVALUATION AND SIMULATION OF FISHING CAPACITY AND BACKWARD- BENDING SUPPLY OF THE OFFSHORE FISHERY IN TAIWAN Chin-Hwa Sun, Insiue of Applied Economics, Naional Taiwan Ocean Universiy, jsun@mail.nou.edu.w

More information

Examining the limitations for visual anglecar following models

Examining the limitations for visual anglecar following models Examining he limiaions for visual anglecar following models Al Obaedi, JTS and Yousif, S Tile Auhors Type URL Published Dae 009 Examining he limiaions for visual angle car following models Al Obaedi, JTS

More information

1 A B C D E F G H I J K L M N O P Q R S { U V W X Y Z 1 A B C D E F G H I J K L M N O P Q R S { U V W X Y Z

1 A B C D E F G H I J K L M N O P Q R S { U V W X Y Z 1 A B C D E F G H I J K L M N O P Q R S { U V W X Y Z o ffix uden abel ere uden ame chool ame isric ame/ ender emale ale onh ay ear ae of irh an eb ar pr ay un ul ug ep c ov ec as ame irs ame lace he uden abel ere ae uden denifier chool se nly rined in he

More information

Explore Graphs of Linear Relations. 1. a) Use a method of your choice to determine how much water will be needed each day of a seven-day cruise.

Explore Graphs of Linear Relations. 1. a) Use a method of your choice to determine how much water will be needed each day of a seven-day cruise. . Graphing Linear Relaions Focus on Aer his lesson, ou will be able o graph linear relaions mach equaions o linear relaions wih graphs solve problems b graphing a linear relaion and analsing he graph Tina

More information

The Current Account as A Dynamic Portfolio Choice Problem

The Current Account as A Dynamic Portfolio Choice Problem Public Disclosure Auhorized Policy Research Working Paper 486 WPS486 Public Disclosure Auhorized Public Disclosure Auhorized The Curren Accoun as A Dynamic Porfolio Choice Problem Taiana Didier Alexandre

More information

EXAMINING THE FEASIBILITY OF PAIRED CLOSELY-SPACED PARALLEL APPROACHES

EXAMINING THE FEASIBILITY OF PAIRED CLOSELY-SPACED PARALLEL APPROACHES EXAMINING THE FEASIBILITY OF PAIRED CLOSELY-SPACED PARALLEL APPROACHES Seven J. Landry and Amy R. Priche Georgia Insiue of Technology Alana GA 30332-0205 ABSTRACT Paired closely-spaced parallel approaches

More information

PRESSURE SENSOR TECHNICAL GUIDE INTRODUCTION FEATURES OF ELECTRIC PRESSURE SENSOR. Photoelectric. Sensor. Proximity Sensor. Inductive. Sensor.

PRESSURE SENSOR TECHNICAL GUIDE INTRODUCTION FEATURES OF ELECTRIC PRESSURE SENSOR. Photoelectric. Sensor. Proximity Sensor. Inductive. Sensor. Proximiy INTRDUCTIN Pressur sensor The sensor convers of gases or liquid ino elecrical magniude wih he sensing elemen, and generaes he analog oupu proporional o applied level or he swiching oupu oggled

More information

Contingent Valuation Methods

Contingent Valuation Methods ECNS 432 Ch 15 Contingent Valuation Methods General approach to all CV methods 1 st : Identify sample of respondents from the population w/ standing 2 nd : Respondents are asked questions about their valuations

More information

The Management of Fishery in the Lagoon of Venice

The Management of Fishery in the Lagoon of Venice The Managemen of Fishery in he Lagoon of Venice Luca Rosseo Dep. TeAF, Universiy of Padova (Ialy) AGRIPOLI via Romea, 352 Legnaro (PD) ITALY e-mail rosseo@agripolis.unipd.i Absrac. Recenly, Medierranean

More information

Market Timing with GEYR in Emerging Stock Market: The Evidence from Stock Exchange of Thailand

Market Timing with GEYR in Emerging Stock Market: The Evidence from Stock Exchange of Thailand Journal of Finance and Invesmen Analysis, vol. 1, no. 4, 2012, 53-65 ISSN: 2241-0998 (prin version), 2241-0996(online) Scienpress Ld, 2012 Marke Timing wih GEYR in Emerging Sock Marke: The Evidence from

More information

Chapter : Linear Motion 1

Chapter : Linear Motion 1 Te: Chaper 2.1-2.4 Think and Eplain: 1-3 Think and Sole: --- Chaper 2.1-2.4: Linear Moion 1 NAME: Vocabulary: disance, displacemen, ime, consan speed, consan elociy, aerage, insananeous, magniude, ecor,

More information

KEY CONCEPTS AND PROCESS SKILLS. 1. An allele is one of the two or more forms of a gene present in a population. MATERIALS AND ADVANCE PREPARATION

KEY CONCEPTS AND PROCESS SKILLS. 1. An allele is one of the two or more forms of a gene present in a population. MATERIALS AND ADVANCE PREPARATION Gene Squares 61 40- o 2 3 50-minue sessions ACIVIY OVERVIEW P R O B L E M S O LV I N G SUMMARY Sudens use Punne squares o predic he approximae frequencies of rais among he offspring of specific crier crosses.

More information

QUANTITATIVE FINANCE RESEARCH CENTRE. Optimal Time Series Momentum QUANTITATIVE FINANCE RESEARCH CENTRE QUANTITATIVE F INANCE RESEARCH CENTRE

QUANTITATIVE FINANCE RESEARCH CENTRE. Optimal Time Series Momentum QUANTITATIVE FINANCE RESEARCH CENTRE QUANTITATIVE F INANCE RESEARCH CENTRE QUANTITATIVE FINANCE RESEARCH CENTRE QUANTITATIVE F INANCE RESEARCH CENTRE QUANTITATIVE FINANCE RESEARCH CENTRE Research Paper 353 January 15 Opimal Time Series Momenum Xue-Zhong He, Kai Li and Youwei

More information

296 Finance a úvěr-czech Journal of Economics and Finance, 64, 2014, no. 4

296 Finance a úvěr-czech Journal of Economics and Finance, 64, 2014, no. 4 JEL Classificaion: C32, F31, G11 Keywords: Emerging Easern Europe, sock and currency markes, porfolio, VaR Effeciveness of Porfolio Diversificaion and he Dynamic Relaionship beween Sock and Currency Markes

More information

SPECIAL WIRE ROPES The Value Line

SPECIAL WIRE ROPES The Value Line SPECIAL WIRE ROPES The Value Line INTRODUCTION Qualiy Producs, Ousanding Service and Comprehensive Technical Suppor I s wha oday s indusries expec from heir supplier parners. And ha s wha WireCo WorldGroup

More information

What is a Practical (ASTM C 618) SAI--Strength Activity Index for Fly Ashes that can be used to Proportion Concretes Containing Fly Ash?

What is a Practical (ASTM C 618) SAI--Strength Activity Index for Fly Ashes that can be used to Proportion Concretes Containing Fly Ash? 2017 World of Coal Ash (WOCA) Conference in Lexingon, KY - May 9-11, 2017 hp://www.flyash.info/ Wha is a Pracical (ASTM C 618) SAI--Srengh Aciviy Index for Fly Ashes ha can be used o Proporion Concrees

More information

Chapter / rev/min Ans. C / in. C mm Ans teeth Ans. C / mm Ans.

Chapter / rev/min Ans. C / in. C mm Ans teeth Ans. C / mm Ans. Chaper 13 13-1 dp 17 / 8 15 in N 110 dg dp 15 4375 in N3 544 NG PdG 84375 35 eeh C 15 4375 / 35 in Ans Ans ng 1600 15 / 60 400 rev/min Ans p m 3 mm Ans C 3 15 60 115 mm Ans 13-13-3 N G 16 4 64 eeh Ans

More information

Neural Networks II. Chen Gao. Virginia Tech Spring 2019 ECE-5424G / CS-5824

Neural Networks II. Chen Gao. Virginia Tech Spring 2019 ECE-5424G / CS-5824 Neural Networks II Chen Gao ECE-5424G / CS-5824 Virginia Tech Spring 2019 Neural Networks Origins: Algorithms that try to mimic the brain. What is this? A single neuron in the brain Input Output Slide

More information

8/31/11. the distance it travelled. The slope of the tangent to a curve in the position vs time graph for a particles motion gives:

8/31/11. the distance it travelled. The slope of the tangent to a curve in the position vs time graph for a particles motion gives: Physics 101 Tuesday Class 2 Chaper 2 Secions 2.1-2.4 Displacemen and disance Velociy and speed acceleraion Reading Quiz The slope of he angen o a curve in he posiion vs ime graph for a paricles moion gives:

More information

James Sefton and Sylvain Champonnois London Quant Conference September 2012

James Sefton and Sylvain Champonnois London Quant Conference September 2012 Dynamic Porfolio Opimisaion wih Trading Coss James Sefon and Sylvain Champonnois London Quan Conference Sepember 2012 Tracabiliy and Transparency Imporan Quans have needed o upgrade heir approach To rebalance

More information

Instruction Manual. Rugged PCB type. 1 Terminal Block. 2 Function. 3 Series Operation and Parallel Operation. 4 Assembling and Installation Method

Instruction Manual. Rugged PCB type. 1 Terminal Block. 2 Function. 3 Series Operation and Parallel Operation. 4 Assembling and Installation Method Rugged PCB ype Insrucion Manual 1 Terminal Block Funcion.1...4.5.6.7 Inpu volage range Inrush curren limiing Overcurren proecion Overvolage proecion Oupu volage adjusmen range Isolaion Remoe ON/OFF E9

More information

Mattaponi Sundowners

Mattaponi Sundowners Maaponi Sundowner STAGES FOR SATURDAY, APRIL 22, 2017 Sage Wrien by: Cody Maverick Sory Line: Anyway he Wind Blow Rider Wrien by David Bryan Recorded by The Marhall Tucker Band Lyric: I go oe oney in y

More information

Performance Optimization of Markov Models in Simulating Computer Networks

Performance Optimization of Markov Models in Simulating Computer Networks Proceedings of he World Congress on Engineering and Copuer Science 9 Vol I WCECS 9, Ocober -, 9, San Francisco, USA Perforance Opiizaion of Marov Models in Siulaing Copuer Newors Nisrine Sinno, Hussein

More information

Centre for Investment Research Discussion Paper Series. Momentum Profits and Time-Varying Unsystematic Risk

Centre for Investment Research Discussion Paper Series. Momentum Profits and Time-Varying Unsystematic Risk Cenre for Invesmen Research Discussion Paper Series Discussion Paper # 08-0* Momenum Profis and Time-Varying Unsysemaic Risk Cenre for Invesmen Research O'Rahilly Building, Room 3.0 Universiy College Cork

More information

Endogenous Fishing Mortality in Life History Models: Relaxing Some Implicit Assumptions

Endogenous Fishing Mortality in Life History Models: Relaxing Some Implicit Assumptions Endogenous Fishing Moraliy in Life Hisory Models: Relaxing Some Implici Assumpions Marin D. Smih * Nicholas School of he Environmen and Earh Sciences Duke Universiy Box 90328 Durham, NC 27708 (919) 613-8028

More information

Simulation based approach for measuring concentration risk

Simulation based approach for measuring concentration risk MPRA Munich Personal RePEc Archive Simulaion based approach for measuring concenraion risk Kim, Joocheol and Lee, Duyeol UNSPECIFIED February 27 Online a hp://mpra.ub.uni-muenchen.de/2968/ MPRA Paper No.

More information

COVER S UNIVERSAL PORTFOLIO, STOCHASTIC PORTFOLIO THEORY AND THE NUMÉRAIRE PORTFOLIO

COVER S UNIVERSAL PORTFOLIO, STOCHASTIC PORTFOLIO THEORY AND THE NUMÉRAIRE PORTFOLIO COVER S UNIVERSAL PORFOLIO, SOCHASIC PORFOLIO HEORY AND HE NUMÉRAIRE PORFOLIO CHRISA CUCHIERO, WALER SCHACHERMAYER AND ING-KAM LEONARD WONG Absrac. Cover s celebraed heorem saes ha he long run yield of

More information

FORECASTING TECHNIQUES ADE 2013 Prof Antoni Espasa TOPIC 1 PART 2 TRENDS AND ACCUMULATION OF KNOWLEDGE. SEASONALITY HANDOUT

FORECASTING TECHNIQUES ADE 2013 Prof Antoni Espasa TOPIC 1 PART 2 TRENDS AND ACCUMULATION OF KNOWLEDGE. SEASONALITY HANDOUT FORECASTING TECHNIQUES ADE 2013 Prof Anoni Espasa TOPIC 1 PART 2 TRENDS AND ACCUMULATION OF KNOWLEDGE. SEASONALITY HANDOUT February 2013 MAIN FACTORS CAUSING TRENDS Increases in populaion. Seady inflaion.

More information

Improving Measurement Uncertainty of Differential Pressures at High Line Pressures & the Potential Impact on the Global Economy & Environment.

Improving Measurement Uncertainty of Differential Pressures at High Line Pressures & the Potential Impact on the Global Economy & Environment. Improving Measuremen Uncerainy of Differenial Pressures a igh Line Pressures & he Poenial Impac on he Global Economy & Environmen. Speaker/uhor: Mike Collins Fluke Calibraion 5 urricane Way Norwich. NR6

More information

Mattaponi Sundowners

Mattaponi Sundowners Maaponi Sundowner STAGES FOR SATURDAY, February 25, 2017 Sage Wrien by: Cody Maverick Sory Line: Sage Convenion SASS STAGE CONVENTIONS Fro Shooer Handbook v22.3 Sage Convenion, or andard range behavior,

More information

Constructing Absolute Return Funds with ETFs: A Dynamic Risk-Budgeting Approach. July 2008

Constructing Absolute Return Funds with ETFs: A Dynamic Risk-Budgeting Approach. July 2008 Consrucing Absolue Reurn Funds wih ETFs: A Dynamic Risk-Budgeing Approach July 2008 Noël Amenc Direcor, EDHEC Risk & Asse Managemen Research Cenre Professor of Finance, EDHEC Business School noel.amenc@edhec-risk.com

More information

Semester Review Session

Semester Review Session Semeser Review Session We will have a semeser review session on Wednesda, 1/10 a -4pm, here in room MPHY 03. If ou have a quesion(s ha ou would like me o go over, please drop me an email wih he problem

More information

Testing Portfolio Efficiency with Non-Traded Assets: Taking into Account Labor Income, Housing and Liabilities

Testing Portfolio Efficiency with Non-Traded Assets: Taking into Account Labor Income, Housing and Liabilities Tesing Porfolio Efficiency wih Non-Traded Asses: Taking ino Accoun Labor Income, Housing and Liabiliies Roy Kouwenberg Mahidol Universiy and Erasmus Universiy Roerdam Thierry Pos Erasmus Universiy Roerdam

More information

Monte Carlo simulation modelling of aircraft dispatch with known faults

Monte Carlo simulation modelling of aircraft dispatch with known faults Loughborough Universiy Insiuional Reposiory Mone Carlo simulaion modelling of aircraf dispach wih known fauls This iem was submied o Loughborough Universiy's Insiuional Reposiory by he/an auhor. Ciaion:

More information

Can Optimized Portfolios Beat 1/N?

Can Optimized Portfolios Beat 1/N? Can Opimized Porfolios Bea 1/N? This disseraion is presened in par fulfillmen of he requiremen for he compleion of an MSc in Economics in he Deparmen of Economics, Universiy of Konsanz, and an MSc in Economics

More information

Automatic air-main charging and pressure control system for compressed air supplies

Automatic air-main charging and pressure control system for compressed air supplies Auomaic air-main charging and pressure conrol sysem for compressed air supplies Type PCS A module from he sysem -vacorol Swiching on-off a compressed air uni in a compressed air supply generally akes place

More information

Application of System Dynamics in Car-following Models

Application of System Dynamics in Car-following Models Applicaion of Sysem Dynamics in Car-following Models Arif Mehmood, rank Saccomanno and Bruce Hellinga Deparmen of Civil Engineering, Universiy of Waerloo Waerloo, Onario, Canada N2 3G1 E-mail: saccoman@uwaerloo.ca

More information

Machine Learning for Stock Selection

Machine Learning for Stock Selection Machine Learning for Sock Selecion Rober J. Yan Compuer Science Dep., The Uniersiy of Wesern Onario jyan@csd.uwo.ca Charles X. Ling Compuer Science Dep., The Uniersiy of Wesern Onario cling@csd.uwo.ca

More information

Reproducing laboratory-scale rip currents on a barred beach by a Boussinesq wave model

Reproducing laboratory-scale rip currents on a barred beach by a Boussinesq wave model See discussions, sas, and auhor profiles for his publicaion a: hps://www.researchgae.ne/publicaion/9977 Reproducing laboraory-scale rip currens on a barred beach by a Boussinesq wave model Aricle in Journal

More information

A Study on the Powering Performance of Multi-Axes Propulsion Ships with Wing Pods

A Study on the Powering Performance of Multi-Axes Propulsion Ships with Wing Pods Second Inernaional Symposium on Marine Propulsors smp amburg Germany une A Sudy on he Powering Performance of Muli-Axes Propulsion Ships wih Wing Pods eungwon Seo Seokcheon Go Sangbong Lee and ungil Kwon

More information

Semi-Fixed-Priority Scheduling: New Priority Assignment Policy for Practical Imprecise Computation

Semi-Fixed-Priority Scheduling: New Priority Assignment Policy for Practical Imprecise Computation Semi-Fixed-Prioriy Scheduling: New Prioriy Assignmen Policy for Pracical Imprecise Compuaion Hiroyuki Chishiro, Akira Takeda 2, Kenji Funaoka 2 and Nobuyuki Yamasaki School of Science for Open and Environmen

More information

INSTALLATION AND OPERATION MANUAL

INSTALLATION AND OPERATION MANUAL 1,000 POUND CAPACITY MOTORCYCLE / ATV LIFT IMPORTANT SAFETY INSTRUCTIONS SAVE THESE INSTRUCTIONS PLEASE READ THE ENTIRE CONTENTS OF THIS MANUAL PRIOR TO INSTALLATION AND OPERATION. BY PROCEEDING WITH LIFT

More information

ANALYSIS OF RELIABILITY, MAINTENANCE AND RISK BASED INSPECTION OF PRESSURE SAFETY VALVES

ANALYSIS OF RELIABILITY, MAINTENANCE AND RISK BASED INSPECTION OF PRESSURE SAFETY VALVES ANALYSIS OF RELIABILITY, MAINTENANCE AND RISK BASED INSPECTION OF PRESSURE SAFETY VALVES Venilon Forunao Francisco Machado Mechanical Engineering Dep, Insiuo Superior Técnico, Av. Rovisco Pais, 049-00,

More information

Betting Against Beta

Betting Against Beta Being Agains Bea Andrea Frazzini and Lasse H. Pedersen * This draf: Ocober 5, 2010 Absrac. We presen a model in which some invesors are prohibied from using leverage and oher invesors leverage is limied

More information

Measuring Returns to Scale in Nineteenth-Century French Industry Technical Appendix

Measuring Returns to Scale in Nineteenth-Century French Industry Technical Appendix Measuring Returns to Scale in Nineteenth-Century French Industry Technical Appendix Ulrich Doraszelski Hoover Institution, Stanford University March 2004 Formal Derivations Gross-output vs value-added

More information

Macro Sensitive Portfolio Strategies

Macro Sensitive Portfolio Strategies Marke Insigh Macro Sensiive Porfolio Sraegies Marke Insigh Macro Sensiive Porfolio Sraegies Macroeconomic Risk and Asse Cash Flows Kur Winkelmann, Raghu Suryanarayanan, Ludger Henschel, and Kaalin Varga

More information

2017 MCM/ICM Merging Area Designing Model for A Highway Toll Plaza Summary Sheet

2017 MCM/ICM Merging Area Designing Model for A Highway Toll Plaza Summary Sheet Team#55307 Page 1 of 25 For office use only T1 T2 T3 T4 Team Conrol Number 55307 Problem Chosen B For office use only F1 F2 F3 F4 2017 MCM/ICM Merging Area Designing Model for A Highway Toll Plaza Summary

More information

Simulation of Scattering Acoustic Field in Rod and Identify of. Ultrasonic Flaw Detecting Signal

Simulation of Scattering Acoustic Field in Rod and Identify of. Ultrasonic Flaw Detecting Signal 17h Word onference on Nondesrucive Tesing, 5-8 Oc 008, Shanghai, hina Simuaion of Scaering Acousic Fied in Rod and Idenify of Urasonic Faw Deecing Signa Ke-Yi YUAN 1, Wen-Ai SONG 1, Yi-Fang HEN 1 1 Deparmen

More information

Outline. Objectives. Objectives. Objectives Progressive waves. Wave motion. Wave motion

Outline. Objectives. Objectives. Objectives Progressive waves. Wave motion. Wave motion Chaper. Liew Sau Poh Wave moion Ouline. Progressive Waves. Wave Inensi.3 Principle of Superposiion.4 Sanding Waves.5 Elecromagneic Waves Objecives a) inerpre and use he progressive wave equaion, = a sin

More information

Strategic Decision Making in Portfolio Management with Goal Programming Model

Strategic Decision Making in Portfolio Management with Goal Programming Model American Journal of Operaions Managemen and Informaion Sysems 06; (): 34-38 hp://www.sciencepublishinggroup.com//aomis doi: 0.648/.aomis.0600.4 Sraegic Decision Making in Porfolio Managemen wih Goal Programming

More information

Zelio Control Measurement Relays RM4L Liquid Level Relays

Zelio Control Measurement Relays RM4L Liquid Level Relays Zelio Conrol Measuremen elays FNCTIONS These devices monior he levels of conducive liquids. They conrol he acuaion of pumps or valves o regulae levels; hey are also suiable for proecing submersible pumps

More information

Time-Variation in Diversification Benefits of Commodity, REITs, and TIPS 1

Time-Variation in Diversification Benefits of Commodity, REITs, and TIPS 1 Time-Variaion in Diversificaion Benefis of Commodiy, REITs, and TIPS 1 Jing-zhi Huang 2 and Zhaodong Zhong 3 This Draf: July 11, 2006 Absrac Diversificaion benefis of hree ho asse classes, Commodiy, Real

More information

Bill Turnblad, Community Development Director City of Stillwater Leif Garnass, PE, PTOE, Senior Associate Joe DeVore, Traffic Engineer

Bill Turnblad, Community Development Director City of Stillwater Leif Garnass, PE, PTOE, Senior Associate Joe DeVore, Traffic Engineer Memorandum SRF No. 16 94 To: From: Bill Turnblad, Communiy Developmen Direcor Ciy of Sillwaer Leif Garnass, PE, PTOE, Senior Associae Joe DeVore, Traffic Engineer Dae: November 9, 16 Subjec: Downown Plan

More information

ON-BOTTOM STABILITY CALCULATIONS FOR FIBRE OPTIC SUBMARINE CABLES

ON-BOTTOM STABILITY CALCULATIONS FOR FIBRE OPTIC SUBMARINE CABLES ON-BOTTOM STABILITY CALCULATIONS FOR FIBRE OPTIC SUBMARINE CABLES Inge Vintermyr (Nexans ray AS) Email: Nexans ray AS, PO.Box 6450 Etterstad, N-0605 Oslo, ray. Abstract: This

More information

The APT with Lagged, Value-at-Risk and Asset Allocations by Using Econometric Approach

The APT with Lagged, Value-at-Risk and Asset Allocations by Using Econometric Approach Proceedings of he 16 Inernaional Conference on Indusrial Engineering and Operaions Managemen Deroi, USA, Sepember 3-5, 16 he AP wih Lagged, Value-a-Risk and Asse Allocaions by Using Economeric Approach

More information

Breeding Incentive Programs and Demand for California Thoroughbred Racing: The Tradeoff Between Quantity and Quality. Martin D.

Breeding Incentive Programs and Demand for California Thoroughbred Racing: The Tradeoff Between Quantity and Quality. Martin D. Breeding Incenive Programs and Demand for California horoughbred Racing: he radeoff Beween Quaniy and Qualiy by Marin D. Smih Deparmen of Agriculural and Resource Economics Universiy of California, Davis

More information

The credit portfolio management by the econometric models: A theoretical analysis

The credit portfolio management by the econometric models: A theoretical analysis The credi porfolio managemen by he economeric models: A heoreical analysis Abdelkader Derbali To cie his version: Abdelkader Derbali. The credi porfolio managemen by he economeric models: A heoreical analysis.

More information

Lifecycle Funds. T. Rowe Price Target Retirement Fund. Lifecycle Asset Allocation

Lifecycle Funds. T. Rowe Price Target Retirement Fund. Lifecycle Asset Allocation Lifecycle Funds Towards a Dynamic Asse Allocaion Framework for Targe Reiremen Funds: Geing Rid of he Dogma in Lifecycle Invesing Anup K. Basu Queensland Universiy of Technology The findings of he Mercer

More information

DYNAMIC portfolio optimization is one of the important

DYNAMIC portfolio optimization is one of the important , July 2-4, 2014, London, U.K. A Simulaion-based Porfolio Opimizaion Approach wih Leas Squares Learning Chenming Bao, Geoffrey Lee, and Zili Zhu Absrac This paper inroduces a simulaion-based numerical

More information

"Pecos Bill Rides a Tornado" Stages Written by: Striker

Pecos Bill Rides a Tornado Stages Written by: Striker "Pecos Bill Rides a Tornado" Sages Wrien by: Sriker Now everyone in he Wes knows ha Pecos Bill could ride anyhing. No bronco could hrow hi, no sir! Fac is, I only heard of Bill geing' hrowed once in his

More information

BIOECONOMIC DYNAMIC MODELLING OF THE CHILEAN SOUTHERN DEMERSAL FISHERY

BIOECONOMIC DYNAMIC MODELLING OF THE CHILEAN SOUTHERN DEMERSAL FISHERY IIFET 21 Monpellier Proceedings BIOECONOMIC DYNAMIC MODELLING OF THE CHILEAN SOUTHERN DEMERSAL FISHERY Rene Cerda- D'Amico, School of Marine Sciences, Ponificia Universidad Caolica de Valparaiso, rcerda@ucv.cl

More information

Research on ESC Hydraulic Control Unit Property and Pressure Estimation

Research on ESC Hydraulic Control Unit Property and Pressure Estimation Research on ESC Hydraulic Control Unit Property and Pressure Estimation Liu Wei, Ding Haitao *, and Guo Konghui State Key Libratory of Automobile Dynamic Simulation, Jilin University, Changchun 30025,

More information

Market timing and statistical arbitrage: Which market timing opportunities arise from equity price busts coinciding with recessions?

Market timing and statistical arbitrage: Which market timing opportunities arise from equity price busts coinciding with recessions? Journal of Applied Finance & Banking, vol.1, no.1, 2011, 53-81 ISSN: 1792-6580 (prin version), 1792-6599 (online) Inernaional Scienific Press, 2011 Marke iming and saisical arbirage: Which marke iming

More information

Unsystematic Risk. Xiafei Li Cass Business School, City University. Joëlle Miffre Cass Business School, City University

Unsystematic Risk. Xiafei Li Cass Business School, City University. Joëlle Miffre Cass Business School, City University The Universiy of Reading Momenum Profis and Time-Varying Unsysemaic Risk Xiafei Li Cass Business School, Ciy Universiy Joëlle Miffre Cass Business School, Ciy Universiy Chris Brooks ICMA Cenre, Universiy

More information

Aerodynamic Analyses of Horizontal Axis Wind Turbine By Different Blade Airfoil Using Computer Program

Aerodynamic Analyses of Horizontal Axis Wind Turbine By Different Blade Airfoil Using Computer Program ISSN : 2250-3021 Aerodynamic Analyses of Horizontal Axis Wind Turbine By Different Blade Airfoil Using Computer Program ARVIND SINGH RATHORE 1, SIRAJ AHMED 2 1 (Department of Mechanical Engineering Maulana

More information

An Alternative Mathematical Model for Oxygen Transfer Evaluation in Clean Water

An Alternative Mathematical Model for Oxygen Transfer Evaluation in Clean Water An Alernaive Mahemaical Model for Oxygen Transfer Evaluaion in Clean Waer Yanjun (John) He 1, PE, BCEE 1 Kruger Inc., 41 Weson Parkway, Cary, NC 27513 Email: john.he@veolia.com ABSTRACT Energy consumpion

More information

Rolling ADF Tests: Detecting Rational Bubbles in Greater China Stock Markets

Rolling ADF Tests: Detecting Rational Bubbles in Greater China Stock Markets Singapore Managemen Universiy Insiuional Knowledge a Singapore Managemen Universiy Disseraions and Theses Collecion (Open Access) Disseraions and Theses 2008 Rolling ADF Tess: Deecing Raional Bubbles in

More information

Gas Source Localisation by Constructing Concentration Gridmaps with a Mobile Robot

Gas Source Localisation by Constructing Concentration Gridmaps with a Mobile Robot Gas Source Localisaion by Consrucing Concenraion Gridmaps wih a Mobile Robo Achim Lilienhal 1, Tom Ducke 2 1 W.-Schickard-Ins. of Comp. Science, Universiy of Tübingen, D-72076 Tübingen, Germany lilien@informaik.uni-uebingen.de

More information