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Iowa State - ECON - 301
4. Constructing a Model of consumer behaviorPart A Copyright Kwan Choi, 2002To construct a model of consumer behavior, we need to make some basic assumptions about consumers use their income to purchase bundles of goods and services. First, we lim
Iowa State - ECON - 301
CHAPTER 6. PRODUCTION AND COSTSPart B 2001, Kwan Choi. COST We have seen how a firm's output can be varied in the short run by varying its labor input. We now want to examine how a firm's cost changes as it increases its output. Total cost is the s
Iowa State - ECON - 301
Chapter 5. The Theory of DemandPart A 2001, Kwan Choi OPTIMAL CONSUMPTION BUNDLE A consumer's problem is to choose chose x1 and x2 to maximize U(x1,x2) subject to the budget constraint, M = p1x1 + p2x2. Recall from the previous chapter that an opti
Iowa State - ECON - 301
CHAPTER 6. PRODUCTION AND COSTS 2001, Kwan Choi In this chapter, we consider a firm's production and cost. This information is need to make optimal production decision. Firm and Entreprenuer Firm is an entity that organizes production activity and s
Iowa State - ECON - 301
1Uncertainty 2001, Kwan Choi The St. Petersburg Paradox Expected Value Xi = outcome i, pi = probability of Xi EV =ipi X i .Fair gamble A fair gamble is a lottery L = [ z, - z;1/ 2,1/ 2] such that Ez = 0. Given this lottery, an individual wins
Iowa State - ECON - 301
Factor Markets 2001, Kwan Choi Part BMonopolist's Demand for an Input = p (Q)Q - wL - rK . = MR MPL - w = 0. L A monopolist's demand for labor is Marginal Revenue Product of Labor (MRPL). Monopolists restrict input demand as well as output.Mon
Iowa State - ECON - 301
Chapter 5. The Theory of DemandPart B 2001, Kwan Choi Shifts in Demand and PEDPrice elasticity of demand at point c is bc/ac. A clockwise rotation of demand curve sometimes occurs when domestic currency is devalued and the foreign demand curve is
Iowa State - ECON - 301
Chapter 10. OLIGOPOLY 2001, Kwan Choi In the spectrum of market organizations, there are two extremes. In terms of the number of firms, monopoly is on one extreme end of the market, and perfect competition lies on the other extreme. Monopolistically
Iowa State - ECON - 301
Chapter 4. Constructing a Model of consumer behaviorPart B Copyright Kwan Choi, 2001Indifference Curve A locus of consumption bundles along which utility level remains the same. Characteristics of Indifference Curves 1. Indifference curves are neg
Iowa State - ECON - 301
Ch 18. Public GoodsPart B 2001, Kwan Choi Public Goods 1. Everyone consumes the same amount of the public good. 2. MC of serving another consumer is zero. 3. Ones consumption of the public good does not exclude others from consuming the same good (
Iowa State - ECON - 301
Chapter 9: Applications 2001, Kwan Choi Part B.Which is larger, deficiency payment or the cost of the buffer stock?If the market demand were unitary price elastic, it would not matter. The area Oafb is equal to the area Oged. Thus, area gfce is e
Iowa State - ECON - 301
Chapter 9: Applications 2001, Kwan Choi Government Intervention in Competitive Markets Agricultural product markets are beset with fluctuations in market prices. This is because both demand and supply curves are price inelastic. In these markets, sm
Iowa State - ECON - 301
Professor E. Kwan Choi TA: Julio Alonso Econ 301 Spring 2001 Intermediate Microeconomics Final Exam - SampleYour Name_ Your Signature_ Your ID Number_Directions1. This is a 2-hour exam. 2. Answer all questions in the space provided. 3. Next to
Iowa State - ECON - 301
Econ 301 Homework #3 )1 Efficient production occurs if a firm ()a ()b ()c ()d )2 cannot produce its current level of output with fewer inputs. given the quantity of inputs, cannot produce more output. maximizes profit. All of the above. Answer: d due
Iowa State - ECON - 301
IDLetter grades3849B-1973B+8637F9846B-3977A5019B+2836C1170F6773B7710A1198A398A4003A-9904A5738A-
Iowa State - ECON - 301
ID(last 4 digits) MID 1PercentageLetter Grade 5738 97100 A 0398 96.599.48453608A8637 95.598.45360825A7710 9395.87628866A1198 9
Iowa State - MATE - 271
MATE 271 Introduction to Materials Science and EngineeringInstructor: Ashraf BastawrosOffice 2347 Howe Hall Tel:294-3039Week 0Material Sciences and Engineering MatE2711Objectives of Materials Science1. Understand structure-properties relati
Iowa State - MATE - 271
Crystal StructureAshraf Bastawroswww.public.iastate.edu\~bastaw\courses\Mate271.htmlWeek 2Material Sciences and Engineering MatE2711Goals for this unit- Define basic terms in crystallography - Be able to identify 7 crystal systems and 14
Iowa State - MATE - 271
Mechanical Behavior of Ceramics and GlassesWeek 13Material Sciences and Engineering MatE2711Goals for this unitw w w w Recognize basic terms related to ceramics and glasses (Ch. 12) Understand the brittle nature and catastrophic failure in c
Iowa State - MATE - 271
Lattice Geometry IdentificationCrystallographic Planes and Directions X-Ray DiffractionWeek4Material Sciences and Engineering MatE2711Importance of Crystal Structures, Directions, Planes? o Properties depend on geometry of crystals Speed of
Iowa State - MATE - 271
Mechanical Behavior FailureWeek 10Material Sciences and Engineering MatE2711Tensile testingStressStrainMaterial Sciences and EngineeringMatE271Week 102Material Sciences and Engineering, MatE27118.1 Charpy Impact Test of Toug
Iowa State - MATE - 271
Mechanical BehaviorWeek9Material Sciences and Engineering MatE2711Mechanical Behavior1. Support load - Applied vs. dead weight - Static vs. dynamic 2. Controlled deformation -Small vs. large 3. Reliability How microstructure affects mechani
Iowa State - MATE - 271
Imperfections, Defects and DiffusionLattice DefectsWeek5Material Sciences and Engineering MatE2711Goals for the UnitI. Recognize various imperfections in crystals (Chapter 4) - Point imperfections - Impurities - Line, surface and bulk imper
Iowa State - MATE - 271
Crystal StructureMetals-CeramicsAshraf Bastawroswww.public.iastate.edu\~bastaw\courses\Mate271.htmlWeek 3Material Sciences and Engineering MatE2711Ceramic Crystal Structures- Broader range of chemical composition than metals with more co
Iowa State - MATE - 271
Materials Science ReviewAshraf F. Bastawros Fall-2001Week 15Material Sciences and Engineering MatE2711Objectives of Materials Science1. Understand structure-properties relationship 2. Manipulate atomic/microstructural processes to create d
Iowa State - MATE - 271
Link Between Fatigue and FractureStatic loading:appliedKapplied = Y applied a K ICCyclic loading:K = K max Kmin Y max minbgaappliedMaterial Sciences and EngineeringMatE271Week 1021Link Between Fatigue and FractureCra
Iowa State - MATE - 271
MatE271 Introduction to Materials Science and Engineering Syllabus Introduction to the structure and properties of materials relevant to practicing engineers (i.e., primarily metals, polymers and composites). Crystal structure and imperfection in met
Iowa State - MATE - 271
Mechanical Behavior of Composite MaterialsMimicking Mother NatureAshraf F. Bastawros Fall-2001Week 14-1Material Sciences and Engineering MatE2711Goals for this unit4 Survey composite materials (Ch. 14) 4 Fiber reinforced materials 4 Natu
Iowa State - MATE - 271
Atomic Bonding In MaterialsInstructor: Ashraf BastawrosOffice 2347 Howe Hall Tel:294-3039Week 1Material Sciences and Engineering MatE2711Goals for this unit- Understand how atoms bond together to form molecules and solids - Learn mechanism
Iowa State - MATE - 271
Kinetics Heat TreatmentWeek8Material Sciences and Engineering MatE2711BakingTemp. g-Fe (FCC) austenite a a+g a-Fe (BCC) ferrite FeAlloyingL g+L g g+b b+L eutectic beutectoid a+b (pearlite) Composition wt% C- Ingredient - Baking temper
Iowa State - MATE - 271
Mechanical Behavior of PolymersWeek 13Material Sciences and Engineering MatE2711Goals for this unitw w Recognize different types of polymers (Ch. 13) Understand the mechanical characteristicsWhy design with plastics? - Lightweight, resilie
Iowa State - MATE - 271
Fracture Toughness ValueCERAMICS Al2O2 Soda-lime Class Concrete METALS Aluminum Alloys Alloy Steel POLYMERS Polymethyl methacrylate PolystyreneMaterial Sciences and Engineering MatE271KIC MPa m3.0-5.3 0.7-0.8 0.2-1.436 871.0 0.8-1.1Week 10
Iowa State - MATE - 271
Phase Equilibria & Phase DiagramsWeek7Material Sciences and Engineering MatE2711MotivationPhase diagram (Ch 9) TemperatureABTime Kinematics (Ch 10)ABNew structure, concentration (mixing level) (at what temperature? for how long? )
Iowa State - EM - 517
EM517HW#1(reviewofstraintransformation)Due2/3/2005inclass 1.Atapointonthefreesurfaceofanalloysteelmachinepart,thenormalstrainsof1000 and2000,and1200weremeasuredatanglesof0o,60 o,120 o,respectively, relativetothexaxis.Designconsiderationslimitthemaxim
Iowa State - EM - 517
EM517 Lab # 2: Strain Gage Output 2/15/2005 The lab will be performed in groups of two. Each one will submit a short report! Lab scope: Practicing how to wire strain gages and perform shunt calibration with various wire connections. Lab requirements:
Iowa State - STAT - 402
A Metabolomic Data Uncertainty Budget for the Plant Arabidopsis thalianaPhilip M. Dixon and Geng DingIn "Statistics and Metabolomics," David Banks discusses five places for collaboration between statisticians and biologists collecting and interpre
Iowa State - STAT - 500
Stat 500, Fall 2007 - Midterm II - Solutions. General points: Comments are marked by Math errors were penalized 1 point. It helps to show your work. I don't need to see intermediate calculations, unless I ask you to show your work (which I didn't
Iowa State - STAT - 500
Introduction to SAS Procedures and basic Data step programming Philip Dixon 3 January 2007This document provides general guidance for writing and running SAS programs and summarizes some of the useful procedures. Examples of these procedures in the
Iowa State - STAT - 500
Stat 500 - Midterm I - Corrected solutions. Comments are marked by 1. ANOVA and CI widths. The CI width will: (a) decrease (b) decrease if blocking does what it is supposed to. (c) increase (d) not change increasing the mean of one group will shif
Iowa State - STAT - 500
Stat 500Midterm 1 2 October 2007page 1 of 6Please put your name on the back of your answer book. Do NOT put it on the front. Thanks. The exam is closed book, closed notes. Use only the formula sheet and tables I provide today. You may use a c
Iowa State - STAT - 500
Stat 500Midterm 1 6 October 2005page 1 of 6Please put your name on the back of your answer book. Do NOT put it on the front. Thanks. The exam is closed book, closed notes. Use only the formula sheet and tables I provide today. You may use a c
Iowa State - STAT - 500
Stat 500 - Notes and example of false discovery rate adjustmentThese notes discuss the Benjamini and Hochberg 1995 false discovery rate adjustment. It is very widely used today, especially in high throughput genomics. An extension, Storey's positiv
Iowa State - STAT - 500
Stat 500: Formula sheet for Final, 2007Multiple Regression: Model Selection Cp2 Radj= = = =AIC BICSSE(M odel) - (n - 2p) M SE(F ull) M S(Error) n-1 1- = 1 - (1 - R2 ) M S(T otal) n-p n ln(SSE/n) + 2p n ln(SSE/n) + p ln nRCB expt. design, 1
Iowa State - STAT - 505
Stat 505 - Environmental Statistics, Spring 2008 - HW 2 Due: Tuesday, Apr 1, by 5pm. Ill probably be in 1436 Wilson, but you may give it to Norma Elwick (reading room, 3rd oor Wilson), to put in my mailbox. Remember, you are to do 3 of the following
Iowa State - STAT - 402
Intro to SAS lab activities - Stat 402APhilip DixonThis is intended to be used with the handout Using SAS on PCs available on the Stat 402 website. That handout explains the concepts behind these activities. This document directs you through runnin
Iowa State - STAT - 493
Stat 493 - Spring 2005 - Final Exam There are 7 questions, most with multiple parts. You may use your notes, the book, and the class web pages to complete this exam. You may call or e-mail me for assistance, clarification of my questions, or any othe
Iowa State - STAT - 493
Stat 493: Homework #1 Answers, with discussion where needed 1) Thanks for this information. It makes things a bit less impersonal. For my part, I've been on the faculty of the Statistics Dept at ISU since 1998. Before that I was a researcher at Sava
Iowa State - EEB - 698
EEB 698 - Fall 2007 Ordination Methods, or Analysis of variation in species composition, focusing on the use of nMDS (non-Metric Multidimensional Scaling) Instructor: Dr. Philip Dixon Class: Weds, 4 5:15. Reaching me: office:120 Snedecor, phone: 4-2
Iowa State - STAT - 500
density fat age weight height neck chest abdomen hip thigh knee ankle biceps forearm wrist 1.0708 12.3 23 154.25 67.75 36.2 93.1 85.2 94.5 59.0 37.3 21.9 32.0 27.4 17.1 1.0853 6.1 22 173.25 72.
Iowa State - EEB - 698
sppname spp 3d 3a 8d 8a 7d 7a 17d 17a 16d 16a 14d 14a 1d 18d 13d 4d 4a 10d 10a 9d 9a 11.1d 11.1a 11.2d 11.2a Agr_tenu 1 16 2 5 4 29 0.5 6 2 1 0 0 0 84 83 32 24 7 31 2
Iowa State - STAT - 415
isolate concentration plate loggrowthCUE2 0 1 0.539CUE2 0.01 1 -3.507CUE2 0.004 1 -0.074CUE2 0.002 1 0.3CUE2 0.001 1 0.58CUE2 0.0005 1 0.539CUE2 0 2 0.827CUE2 0.01 2 -3.507CUE2 0.004 2 0CUE2 0.002 2 0.539CUE2 0.001 2 0.58CUE2 0.0005 2 0.8
Iowa State - STAT - 401
PRECIP JANTEMP JULYTEMP OVER65 HOUSE EDUC SOUND DENSITY NONWHITE WHITECOL POOR HC NOX SO2 HUMIDITY MORTAL CITY 36 27 71 8.1 3.34 11.4 81.5 3243 8.8 42.6 11.7 21 15 59 59 921.870 akr 35 23
Iowa State - STAT - 534
# Functions and helper functions to simulate mark recapture data# example of simulating data from model Mb, then computing# summary statistics for Mb, M0, and Mt models# simulate data under model Mb with N=100, p=0.3, c=0.5# obs <- simMb3(c
Iowa State - STAT - 534
# This file of functions includes comments# anything after the # on a line is a comment and is ignoredlnLmulti <- function(param,data) {# log-likelihood for 2 capture occasion, multinomial model N <- param[1]; p1 <- param[2]; p2 <- param[3
Iowa State - STAT - 401
state sat takers income years public expend rankIowa 1088 3 326 16.79 87.8 25.60 89.7SouthDakota 1075 2 264 16.07 86.2 19.95 90.6NorthDakota 1068 3 317 16.57 88.3 20.62 89.8Kansas
Iowa State - STAT - 500
"x1" "x2" "x3" "y"79.473147331737 55.8229894610122 36.7666200269014 109.32858053513390.1664196513593 20.4938565380871 64.4587245769799 104.83154807050977.6622573379427 32.2717948118225 29.8085740534589 27.697590790020195.5653769895434 88.15729848
Iowa State - STAT - 534
x y .0224 .0243 .0243 .1028 .1626 .1477 .1215 .0729 .2411 .0486 .0766 .1776 .1047 .2579 .0430 .3645 .1084 .4000 .1981 .2841 .2505 .2776 .2215 .1617 .3421 .1963 .2953 .0729 .3953 .0579 .4121 .143
Iowa State - STAT - 401
age male survival23 1 040 0 140 1 130 1 028 1 040 1 045 0 062 1 065 1 045 0 025 0 028 1 128 1 023 1 022 0 123 0 128 1 115 0 147 0 057 1 020 0 118 1 125 1 060 1 025 1 120 1 132 1 132 0 124 0 130 1 115 1 050 0 021 0 12
Iowa State - STAT - 401
weight survive24.5 126.9 126.9 124.3 124.1 126.5 124.6 124.2 123.6 126.2 126.2 124.8 125.4 123.7 125.7 125.7 126.3 126.7 123.9 124.7 128.0 127.9 125.9 125.7 126.6 123.2 125.7 126.3 124.3 126.7 124.9 123.8 125.6 127.0
Iowa State - STAT - 415
chute line position strength1 2 1 12081 2 2 12011 2 3 12151 2 4 12991 2 5 12291 2 6 12362 2 1 12642 2 2 12222 2 3 12502 2 4 12222 2 5 12012 2 6 12853 2 1 8613 2 2 8333 2 3 8893 2 4 9383 2 5 9033 2 6 8614 2 1 11114 2 2 11464 2 3 1
Iowa State - STAT - 402
Treatment block PO4 trtcodeNo.fert 1 7.6 aNo.fert 2 8.1 aNo.fert 3 7.3 aNo.fert 4 7.9 aNo.fert 5 9.4 a50lb.N 1 7.3 b50lb.N 2 7.7 b50lb.N 3 7.7 b50lb.N 4 7.7 b50lb.N 5 8.2 b100lb.N 1 6.9 c100lb.N 2 6.0 c100lb.N 3 5.6 c100lb.N 4 7.4 c100