Duration, convexity and portfolio immunization

Size: px
Start display at page:

Download "Duration, convexity and portfolio immunization"

Transcription

1 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess Duraio, covexiy ad porfolio immuizaio Some priciples of bods prices As is kow, a bod s price is give by: C C C F + r r( + ( + + F If we derive ha wih respec o is parameers, C, F, r ad or, parially, we ca examie how is price is affeced. A aleraive mehod is o examie i usig umerical values. Amog he priciples, we ca ame he followig: (i) The higher he r, he lower is, because: C F Example (i): F,000, C 00, r 0.0,...0.0, 0 (ιι) The bod prices chage over ime, if r C F, because: Cl( + Fl( + ( C rf)l( + γ) r( + r( +

2 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess Example (ii): F,000, C 00, r(a) 0.0, r(b) 0.08, r(c) 0., 0, 5, 0, 5, 0 The followig able shows he bod prices for various & r r 0.0,000,000,000,000,000 r 0.08,000,079.85,34.9,7.8,96.36 r 0., This meas ha premium bods fall over ime, while discou bods icrease. Boh will reach F a 0. (iii) For similar ieres rae chages, he shor bods are less volaile compared o log bods If a corporaio issues loger bods, i will pay he give coupos per period, irrespecively if he ieres rae icreases (ad herefore he corporaio will pay less) or falls (ad cosequely he corporaio will pay more). I addiio, if he ieres rae falls, i would be beer if i could issue ew oes a lower coupos. Tha would be easier if i had shor bods o replace ad raher expesive if i had loger bods o replace. This ca explai why he shor bods are, relaively, risk free. Example (iii): F,000, C 00, r 0.0,..., 0.0,,..., 0 The followig hree-dimesioal graph shows clearly ha he shorer bods are less volaile ha he loger oes, for all chages i yield o mauriy.

3 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess (iv) The more freque he coupo paymes, he lower he volailiy if he yield chages This is due o he fac ha he ivesor who receives C ofe, she ca save ha o a higher ieres rae, if i icreases. Such a opio does o exis if C is paid seldom. A similar argume applies if he ieres rae declies. Example (iv): F,000, C A 00 (per yea, C B 00 (every secod yea,, r 0.05, 0.0, 0.0. The followig able shows i. r 0.05 r 0.0 r 0.0 Volailiy Α,09.97, % Β,097.5, % (v) There exis a liear (posiive) relaioship bewee a bods price ad is coupo, as for similar bods wih same ime o mauriy, because: C r r( + > 0 Example (v): F,000, C 0,...,60, r 0.0, 0 C 0 ( + 0.) 0. 0.( + 0.) , ad, if C ( + 0.) This implies ha C. (vi) The %-chage of he large coupo bod is lower ha of he small coupo bod. Example (vi): F 00, C A 0, C B, 5, r 0.08, 0.0, 0.. 3

4 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess r 0.08 r 0.0 r 0. Volailiy Α % Β % Why? The aswer is foud i he bods duraio. Duraio From he priciple (i) above, i is clear ha whe he ieres rae icreases (decreases) he price of a bod decreases (icreases), oher higs beig uchaged. This egaive relaioship hough is more complicaed. O oe had, he price of a bod falls as he ieres rae icreases, because he coupo paymes are worh less. O he oher had, from priciple (vi) we ca argue ha hese paymes ca be reivesed a he higher ieres rae. Thus, a some poi, hese wo effecs will cacel each oher. The ime where hese effecs cacel each oher is called a bod s duraio (Du. There are various mehods o defie ad esimae he duraio. Below we will defie i wih wo aleraive (ad ideical) formulas. Boh defiiios are plausible if coupos are cosa ad are paid a specific periods (ofe per year or per half yea. Duraio as elasiciy We showed above ha: C F () We ca express ha derivaive as elasiciy, by muliplyig i wih: ( +. The produc becomes he bod s duraio. 4

5 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess + ( C F ( ( C + F Dur () This formula shows he perceage chage of a bod s price caused by a perceage chage of ieres rae, ad is measured i years. Corary from he bod s legal life o mauriy, i.e., he duraio shows he bod s ecoomic life. The ecoomic life is always shorer ha he legal life for all o zero-coupo bods. The ecoomic ad legal lives coicide for he zero-coupo bods, because boh such bods pay oly pricipal a mauriy day. Example: F,000, C 30, r 0.0, 4. Is price is,095.0, ad -3, r Therefore, is duraio is: Dur ( 3,375.75) years.,095.0 If isead, C 0, is price is 683.0, ad -,483.68, r implyig duraio of: Dur (,483.68). 4 years Duraio as average ime of all cash flows uil mauriy Accordig o his mehod, he duraio is defied as: Dur w, where, w discoued cash flows. ( F + C ), i.e., weighs based o For he same example we obai he same duraio as he able below shows. 5

6 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess eriod F + C (F+C)(.) - w (3)/ Dur()*(4) () () (3) (4) (5) , Sum, A impora advaage wih duraio is ha i provides he same iformaio as hree variables (r, C ad ). Isead of checkig all of hem, whe bod prices are compared, i is sufficie o compare heir duraio. A disadvaage wih duraio hough is ha i requires horizoal yield curve, i.e. shor ad log ieres raes a he same level. Duraio ad volailiy The duraio ca be used o esimae a bod s volailiy (σ). The formula () ca be rewrie as: ( + r ) Dur Dur (3) ( + r ) Tha shows how a bod s price chages, if he ieres rae chages (give is Dur ad ). For he same example, we ca esimae is volailiy if he ieres rae icreases, or falls wih 0.5 perceage uis , (.0), i.e. a ew price of, ,078., ad, 3.39( ) 0.005, , i.e. a ew price of, (.0) 6.87,.97.,.97,078. Thus he bod s volailiy is: σ ,095. 6

7 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess Volailiy ca also be defied as: σ Dur (4) ( + Tha formula provides of course he same volailiy because, σ % (.). If we derive (4) wih respec o Dur, we obai: V volailiy. > 0, i.e., he loger he duraio, he higher he riciples of Duraio (i) < 0, ad, > 0 Thus, he duraio falls as ime passes (which is obvious), a dimiishig rae (i.e., i is covex). The bod porfolios mus herefore be rebalaced, if oe wishes o keep a give duraio. (ii) < 0, ad, > 0 r r The duraio falls a higher ieres raes, a dimiishig rae, because he mos rece coupo paymes are discoued by higher ieres raes ad coribue herefore o a lower weigh. I our example, if r chages from 0.0 o 0.5, he duraio falls from 3.39 o approximaely 3.3 years. (iii) > 0, ad, < 0 Log bods have obviously loger duraio, eve if he duraio rae declies. Tha depeds o he fac ha duraio is iflueced by oher parameers as well ad o oly o he ime o mauriy. (iv) < 0, ad, > 0 C C 7

8 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess The duraio falls for higher coupo paymes, a dimiishig rae, because he higher he coupo, he higher he weigh ha he firs coupos receive. We showed previously ha zero-coupo bods have he loges duraio. Thus, if oe wishes o keep a log duraio, should seek for bods payig low coupos. Covexiy Whe he duraio is expressed as elasiciy, i would lead o rough approximaios for large chages i he ieres raes. Addiioal measures are herefore eeded, o ake io cosideraio boh he curvaure ad he sesiiviy of ieres rae chages. Such a measure which is ofe used is he covexiy (Co). The secod derivae of price wih respec o ieres rae is give from (5): ( + ) C + + ( + ) F + 0 (5) As wih he case of duraio, we ca also express his derivaive as ( + elasiciy, by muliplyig i wih. The oucome, see below, is covexiy. ( ) + r ( + ) C ( + ) C + ( + ) F + + ( + ) F + Co (6) Sice covexiy ad duraio are relaed posiively o each oher, he same priciples apply as for duraio. For isace higher ieres raes or coupo paymes would lead o lower covexiy, while loger bods would lead o higher covexiy. Higher covexiy should be preferred o lower covexiy, if wo bods have he same duraio, as he followig figure shows. If he 8

9 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess ieres rae icreases, he bod s price wih he higher covexiy will fall less. Similarly, if he ieres rae declies he same bod will icrease more, compared o he bod wih lower covexiy. Bods wih similar duraio bu differe covexiies High Low 0 T r0 r Immuizaio of ieres rae chages Very ofe, pesio fuds ad isurace compaies seek afer bods wih loger duraio, because heir liabiliies (obligaio paymes) ake place i he fuure. O he oher had, bods wih log mauriies are more volaile i ieres rae chages. They mus herefore fid a bod porfolio ha immuizes (euralises) hese effecs. Obviously, a bod porfolio s fuure value depeds o he yield curve ha prevails uil he mauriy day. If he fuure value of liabiliies is equal o he fuure value of bod porfolio a every poi of ime, he obligaios are fully immuized, o maer if he yield curve shifs upward or dowward. A simple immuizaio sraegy o achieve ha is o equae he bod porfolio s duraio (ad covexiy) wih he liabiliies duraio (ad covexiy). Le us examie his sraegy, wih he help of duraio oly. 9

10 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess Example: Compay Alfa ows a machie ha res i o Bea, over a period of 8 years. Bea pays yearly re paymes (coupos) of m. SEK; r %. Alfa s V 8 milllio (.) 9.94 millio V ( ) Because, C millio. is duraio is: Dur - (-34.65) 3. 9 years (.) 34.65, Alfa ca secure his V 9,94 m. SEK, by issuig, for isace, wo bods, a zero-coupo for year (wih a V equal o X) ad a 6- year level coupo bod (wih a V equal o Y), so ha he weighed average duraio will be equal o 3.9 years. For simpliciy, assume ha he yield of he 6-year bod is also equal o%. Obviously, X + Y Ay liear combiaio of X, such as.9 m. ad Y, such as 8.03 m., mus herefore lead o he followig weighed average duraio of 3.9 years, i.e.,.9 Dur x Dur 9.94 y years. Sice Dur x, Alfa mus issue a 6-year level coupo bod Y, wih Dur y 4.6 years. Oher combiaios ha he above, for isace 5 % a -year bod (i.e.,485 m. SEK) ad 75 % a 6-year bod (i.e. 7,455 m. SEK.), would icrease Dur y o 4.86 years. If he ieres rae icreases o 3 %, from (3) we obai: D ( 3.9) ,. i.e. a ew V If he 6-year bod has he same duraio as before (4.6 years), ad he proporios remaied uchaged (i.e. o rebalace of porfolio akes place), hese bods, immuize almos perfecly. 0

11 //004 Chrisos apahrisodoulou, Mälardale Uiversiy, School of Busiess Aleraively, small chages are eeded o immuize perfecly. For isace, he ew proporios mus be: X (9.597 ) + Y (4.6) X X + (4.6) 3.9 X ad Y Noice ha hese proporios are almos equal o he previous oes, sice: Aoher possibiliy is of course o decrease he duraio, or o ry o reegoiae he corac ad re he machie o less ha 8 years.

1 1 1, ,000 1, , ,000 1, , ,000 1,150

1 1 1, ,000 1, , ,000 1, , ,000 1,150 . Which of the followig $,000 face-value securities has the lowest yield to maturity? A) a 5 percet coupo bod sellig for $,000 B) a 0 percet coupo bod sellig for $,000 C) a 5 percet coupo bod sellig for

More information

P Fra Cv. Since this is a zero coupon bond, our formula simplifies to that P=500, n=10, C=1000 and we need to find j. 10

P Fra Cv. Since this is a zero coupon bond, our formula simplifies to that P=500, n=10, C=1000 and we need to find j. 10 Chapter 6 Sectio 1. (F11HW) Yacy purchases a 10 year zero coupo bod for 500 ad will be paid 1000 at ed of 10 years. Calculate the aual effective retur received by Yacy. Solutio: Remember the formula, P

More information

Numerical Solution of Ordinary Differentiation Equations

Numerical Solution of Ordinary Differentiation Equations Numerical Soluio of Ordiar Differeiaio Equaios Oulie Boudar value problem Shooig mehod Fiie differece mehod Higher-Order Equaios ad Ssems Summar of Chaper 6 Numerical Mehods We-Chieh Li Boudar Value Problems

More information

P Fra Cv. Since this is a zero coupon bond, our formula simplifies to that P=500, n=10, C=1000 and we need to find j. 10

P Fra Cv. Since this is a zero coupon bond, our formula simplifies to that P=500, n=10, C=1000 and we need to find j. 10 Chapter 6 Sectio 1. Haie purchases a 10 year zero coupo bod for 500 ad will be paid 1000 at ed of 10 years. Calculate the aual effective retur received by Haie. Solutio: Remember the formula, P Fra Cv.

More information

Mathematical Modelling in Radioactive Waste Leaching Studies

Mathematical Modelling in Radioactive Waste Leaching Studies Mahemaical Modellig i Radioacive Wase Leachig Sudies I. B. Plecas Vica Isiue of Nucleare Scieces, P.O. BOX 5 11001 Belgrade, Serbia ad Moeegro E-mail: iplecas@vi.bg.ac.yu Absrac. Traspor pheomea ivolved

More information

FACTORS INFLUENCING THE RESIDENCE TIME DISTRIBUTION IN CONTINUOUSLY-FED BATCH-TAPPED FURNACES. *R.T. Jones and Q.G. Reynolds

FACTORS INFLUENCING THE RESIDENCE TIME DISTRIBUTION IN CONTINUOUSLY-FED BATCH-TAPPED FURNACES. *R.T. Jones and Q.G. Reynolds 4 FACTORS INFLUENCING THE RESIDENCE TIME DISTRIBUTION IN CONTINUOUSLYFED BATCHTAPPED FURNACES *R.T. Joes ad Q.G. Reyolds Pyromeallurgy Divisio, Miek 00 Malibogwe Drive Privae Bag X305, Radburg, 5, Souh

More information

Competitive balance in sports leagues and the paradox of power

Competitive balance in sports leagues and the paradox of power Working Paper eries, Paper No. 06-8 Compeiive balance in spors leagues and he paradox of power efan zymanski Ocober 006 Absrac I is generally hough ha compeiive equilibrium in spors leagues involves oo

More information

THE CUSUM CHART FOR MONITORING SHORT PRODUCTION RUNS

THE CUSUM CHART FOR MONITORING SHORT PRODUCTION RUNS THE CUSUM CHART FOR MOITORIG SHORT PRODUCTIO RUS George ees ad George Tagaras Arisole Uiversiy of Thessaloiki Deparme of Mechaical Egieerig 5424 Thessaloiki, Greece el.: +3 23 9967 fax.: +3 23 9968 gees@auh.gr,

More information

Polymer Viscoelasticity

Polymer Viscoelasticity Polymer Viscoelasiciy 2.12.214 The Ideal Elasic Response Ideal elasic response For he ideal elasic maerial, he mechanical response is described by Hooke s law: E where σ is he applied sress, ε is he srain,

More information

Recent applications of operations research and efficient MIP formulations in open pit mining

Recent applications of operations research and efficient MIP formulations in open pit mining Rece applicaios of operaios research ad efficie MIP formulaios i ope pi miig S. Ramaza ad R. Dimirakopoulos Research fellow, ad professor ad direcor, respecively, W.H. Brya Miig Geology Research Cere,

More information

Research on Common Mode Noise Evaluation Method *

Research on Common Mode Noise Evaluation Method * Research o Commo Mode Noise Evaluaio Mehod * Yoggao Zhag, Yali Gao, Mig Yao Qiag Dog School of Elecrical ad Elecroics Egieerig School of Elecrical ad Elecroics Egieerig Eas Chia Jiaoog Uiversiy Hubei Uiversiy

More information

FORECAST MODEL OF HEAT DEMAND

FORECAST MODEL OF HEAT DEMAND FORECAST MODEL OF HEAT DEMAND Absrac: The paper deals wih he uilizaion of ime series predicion for conrol of echnological process in real ime. An improvemen of echnological process conrol level can be

More information

April 17-18, Stat Corner Deep Dive on Elasticities

April 17-18, Stat Corner Deep Dive on Elasticities April 17-18, 2013 Sa Corner Deep Dive on Elasiciies rice Response -- The Theoreical High Ground» Consumers maximize uiliy subjec o he prices of goods and services and heir budges. When he price of a normal

More information

On The Use of Replacement Model to Determine the Appropriate Time to Replace a Deteriorating Industrial Equipment

On The Use of Replacement Model to Determine the Appropriate Time to Replace a Deteriorating Industrial Equipment IOR Joural o Mahemaics IOR-JM e-in: 2278-5728, p-in:239-765x. Volume, Issue 2 Ver. I Mar-Apr. 24, PP 9-3 www.iosrjourals.org O The Use o Replaceme Model o Deermie he Appropriae Time o Replace a Deerioraig

More information

Evaluating the Viability of Shea Butter Production: A Comparative Analysis

Evaluating the Viability of Shea Butter Production: A Comparative Analysis Research Joural of Fiace ad Accouig ISSN 2222-1697 (Pape ISSN 2222-2847 (Olie) Evaluaig he Viabiliy of Shea Buer Producio: A Comparaive Aalysis Harua Issahaku (Correspodig auho www.iise.org Deparme of

More information

SHEET MOLDING COMPOUND (SMC) CHARACTERIZATION USING SPIRAL FLOW

SHEET MOLDING COMPOUND (SMC) CHARACTERIZATION USING SPIRAL FLOW SHEET MOLDING COMPOUND SMC CHARACTERIZATION USING SPIRAL FLOW Michael Rabiovich 1, Kae L. Olsavsky 1, Burr Bud Leach, Mauricio Cabrera-Ríos 3 ad José M. Casro 1 1 Deparme of Idusrial, Weldig & Sysems Egieerig

More information

A Note on Price and Quantity Competition in Differentiated Oligopolies

A Note on Price and Quantity Competition in Differentiated Oligopolies August 17, 1999 A Note o Price ad Quatity Competitio i Differetiated Oligopolies Joas Häcer Departmet of Ecoomics, Stocholm Uiversity S-106 91 Stocholm, Swede Phoe: +46-8-163049 Fax: +46-8-159482 E-mail:

More information

The Effects of a Tax. Econ 410: Micro Theory. Recall from last time. The Effects of a Tax. Competitive Markets and Policy. Slide 3. Slide 1.

The Effects of a Tax. Econ 410: Micro Theory. Recall from last time. The Effects of a Tax. Competitive Markets and Policy. Slide 3. Slide 1. lide 1 lide 3 The Effecs of a Tax Econ 410: Micro Theory ompeiive Markes and Policy Monday, November 19 h, 2007 u in his world nohing can be said o be cerain, excep deah and axes. -enjamin Franklin How

More information

A MIXED MODE COHESIVE LAW INCLUDING INTERFACE DILATATION UNDER NEAR MODE II FRACTURE

A MIXED MODE COHESIVE LAW INCLUDING INTERFACE DILATATION UNDER NEAR MODE II FRACTURE THE 9 TH INTERNATIONAL CONFERENCE ON COMPOSITE MATERIALS Absrac A MIXED MODE COHESIVE LAW INCLUDING INTERFACE DILATATION UNDER NEAR MODE II FRACTURE A mixed mode cohesive law is preseed for he represeaio

More information

Department of Chemistry University of Texas at Austin

Department of Chemistry University of Texas at Austin Electrochemistry Uit Activity RAQ KEY PART I. Lithium is used i two types of batteries, disposable lithium batteries ad rechargeable lithium io batteries. Lithium io is foud i the Earth s crust boud up

More information

CH302 Unit 8 Day 6 RAQ. Vanden Bout/LaBrake Spring 2013

CH302 Unit 8 Day 6 RAQ. Vanden Bout/LaBrake Spring 2013 CH302 Uit 8 Day 6 RAQ Vade Bout/LaBrake Sprig 2013 Name: UTEID: PART I. Lithium is used i two types of batteries, disposable lithium batteries ad rechargeable lithium io batteries. Lithium io is foud i

More information

Exponential Growth and Decay

Exponential Growth and Decay Connecing Algebra o Advanced Placemen* Mahemaics A Resource and Sraegy Guide Exponenial Growh and Decay Objecive: To give sudens pracice in solving he ype of exponenial growh and decay problems similar

More information

A New Legal and Regulatory Framework for the Greek Gas Market

A New Legal and Regulatory Framework for the Greek Gas Market A New Legal ad Regulatory Framework for the Greek Gas Market 8 th Greek Natioal Eergy Coferece: Eergy ad Developmet 2003 Carlos Lapuerta The Brattle Group November 27, 2003 15 Berers Street Lodo, W1T 3LJ

More information

Equilibrium concentration of interstitial atoms

Equilibrium concentration of interstitial atoms Equilibrium cocetratio of iterstitial atoms may metals, especially i trasitio metals, iterstitial atoms such as carbo, itroge, oxyge, hydroge ca be preset up to a certai extet depedig o the metal. There

More information

ECN Supply & Demand Practice Problem Solutions

ECN Supply & Demand Practice Problem Solutions ECN 150 - upply & emand Pracice Problem oluions Ryan afner Fall 2015 For each quesion, explain how he sory affecs he marke and why. raw a new graph o reflec he sory. Label all new curves, prices, and quaniies.

More information

Saving, Investment and Growth in India: Evidence from Cointegration and Causality Tests

Saving, Investment and Growth in India: Evidence from Cointegration and Causality Tests Ecoomic Aleraives, 8, Issue, pp. 55-68 Savig, Ivesme ad Growh i Idia: Evidece from Coiegraio ad Causaliy Tess Ider Sekhar Yadav* Phaidra Goyari** R. K. Mishra*** Summary This sudy examies he log-ru equilibrium

More information

Objectives of Chapters 7,8

Objectives of Chapters 7,8 Objecives of Chapers 7,8 Planning Demand and Supply in a SC: (Ch7, 8, 9) Ch7 Describes mehodologies ha can be used o forecas fuure demand based on hisorical daa. Ch8 Describes he aggregae planning mehodology

More information

Strategic Information Systems Planning

Strategic Information Systems Planning Course Overview CISB444 Sraegic Informaion Sysems Planning Sraegic Planning for Informaion Sysems explores he impac ha informaion sysems (IS) and informaion echnology (IT) have on business performance

More information

Prediction of Oil Price using ARMA Method for Years 2003 to 2011

Prediction of Oil Price using ARMA Method for Years 2003 to 2011 Ieraioal Joural of Academic Research i Accouig, Fiace ad Maageme Scieces Vol. 3, No., Jauary 03, pp. 7 79 ISSN: 5-839 03 HRMARS www.hrmars.com Predicio of Oil Price usig ARMA Mehod for Years 003 o 0 Abdalali

More information

Time Series Descriptive Methods

Time Series Descriptive Methods Time Series Descripive Mehods Summar... 1 Daa Ipu... 3 Aalsis Summar... 4 Daa Table... 4 Aalsis Opios... 5 Horizoal Time Sequece Plo... 6 Verical Time Sequece Plo... 7 Auocorrelaios... 8 Auocorrelaio Fucio...

More information

Hydroinformatics Module 4: Numerical Methods I

Hydroinformatics Module 4: Numerical Methods I I.Popesc:Nmerical Mehods I /5/0 Hydroiormaics Modle 4: Nmerical Mehods I Lecre 3 ad 4: PDE, Hyperbolic PDE, Sabiliy, Accracy I.Popesc /5/0 Nmerical Mehods 5-Parial Diereial Eqaios /5/0 Nmerical Mehods

More information

Socio-economic analysis of beekeeping and the effects of beehive types on honey production

Socio-economic analysis of beekeeping and the effects of beehive types on honey production Africa Joural of Agriculural Research Vol. 5(22), pp. 33-38, 18 November, 21 Available olie a hp://www.academicjourals.org/ajar ISSN 1991-637X 21 Academic Jourals Full Legh Research Paper Socio-ecoomic

More information

Time Allocation by Farm Households and Endogenous Farm Structure: Implications for Ag. Policy. Ashok K. Mishra

Time Allocation by Farm Households and Endogenous Farm Structure: Implications for Ag. Policy. Ashok K. Mishra Time Allocaion by Farm Households and Endogenous Farm Srucure: Implicaions for Ag. Policy Ashok K. Mishra Inroducion I is ypical o focus policy quesions on he agriculural business (e.g., concenrae on farm

More information

Socio-economic analysis of beekeeping and the effects of beehive types on honey production

Socio-economic analysis of beekeeping and the effects of beehive types on honey production Africa Joural of Agriculural Research Vol. 6(12), pp. 275-271, 18 Jue, 211 Available olie a hp://www.academicjourals.org/ajar DOI: 1.5897/AJAR9.655 ISSN 1991-637X 211 Academic Jourals Full Legh Research

More information

Segregation Heterozygote self-pollinated same genotype Self-pollination 3:1 phenotypic ratio the recessive allele was passed on, unchanged alleles

Segregation Heterozygote self-pollinated same genotype Self-pollination 3:1 phenotypic ratio the recessive allele was passed on, unchanged alleles Segregaion Heerozygoe Mendel did no cross-pollinae his generaion. He self-pollinaed hem because he inferred hey were all he same genoype. Mendel looks surprised in he caroon because when he firs performed

More information

Help and support for personal and business customers. Rothesay branch closure 26/06/2018

Help and support for personal and business customers. Rothesay branch closure 26/06/2018 Help ad support for persoal ad busiess customers Rothesay brach closure 26/06/2018 Facts are correct as at 14/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Rothesay

More information

West Ealing branch closure 22/05/2018. Help and support for personal and business customers

West Ealing branch closure 22/05/2018. Help and support for personal and business customers West Ealig brach closure 22/05/2018 Help ad support for persoal ad busiess customers Facts are correct as at 12/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of

More information

Real Wages, Inflation and Labour Productivity in Australia

Real Wages, Inflation and Labour Productivity in Australia MPRA Muich Persoal RePEc Archive Real Wages, Iflaio ad Labour Produciviy i Ausralia Sae Kumar ad Do J. Webber ad Geoff Perry Aucklad Uiversiy of Techology 6. November 2009 Olie a hp://mpra.ub.ui-mueche.de/9293/

More information

Help and support for personal and business customers. Duns branch closure 05/06/2018

Help and support for personal and business customers. Duns branch closure 05/06/2018 Help ad support for persoal ad busiess customers Dus brach closure 05/06/2018 Facts are correct as at 13/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Dus to

More information

HYENA is based on a mathematical iteration process as follows:

HYENA is based on a mathematical iteration process as follows: HYENA (HYdro ENergy simulaor) Some Issues i a Simulaio Model of a Hydro Thermal Power Sysem. Skuli Johasso, Aad veldi ehf, Reykjavik, Icelad skuli@veldi.is ad Elias B Eliasso The Naioal Power Compay, Icelad,

More information

Does Non-Conventional Education Investment Make Profitable Private Return in Malaysia?

Does Non-Conventional Education Investment Make Profitable Private Return in Malaysia? Does No-Coveioal Educaio Ivesme Make Profiable Privae Reur i Malaysia? Nahakumar Logaaha Faculy of Maageme ad Ecoomics, Uiversii Malaysia Tereggau 21030 Kuala Tereggau, Tereggau, Malaysia Tel: 60-9-668-4154

More information

Modern Approach In Concrete Segmental Design

Modern Approach In Concrete Segmental Design 37 35 33 31 29 27 25 23 21 19 17 15 13 11 9 7 5 3 1 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 38 36 34 32 30 28 26 24 22 20 18 16 14 12 10 8 6 4 2 1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31

More information

A new definition of efficiency in pallet storage: DCS, the DAMBACH Compact Shuttle system

A new definition of efficiency in pallet storage: DCS, the DAMBACH Compact Shuttle system A ew defiitio of efficiecy i pallet storage: DCS, the DAMBACH Compact Shuttle system DCS, the ew DAMBACH Compact Shuttle system for high-bay warehouses, itroduces a uprecedeted efficiecy ito pallet storage

More information

EFFECTS ON INVESTMENT OF THE 2003 CAP REFORM: A HOUSEHOLD PRODUCTION MODEL FOR DUTCH DAIRY FARMS

EFFECTS ON INVESTMENT OF THE 2003 CAP REFORM: A HOUSEHOLD PRODUCTION MODEL FOR DUTCH DAIRY FARMS EFFECTS N INVESTMENT F THE 2003 CAP REFRM: A HUSEHLD PRDUCTIN MDEL FR DUTCH DAIRY FARMS Jack Peerlings Agriculural Economics and Rural Policy Group Wageningen Universiy Hollandseweg 1 6706 KN Wageningen

More information

Dartmouth branch closure 11/06/2018. Help and support for personal and business customers

Dartmouth branch closure 11/06/2018. Help and support for personal and business customers Dartmouth brach closure 11/06/2018 Help ad support for persoal ad busiess customers Facts are correct as at 09/03/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Dartmouth

More information

Causality between Bank s major activities and Economic Growth: Evidences from Pakistan

Causality between Bank s major activities and Economic Growth: Evidences from Pakistan MPRA Muich Persoal RePEc Archive Causaliy bewee Bak s major aciviies ad Ecoomic Growh: Evideces from Pakisa Saba Mushaq Karachi Uiversiy Busiess School, Uiversiy of Karachi, Pakisa 5 Jauary 206 Olie a

More information

Penistone branch closure 27/06/2018. Help and support for personal and business customers

Penistone branch closure 27/06/2018. Help and support for personal and business customers Peistoe brach closure 27/06/2018 Help ad support for persoal ad busiess customers Facts are correct as at 09/03/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Peistoe

More information

Time-Varying Effects of Oil Supply Shocks on the US Economy

Time-Varying Effects of Oil Supply Shocks on the US Economy Time-Varying Effecs of Oil Supply Shocks on he US Economy Chrisiane Baumeiser Ghen Universiy Ger Peersman Ghen Universiy 5h PhD Meeing of he Royal Economic Sociey London, January 16-17, 21 12 Moivaion

More information

UNISA ECONOMIC RESEARCH WORKING PAPER SERIES

UNISA ECONOMIC RESEARCH WORKING PAPER SERIES UNISA ECONOMIC RESEARCH WORKING PAPER SERIES AN EMPIRICAL ANALYSIS OF DISAGGREGATED GOVERNMENT EXPENDITURE AND ECONOMIC GROWTH IN SOUTH AFRICA Temiope L.A. Leshoro Workig Paper 10/2017 Uiversiy of Souh

More information

Real Exchange Rate Misalignments and U.S. Exports to Asia

Real Exchange Rate Misalignments and U.S. Exports to Asia Real Exchage Rae Misaligmes ad U.S. Expors o sia Dosse Toulaboe For Hays Sae Uiversiy This paper examies real exchage rae misaligmes i seve sia couries ad heir impacs o U.S. expors. aalyical framework

More information

Jianqing Chen. Jan Stallaert

Jianqing Chen. Jan Stallaert RESEARCH ARTICLE AN ECONOMIC ANALYSIS OF ONLINE ADVERTISING USING EHAVIORAL TARGETING Jiaqig Che Jidal School of Maagemet, The Uiversity of Texas at Dallas, 8 West Campbell Road, Richardso, TX 758 U.S.A.

More information

Saffron Walden branch closure 18/06/2018. Help and support for personal and business customers

Saffron Walden branch closure 18/06/2018. Help and support for personal and business customers Saffro Walde brach closure 18/06/2018 Help ad support for persoal ad busiess customers Facts are correct as at 13/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of

More information

Problem Set 1 Oligopoly, market shares and concentration indexes

Problem Set 1 Oligopoly, market shares and concentration indexes Advaced Idustrial Ecoomics Sprig 2018 Joha Steek 24 March 2018 Problem Set 1 Oligopoly, market shares ad cocetratio idexes This problem set gives you some experiece i workig with formal oligopoly models.

More information

Help and support for personal and business customers. North Berwick branch closure 25/06/2018

Help and support for personal and business customers. North Berwick branch closure 25/06/2018 Help ad support for persoal ad busiess customers North Berwick brach closure 25/06/2018 Facts are correct as at 14/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers

More information

Chem 155 Spring 2009 Terrill Quiz 1 Page 1 of 6

Chem 155 Spring 2009 Terrill Quiz 1 Page 1 of 6 Chem 55 Sprig 2009 Terrill Quiz Page of 6. Arseic is a toxic metal. The EPA has set a upper limit of 0 ppb of Arseic i drikig water. The expected value i muicipal water is 5 ppb. Your ICP- MS istrumet

More information

Section 5.2: Using the Normal Distribution with Sample Means, Quality Control

Section 5.2: Using the Normal Distribution with Sample Means, Quality Control Sectio 5.2: Usig the Normal Distributio with Sample Meas, Quality Cotrol Learig goals for this chapter: Defie samplig variability ad uderstad how to miimize it. Uderstad the differece betwee parameters

More information

Help and support for personal and business customers. Lockerbie branch closure 21/06/2018

Help and support for personal and business customers. Lockerbie branch closure 21/06/2018 Help ad support for persoal ad busiess customers Lockerbie brach closure 21/06/2018 Facts are correct as at 14/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Lockerbie

More information

Totnes branch closure 21/05/2018. Help and support for personal and business customers

Totnes branch closure 21/05/2018. Help and support for personal and business customers Totes brach closure 21/05/2018 Help ad support for persoal ad busiess customers Facts are correct as at 09/03/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Totes

More information

Help and support for personal and business customers. Saltcoats branch closure 20/06/2018

Help and support for personal and business customers. Saltcoats branch closure 20/06/2018 Help ad support for persoal ad busiess customers Saltcoats brach closure 20/06/2018 Facts are correct as at 14/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Saltcoats

More information

Nowcasting Annual National Accounts with Quarterly Indicators: An Assessment of Widely Used Benchmarking Methods

Nowcasting Annual National Accounts with Quarterly Indicators: An Assessment of Widely Used Benchmarking Methods WP/16/71 Nowcasig Aual Naioal Accous wih Quarerly Idicaors: A Assessme of Widely Used Bechmarkig Mehods by Marco Marii IMF Workig Papers describe research i progress by he auhor(s) ad are published o elici

More information

Everybody Reads The Batavian

Everybody Reads The Batavian Everybody Reads The Batavia The Batavia is the local ews site that more people visit everyday. We were very impressed with the respose we received for a special sale we ra recetly. We polled our customers

More information

Richmond Yorks branch closure 12/06/2018. Help and support for personal and business customers

Richmond Yorks branch closure 12/06/2018. Help and support for personal and business customers Richmod Yorks brach closure 12/06/2018 Help ad support for persoal ad busiess customers Facts are correct as at 09/03/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers

More information

Mortimer branch closure 25/06/2018. Help and support for personal and business customers

Mortimer branch closure 25/06/2018. Help and support for personal and business customers Mortimer brach closure 25/06/2018 Help ad support for persoal ad busiess customers Facts are correct as at 09/03/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of Mortimer

More information

The long and short run forcing variables of purchasing power parity of ASEAN-5

The long and short run forcing variables of purchasing power parity of ASEAN-5 E3 Joural of Busiess Maageme ad Ecoomics Vol. 4(3). pp. 066-081, March, 2013 Available olie hp://www.e3jourals.org ISSN 2141-7482 E3 Jourals 2013 Full legh research paper The log ad shor ru forcig variables

More information

CONSTRUCTING CONFIDENCE INTERVALS FOR POLARIZATION MODE DISPERSION. Warrick Erlank

CONSTRUCTING CONFIDENCE INTERVALS FOR POLARIZATION MODE DISPERSION. Warrick Erlank CNSTRUCTING CNFIDENCE INTERVALS FR PLARIZATIN MDE DISPERSIN by Warric Erla Submied i fulfilme of he requiremes for he degree of Masers i Mahemaical Saisics a he Nelso Madela Meropolia Uiversiy December

More information

Billingshurst branch closure 30/05/2018. Help and support for personal and business customers

Billingshurst branch closure 30/05/2018. Help and support for personal and business customers Billigshurst brach closure 30/05/2018 Help ad support for persoal ad busiess customers Facts are correct as at 06/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of

More information

CS/ECE 715 Spring 2004 Homework 6 Solution(Due date: April 1)

CS/ECE 715 Spring 2004 Homework 6 Solution(Due date: April 1) CS/ECE 715 Sprig 004 Homework 6 Solutio(Due date: April 1) Problem 1. A commuicatio lik provides 1 Mbps for commuicatios betwee the earth ad the moo. The lik seds color images from the moo. Each image

More information

Littlehampton branch closure 06/06/2018. Help and support for personal and business customers

Littlehampton branch closure 06/06/2018. Help and support for personal and business customers Littlehampto brach closure 06/06/2018 Help ad support for persoal ad busiess customers Facts are correct as at 09/02/2018 Customer ad Commuity Egagemet followig closure aoucemet We wrote to customers of

More information

Offset Tracing in Hall Sensors by Integrated Temperature Coefficient Determination

Offset Tracing in Hall Sensors by Integrated Temperature Coefficient Determination 7.4 Offse racig i Hall esors by Iegraed emperaure Coefficie Deermiaio Markus ahl-offergeld, Daiel Cicho, Has-Peer Hohe, dreas chüze Frauhofer Isiu Iegriere chaluge (II), Dep. IC Desig Mixed igal, Microsysems

More information

A Measurement Method of Diffusion Coefficient of Liquid Using. Radial Laser Rays Formed By Cylindrical Refractive System

A Measurement Method of Diffusion Coefficient of Liquid Using. Radial Laser Rays Formed By Cylindrical Refractive System Measureme Mehod of Diffusio Coefficie of Liquid Usig Radial Laser Rays Formed By Cylidrical Refracive Sysem Ju Dok-Yog, Jo Jog-Hyo, Kim Nam-Chol* Faculy of Physics, Kim Il Sug Uiversiy Pyogyag, Democraic

More information

Tuning the lambda parameter for language modeling based Persian retrieval

Tuning the lambda parameter for language modeling based Persian retrieval Uiversiy of Wollogog Research Olie Uiversiy of Wollogog i Dubai - Papers Uiversiy of Wollogog i Dubai 2008 Tuig he lambda parameer for laguage modelig based Persia rerieval Hadi Amiri Uiversiy of Tehra

More information

Estimating demand for new products using a discrete price variable Received (in revised form): 4th January, 2008

Estimating demand for new products using a discrete price variable Received (in revised form): 4th January, 2008 Esimaing demand for new producs using a discree price variable Received (in revised form): 4h January, 2008 Randall C. Campbell is an assisan professor of economics a Mississippi Sae Universiy. He obained

More information

Comparison of Trend Analysis Models in Water Quality and Quantity Data in Lignite Mines in Western Macedonia, Greece.

Comparison of Trend Analysis Models in Water Quality and Quantity Data in Lignite Mines in Western Macedonia, Greece. 7h Symposium IMEKO TC4, 3rd Symposium IMEKO TC9 ad 5h IWADC Workshop Isrumeaio for he ICT Era Sep. 8-0, 00, Kosice, Slovakia Compariso of Tred Aalysis Models i Waer Qualiy ad Quaiy Daa i Ligie Mies i Weser

More information

IMPROVING PERFORMANCE OF POLYMER FIBER REINFORCED SANDWICH X-JOINTS IN NAVAL VESSELS PART II: DAMAGE TOLERANCE

IMPROVING PERFORMANCE OF POLYMER FIBER REINFORCED SANDWICH X-JOINTS IN NAVAL VESSELS PART II: DAMAGE TOLERANCE 6 TH INTERNATIONAL CONFERENCE ON COMPOSITE MATERIALS IMPROVING PERFORMANCE OF POLYMER FIBER REINFORCED SANDWICH X-JOINTS IN NAVAL VESSELS PART II: DAMAGE TOLERANCE Chrisia Ludsgaard-Larse, Chrisia Berggree,

More information

The Kinetics Model of Coverings Properties with. Consideration of the Heredity Factor

The Kinetics Model of Coverings Properties with. Consideration of the Heredity Factor Conemporary Engineering Sciences, Vol. 8, 215, no. 2, 85-89 HIKARI Ld, www.m-hikari.com hp://dx.doi.org/1.12988/ces.215.412257 The Kineics Model of Coverings Properies wih Consideraion of he Herediy Facor

More information

The Causal Relationship among Foreign Direct Investment, Domestic Saving and Economic Growth in Jordan during the Period ( )

The Causal Relationship among Foreign Direct Investment, Domestic Saving and Economic Growth in Jordan during the Period ( ) Ieraioal Joural of Busiess ad Maageme; Vol., No. 1; 2015 ISSN 1833-3850 E-ISSN 1833-8119 Published by Caadia Ceer of Sciece ad Educaio The Causal Relaioship amog Foreig Direc Ivesme, Domesic Savig ad Ecoomic

More information

Metropolis. Supervisor: Prof. Jeffrey Rosenthal. Student: Xin Wang

Metropolis. Supervisor: Prof. Jeffrey Rosenthal. Student: Xin Wang Local scale adaptatio for Radom Walk Metropolis Supervisor: Prof. Jeffrey Rosethal Studet: Xi Wag Summer 0 Cotets Abstract. Itroductio. itroductio. Metropolis-Hastigs algorithm.3 optimal scalig.4 optimal

More information

Reference-Dependent Utility, Product Variety and Price Competition

Reference-Dependent Utility, Product Variety and Price Competition Reference-Dependen Uiliy, Produc Variey and Price Compeiion Wilfred Amaldoss Chuan He March 06 Thomas A Finch Jr. Endowmen Professor and Professor of Markeing, Fuqua School of Business, Duke Universiy,

More information

A Reduction in Labor Wedge when Efficiency Units are Used

A Reduction in Labor Wedge when Efficiency Units are Used A Reducion in Labor Wedge when Efficiency Unis are Used Chung Gu Chee Deparmen of Economics, he Ohio Sae Universiy Absrac I invesigae composiion bias in measuring he labor wedge. The counercyclical discrepancy

More information

Chemistry 132 NT. Rates of Reaction. More can be accomplished with the phrase I must do something than with the phrase something should be done.

Chemistry 132 NT. Rates of Reaction. More can be accomplished with the phrase I must do something than with the phrase something should be done. Chemisry 13 NT More can be accomplished wih he phrase I mus do somehing han wih he phrase somehing should be done. Anon 1 Raes of Reacion Module Changes of Concenraion wih Time Concenraion-Time Equaions

More information

IV. Summary of Findings. his report was written to inform the public about studies that industry says prove fields are safe.

IV. Summary of Findings. his report was written to inform the public about studies that industry says prove fields are safe. I N D U S T R Y S C L A I M S IV. Summary of Fidigs Careful readig of the 22 studies o idustry s list shows that may of them had serious testig flaws ad limitatios. T his report was writte to iform the

More information

An Economic Order Quantity Model under the Policy of Batch-based Delay in Payment in JIT Purchasing

An Economic Order Quantity Model under the Policy of Batch-based Delay in Payment in JIT Purchasing Iteratioal Joural of Statistics ad Systems ISSN 0973-675 Volume 11, Number 1 (016), pp. 1-8 Research Idia Publicatios http://www.ripublicatio.com A Ecoomic Order Quatity Model uder the Policy of Batch-based

More information

Investigation of the Lambda Parameter for Language Modeling Based Persian Retrieval

Investigation of the Lambda Parameter for Language Modeling Based Persian Retrieval Ivesigaio of he Lambda Parameer for Laguage Modelig Based Persia Rerieval a Hadi Amiri, a Ashka Zarai, a Mahbod.Tavallaee, a Sadra Abedizadeh, a Masoud Rahgozar, a,b Farhad Oroumchia a Daabase Research

More information

Time-series methods: Marketing Engineering Technical Note 1

Time-series methods: Marketing Engineering Technical Note 1 Time-series mehods: Markeing Engineering Technical Noe 1 Table of Conen Inroducion Time Series Techniques Smoohing echniques Moving average Double moving average Exponenial smoohing Double exponenial smoohing

More information

THE NEXUS BETWEEN STOCK MARKET DEVELOPMENT AND ECONOMIC GROWTH

THE NEXUS BETWEEN STOCK MARKET DEVELOPMENT AND ECONOMIC GROWTH Corporae Owership & Corol / Volume 14, Issue 1, Fall 216, Coiued - 1 THE NEXUS BETWEEN STOCK MARKET DEVELOPMENT AND ECONOMIC GROWTH Kuofiwa Tsaurai* *Deparme of Bakig, Risk Maageme ad Fiace, Uiversiy of

More information

Example: Table Macroeconomic Data, United States, to

Example: Table Macroeconomic Data, United States, to Ch. 2: Time Series Time series Saionariy Uni roos Dickey fuller es Coinegraion and spurious regressions Tesing for coinegraion Error Correcion Mechanism (ECM) Example: Table 2. Table 2. Macroeconomic Daa,

More information

Kemal Ataturk Avenue Banani, Dhaka 1213, Bangladesh. without any troubles. It is also. cheap to buy when compared

Kemal Ataturk Avenue Banani, Dhaka 1213, Bangladesh. without any troubles. It is also. cheap to buy when compared up-as-turbie (AT) for Sall Scale ower Geeraio: A oparaive Aalysis Iheaz Muhaiee ossai #1, S.M. Ferdous #, Sayedus Salehi #3, Ahed Moruza Saleque #4, Taski Jaal #5 # Depare of Elecrical ad Elecroic Egieerig,

More information

Scheduling Example Farm Planning. Farm Planning Example (cont d.)

Scheduling Example Farm Planning. Farm Planning Example (cont d.) Scheduling Example Farm Planning GAMS model similar o he PC/LP model used for he Top Crop Farmer Workshop Goal schedule machinery and land resources Q: Why is scheduling imporan? A: Efficiency in resource

More information

Transitory Economic Shocks and Civil Conflict

Transitory Economic Shocks and Civil Conflict Transiory Economic Shocks and Civil Conflic by Anonio Ciccone 25 November 2008 Absrac I examine wheher civil conflic is riggered by ransiory negaive economic shocks. My approach follows Miguel, Sayanah,

More information

Sustainability of current account deficit in Fiji Islands: An empirical analysis. Keshmeer Kanewar Makun 1

Sustainability of current account deficit in Fiji Islands: An empirical analysis. Keshmeer Kanewar Makun 1 Susaiabiliy of curre accou defici i Fiji Islads: A empirical aalysis Keshmeer Kaewar Maku 1 School of Ieraioal Ecoomics ad Trade, Dogbei Uiversiy of Fiace & Ecoomics, Dalia, Liaoig, Chia. Absrac This sudy

More information

CHAPTER 8: CONFIDENCE INTERVAL ESTIMATES for Means and Proportions

CHAPTER 8: CONFIDENCE INTERVAL ESTIMATES for Means and Proportions CHAPTER 8: CONFIDENCE INTERVAL ESTIMATES for Meas ad Proportios Itroductio: We wat to kow the value of a parameter for a populatio. We do t kow the value of this parameter for the etire populatio because

More information

A GATE OPERATION METHOD FOR DAMS WITHOUT SUPPORT FACILITY (A Dam Operation Method Using Only Reservoir Water Table)

A GATE OPERATION METHOD FOR DAMS WITHOUT SUPPORT FACILITY (A Dam Operation Method Using Only Reservoir Water Table) A GATE OPERATION METHOD FOR DAMS WITHOUT SUPPORT FACILITY (A Dam Operaion Mehod Using Only Reservoir Waer Table) April 2016 Please conac wih Dr. Nguyen i Son Hung for deails nguyen@cie.co.jp ii A GATE

More information

A Critical Evaluation of Cohesive Zone Models of Dynamic Fracture

A Critical Evaluation of Cohesive Zone Models of Dynamic Fracture A Criical Evaluaio of Cohesive Zoe Models of Dyamic Fracure The Harvard commuiy has made his aricle opely available. Please share how his access beefis you. Your sory maers. Ciaio Published ersio Accessed

More information

BaanERP Distribution Item Sales Data

BaanERP Distribution Item Sales Data BaaERP Distributio Module Procedure UP028A US Documetiformatio Documet Documet code : UP028A US Documet group : User Documetatio Documet title : Editio : A Date : May 1998 Copyright 1998 Baa Developmet

More information

HYGROTHERMAL AGING OF POLYIMIDE MATRIX COMPOSITE LAMINATES

HYGROTHERMAL AGING OF POLYIMIDE MATRIX COMPOSITE LAMINATES HYGROTHERMAL AGING OF POLYIMIDE MATRIX COMPOSITE LAMINATES John A. Nairn and Man-Hee Han Maerials Science and Engineering, Universiy of Uah 122 S Cenral Campus Dr Rm 34, Sal Lake Ciy, UT, 84121-56, USA

More information

OPTIMIZATION OF THE PLASTIC INJECTION PROCESS THROUGH THE MODIFICATION OF THE PROCESS FUNCTIONAL PARAMETERS

OPTIMIZATION OF THE PLASTIC INJECTION PROCESS THROUGH THE MODIFICATION OF THE PROCESS FUNCTIONAL PARAMETERS OPTIMIZATION OF THE PLASTIC INJECTION PROCESS THROUGH THE MODIFICATION OF THE PROCESS FUNCTIONAL PARAMETERS Teodor - Daniel Mîndru, Ciprian Dumiru Ciofu &, Dumiru Nedelcu Gheorghe Asachi Technical Universiy

More information

Interconnect delay. Interconnect delay. Elmore Delay. Elmore Delay. Elmore Delay. Elmore Delay

Interconnect delay. Interconnect delay. Elmore Delay. Elmore Delay. Elmore Delay. Elmore Delay ercoec delay ercoec delay umed model harge i o The rasie ouu volage is dlh e l dlh. 69 ou( e More accurae ha lumed model More diicul o solve or large eed ull-scale SPE simulaio March 009 March 009 Sigle

More information

Selection of Input-Output Variables in Data Envelopment Analysis - Indian Commercial Banks

Selection of Input-Output Variables in Data Envelopment Analysis - Indian Commercial Banks Selectio of Iput-Output Variables i Data Evelopmet Aalysis - Idia Commercial Baks Subramayam T Departmet of Statistics, Christ Uiversity, Bagalore ABSTRACT Data Evelopmet aalysis is a oparametric method

More information

Section 8.2 Confidence Intervals for One Population Mean When is known and Margin of Error

Section 8.2 Confidence Intervals for One Population Mean When is known and Margin of Error Sectio 8.2 Cofidece Itervals for Oe Populatio Mea Whe is kow ad Margi of Error There is a procedure that we use to costruct a cofidece iterval for oe populatio mea whe is kow. Oe Mea z-iterval Procedure

More information

Environmental Kuznets Curve and SO 2 Emission in Pakistan

Environmental Kuznets Curve and SO 2 Emission in Pakistan Research Joural of Eviromeal ad Earh Scieces 6(4): 195-00, 014 ISSN: 041-0484; e-issn: 041-049 Maxwell Scieific Orgaizaio, 014 Submied: November 6, 013 Acceped: December 05, 013 Published: April 0, 014

More information