MATHEMATICS FOR ECONOMISTS. An Introductory Textbook. Third Edition. Malcolm Pemberton and Nicholas Rau. UNIVERSITY OF TORONTO PRESS Toronto Buffalo

Size: px
Start display at page:

Download "MATHEMATICS FOR ECONOMISTS. An Introductory Textbook. Third Edition. Malcolm Pemberton and Nicholas Rau. UNIVERSITY OF TORONTO PRESS Toronto Buffalo"

Transcription

1 MATHEMATICS FOR ECONOMISTS An Introductory Textbook Third Edition Malcolm Pemberton and Nicholas Rau UNIVERSITY OF TORONTO PRESS Toronto Buffalo

2 Contents Preface Dependence of Chapters Answers and Solutions The Greek Alphabet xi xvi xvii xviii 1 LINEAR EQUATIONS Straight line graphs An economic application: supply and demand Simultaneous equations Input-output analysis 18 Problems on Chapter LINEAR INEQUALITIES Inequalities Economic applications Linear programming 31 Problems on Chapter SETS AND FUNCTIONS Sets and numbers Functions Mappings 54 Problems on Chapter 3 56 Appendix to Chapter QUADRATICS, INDICES AND LOGARITHMS Quadratic functions and equations Maximising and minimising quadratic functions Indices Logarithms 75 Problems on Chapter 4 78 v

3 vi 5 SEQUENCES AND SERIES ÖU 5.1 Sequences ^ 5.2 Serie: Geometrie progressions in economics 89 Problems on Chapter 5 ^ 6 INTRODUCTION TO DIFFERENTIATION The derivative Linear approximations and differentiability Two useful rules Hl 6.4 Derivatives in economics 114 Problems on Chapter Appendix to Chapter METHODS OF DIFFERENTIATION The produet and quotient rules The composite funetion rule Monotonie funetions Inverse funetions 133 Problems on Chapter Appendix to Chapter MAXIMA AND MINIMA Critical points The second derivative Optimisation Convexity and concavity 157 Problems on Chapter EXPONENTIAL AND LOGARITHMIC FUNCTIONS The exponential funetion Natural logarithms Time in economics Problems on Chapter 9 Appendix to Chapter 9 ^82 10 APPROXIMATIONS Linear approximations and Newton's method The mean value theorem 2gg 10.3 Quadratic approximations and Taylor's theorem Taylor series ^97 Problems on Chapter Appendix to Chapter 10 9f, 9

4 vii 11 MATRIX ALGEBRA Vectors Matrices Matrix multiplication Square matrices 220 Problems on Chapter SYSTEMS OF LINEAR EQUATIONS Echelon matrices More on Gaussian elimination Inverting a matrix Linear dependence and rank 241 Problems on Chapter DETERMINANTS AND QUADRATIC FORMS Determinants Transposition Inner products Quadratic forms and Symmetrie matrices 259 Problems on Chapter Appendix to Chapter FUNCTIONS OF SEVERAL VARIABLES Partial derivatives Approximations and the chain rule Production functions Homogeneous functions 285 Problems on Chapter Appendix to Chapter IMPLICIT RELATIONS Implicit differentiation Comparative statics Generalising to higher dimensions 308 Problems on Chapter Appendix to Chapter OPTIMISATION WITH SEVERAL VARIABLES Critical points and their Classification Global optima, concavity and convexity Non-negativity constraints 335 Problems on Chapter Appendix to Chapter

5 viii 17 PRINCIPLES OF CONSTRAINED OPTIMISATION Lagrange multipliers 17.2 Extensions and warnings Economic applications Quasi-concave funetions 363 Problems on Chapter FURTHER TOPICS IN CONSTRAINED OPTIMISATION The meaning of the multipliers Envelope theorems Non-negativity constraints again Inequality constraints 387 Problems on Chapter INTEGRATION Areas and integrale Rules of Integration Integration in economics Numerical Integration 413 Problems on Chapter Appendix to Chapter ASPECTS OF INTEGRAL CALCULUS Methods of Integration Infinite Integrals Differentiation under the integral sign Double integrals 438 Problems on Chapter INTRODUCTION TO DYNAMICS Differential equations Linear equations with constant coefrcients Härder first-order equations Difference equations Problems on Chapter THE CIRCULAR FUNCTIONS Cycles, circles and trigonometry Extending the definitions 4^ Calculus with circular funetions 22.4 Polar coordinates Problems on Chapter 22, Q7

6 ix 23 COMPLEX NUMBERS The complex number system The trigonometric form Complex exponentials and polynomials 508 Problems on Chapter FURTHER DYNAMICS Second-order differential equations Qualitative behaviour Second-order difference equations 531 Problems on Chapter Appendix to Chapter EIGENVALUES AND EIGENVECTORS Diagonalisable matrices The characteristic polynomial Eigenvalues of Symmetrie matrices 555 Problems on Chapter Appendix to Chapter DYNAMIC SYSTEMS Systems of difference equations Systems of differential equations Qualitative behaviour Nonlinear systems 588 Problems on Chapter Appendix to Chapter DYNAMIC OPTIMISATION IN DISCRETE TIME The basic problem Variants of the basic problem Dynamic programming 609 Problems on Chapter Appendix to Chapter DYNAMIC OPTIMISATION IN CONTINUOUS TIME The basic problem and its variants The maximum principle Two problems in resource economics Problems with an infinite horizon 636 Problems on Chapter Appendix to Chapter

7 X 29 INTRODUCTION TO ANALYSIS Rigour More on the real number system Sequences of real numbers Continuity 661 Problems on Chapter METRIC SPACES AND EXISTENCE THEOREMS Metrie spaces Open, closed and compact sets Continuous mappings Fixed point theorems 680 Problems on Chapter Appendix to Chapter Notes on Further Reading 691 Index 693

CONTENTS. Preface Preliminaries 1

CONTENTS. Preface Preliminaries 1 Preface xi Preliminaries 1 1 TOOLS FOR ANALYSIS 5 1.1 The Completeness Axiom and Some of Its Consequences 5 1.2 The Distribution of the Integers and the Rational Numbers 12 1.3 Inequalities and Identities

More information

Mathematics for Economics

Mathematics for Economics Mathematics for Economics third edition Michael Hoy John Livernois Chris McKenna Ray Rees Thanasis Stengos The MIT Press Cambridge, Massachusetts London, England c 2011 Massachusetts Institute of Technology

More information

UNIVERSITY OF NORTH ALABAMA MA 110 FINITE MATHEMATICS

UNIVERSITY OF NORTH ALABAMA MA 110 FINITE MATHEMATICS MA 110 FINITE MATHEMATICS Course Description. This course is intended to give an overview of topics in finite mathematics together with their applications and is taken primarily by students who are not

More information

Calculus from Graphical, Numerical, and Symbolic Points of View, 2e Arnold Ostebee & Paul Zorn

Calculus from Graphical, Numerical, and Symbolic Points of View, 2e Arnold Ostebee & Paul Zorn Calculus from Graphical, Numerical, and Symbolic Points of View, 2e Arnold Ostebee & Paul Zorn Chapter 1: Functions and Derivatives: The Graphical View 1. Functions, Calculus Style 2. Graphs 3. A Field

More information

MA3025 Course Prerequisites

MA3025 Course Prerequisites MA3025 Course Prerequisites MA 3025 (4-1) MA3025 (4-1) Logic and Discrete Mathematics: Provides a rigorous foundation in logic and elementary discrete mathematics. Topics from logic include modeling English

More information

Contents. UNIT 1 Descriptive Statistics 1. vii. Preface Summary of Goals for This Text

Contents. UNIT 1 Descriptive Statistics 1. vii. Preface Summary of Goals for This Text Preface Summary of Goals for This Text vii ix UNIT 1 Descriptive Statistics 1 CHAPTER 1 Basic Descriptive Statistics 3 1.1 Types of Biological Data 3 1.2 Summary Descriptive Statistics of DataSets 4 1.3

More information

MATHEMATICAL ANALYSIS

MATHEMATICAL ANALYSIS MATHEMATICAL ANALYSIS S. C. Malik Savita Arora Department of Mathematics S.G.T.B. Khalsa College University of Delhi Delhi, India JOHN WILEY & SONS NEW YORK CHICHESTER BRISBANE TORONTO SINGAPORE Preface

More information

Varberg 8e-9e-ET Version Table of Contents Comparisons

Varberg 8e-9e-ET Version Table of Contents Comparisons Varberg 8e-9e-ET Version Table of Contents Comparisons 8th Edition 9th Edition Early Transcendentals 9 Ch Sec Title Ch Sec Title Ch Sec Title 1 PRELIMINARIES 0 PRELIMINARIES 0 PRELIMINARIES 1.1 The Real

More information

UNIT 3 MATHEMATICAL METHODS ALGEBRA

UNIT 3 MATHEMATICAL METHODS ALGEBRA UNIT 3 MATHEMATICAL METHODS ALGEBRA Substitution of Values Rearrangement and Substitution Polynomial Expressions Expanding Expressions Expanding Expressions by Rule Perfect Squares The Difference of Two

More information

MULTIVARIABLE CALCULUS, LINEAR ALGEBRA, AND DIFFERENTIAL EQUATIONS

MULTIVARIABLE CALCULUS, LINEAR ALGEBRA, AND DIFFERENTIAL EQUATIONS T H I R D E D I T I O N MULTIVARIABLE CALCULUS, LINEAR ALGEBRA, AND DIFFERENTIAL EQUATIONS STANLEY I. GROSSMAN University of Montana and University College London SAUNDERS COLLEGE PUBLISHING HARCOURT BRACE

More information

UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES MATHEMATICS FOR ECONOMISTS AND SOCIAL SCIENTISTS

UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES MATHEMATICS FOR ECONOMISTS AND SOCIAL SCIENTISTS UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES MATHEMATICS FOR ECONOMISTS AND SOCIAL SCIENTISTS UNIVERSITY OF SOUTHAMPTON ECONOMICS SERIES Now available OUTPUT, INFLATION AND GROWTH: AN INTRODUCTION TO MACRO-ECONOMICS

More information

Contents. Set Theory. Functions and its Applications CHAPTER 1 CHAPTER 2. Preface... (v)

Contents. Set Theory. Functions and its Applications CHAPTER 1 CHAPTER 2. Preface... (v) (vii) Preface... (v) CHAPTER 1 Set Theory Definition of Set... 1 Roster, Tabular or Enumeration Form... 1 Set builder Form... 2 Union of Set... 5 Intersection of Sets... 9 Distributive Laws of Unions and

More information

Matrix Differential Calculus with Applications in Statistics and Econometrics

Matrix Differential Calculus with Applications in Statistics and Econometrics Matrix Differential Calculus with Applications in Statistics and Econometrics Revised Edition JAN. R. MAGNUS CentERjor Economic Research, Tilburg University and HEINZ NEUDECKER Cesaro, Schagen JOHN WILEY

More information

STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF DRAFT SYLLABUS.

STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF DRAFT SYLLABUS. STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF 2017 - DRAFT SYLLABUS Subject :Mathematics Class : XI TOPIC CONTENT Unit 1 : Real Numbers - Revision : Rational, Irrational Numbers, Basic Algebra

More information

Mathematics for Engineers and Scientists

Mathematics for Engineers and Scientists Mathematics for Engineers and Scientists Fourth edition ALAN JEFFREY University of Newcastle-upon-Tyne B CHAPMAN & HALL University and Professional Division London New York Tokyo Melbourne Madras Contents

More information

Mathematics Syllabus UNIT I ALGEBRA : 1. SETS, RELATIONS AND FUNCTIONS

Mathematics Syllabus UNIT I ALGEBRA : 1. SETS, RELATIONS AND FUNCTIONS Mathematics Syllabus UNIT I ALGEBRA : 1. SETS, RELATIONS AND FUNCTIONS (i) Sets and their Representations: Finite and Infinite sets; Empty set; Equal sets; Subsets; Power set; Universal set; Venn Diagrams;

More information

xvi xxiii xxvi Construction of the Real Line 2 Is Every Real Number Rational? 3 Problems Algebra of the Real Numbers 7

xvi xxiii xxvi Construction of the Real Line 2 Is Every Real Number Rational? 3 Problems Algebra of the Real Numbers 7 About the Author v Preface to the Instructor xvi WileyPLUS xxii Acknowledgments xxiii Preface to the Student xxvi 1 The Real Numbers 1 1.1 The Real Line 2 Construction of the Real Line 2 Is Every Real

More information

Basic Mathematics for Chemists

Basic Mathematics for Chemists Basic Mathematics for Chemists Second Edition Peter Tebbutt JOHN WILEY & SONS Chichester. New York. Weinheim. Brisbane. Singapore. Toronto 2001 Contents Preface to the First Edition xii Preface to the

More information

STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF DRAFT SYLLABUS

STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF DRAFT SYLLABUS STATE COUNCIL OF EDUCATIONAL RESEARCH AND TRAINING TNCF 2017 - DRAFT SYLLABUS Subject :Business Maths Class : XI Unit 1 : TOPIC Matrices and Determinants CONTENT Determinants - Minors; Cofactors; Evaluation

More information

Mathematics for Economics and Finance

Mathematics for Economics and Finance Mathematics for Economics and Finance Michael Harrison and Patrick Waldron B 375482 Routledge Taylor & Francis Croup LONDON AND NEW YORK Contents List of figures ix List of tables xi Foreword xiii Preface

More information

Contents. Preface xi. vii

Contents. Preface xi. vii Preface xi 1. Real Numbers and Monotone Sequences 1 1.1 Introduction; Real numbers 1 1.2 Increasing sequences 3 1.3 Limit of an increasing sequence 4 1.4 Example: the number e 5 1.5 Example: the harmonic

More information

CALCULUS SALAS AND HILLE'S REVISED BY GARRET J. ETGEI ONE VARIABLE SEVENTH EDITION ' ' ' ' i! I! I! 11 ' ;' 1 ::: T.

CALCULUS SALAS AND HILLE'S REVISED BY GARRET J. ETGEI ONE VARIABLE SEVENTH EDITION ' ' ' ' i! I! I! 11 ' ;' 1 ::: T. ' ' ' ' i! I! I! 11 ' SALAS AND HILLE'S CALCULUS I ;' 1 1 ONE VARIABLE SEVENTH EDITION REVISED BY GARRET J. ETGEI y.-'' ' / ' ' ' / / // X / / / /-.-.,

More information

Linear Algebra Practice Problems

Linear Algebra Practice Problems Math 7, Professor Ramras Linear Algebra Practice Problems () Consider the following system of linear equations in the variables x, y, and z, in which the constants a and b are real numbers. x y + z = a

More information

ABSTRACT ALGEBRA WITH APPLICATIONS

ABSTRACT ALGEBRA WITH APPLICATIONS ABSTRACT ALGEBRA WITH APPLICATIONS IN TWO VOLUMES VOLUME I VECTOR SPACES AND GROUPS KARLHEINZ SPINDLER Darmstadt, Germany Marcel Dekker, Inc. New York Basel Hong Kong Contents f Volume I Preface v VECTOR

More information

Robert Seeley. University of Massachusetts at Boston. ini HARCOURT BRACE JOVANOVICH, PUBLISHERS. and its subsidiary, Academic Press

Robert Seeley. University of Massachusetts at Boston. ini HARCOURT BRACE JOVANOVICH, PUBLISHERS. and its subsidiary, Academic Press L MMH^^S^^^K Robert Seeley University of Massachusetts at Boston ini Qf HARCOURT BRACE JOVANOVICH, PUBLISHERS and its subsidiary, Academic Press San Diego New York Chicago Austin Washington, D.C. London

More information

Mathematics for Chemists

Mathematics for Chemists Mathematics for Chemists MATHEMATICS FOR CHEMISTS D. M. Hirst Department of Molecular Sciences, university of Warwick, Coventry M D. M. Hirst 1976 All rights reserved. No part of this publication may be

More information

Modern Analysis Series Edited by Chung-Chun Yang AN INTRODUCTION TO COMPLEX ANALYSIS

Modern Analysis Series Edited by Chung-Chun Yang AN INTRODUCTION TO COMPLEX ANALYSIS Modern Analysis Series Edited by Chung-Chun Yang AN INTRODUCTION TO COMPLEX ANALYSIS Classical and Modern Approaches Wolfgang Tutschke Harkrishan L. Vasudeva ««CHAPMAN & HALL/CRC A CRC Press Company Boca

More information

MATHEMATICS (MATH) Calendar

MATHEMATICS (MATH) Calendar MATHEMATICS (MATH) This is a list of the Mathematics (MATH) courses available at KPU. For information about transfer of credit amongst institutions in B.C. and to see how individual courses transfer, go

More information

CALCULUS GARRET J. ETGEN SALAS AND HILLE'S. ' MiIIIIIIH. I '////I! li II ii: ONE AND SEVERAL VARIABLES SEVENTH EDITION REVISED BY \

CALCULUS GARRET J. ETGEN SALAS AND HILLE'S. ' MiIIIIIIH. I '////I! li II ii: ONE AND SEVERAL VARIABLES SEVENTH EDITION REVISED BY \ / / / ' ' ' / / ' '' ' - -'/-' yy xy xy' y- y/ /: - y/ yy y /'}' / >' // yy,y-' 'y '/' /y , I '////I! li II ii: ' MiIIIIIIH IIIIII!l ii r-i: V /- A' /; // ;.1 " SALAS AND HILLE'S

More information

Optimisation theory. The International College of Economics and Finance. I. An explanatory note. The Lecturer and Class teacher: Kantorovich G.G.

Optimisation theory. The International College of Economics and Finance. I. An explanatory note. The Lecturer and Class teacher: Kantorovich G.G. The International College of Economics and Finance The course syllabus Optimisation theory The eighth semester I. An explanatory note The Lecturer and Class teacher: Kantorovich G.G. Requirements to students:

More information

MR. YATES. Vocabulary. Quadratic Cubic Monomial Binomial Trinomial Term Leading Term Leading Coefficient

MR. YATES. Vocabulary. Quadratic Cubic Monomial Binomial Trinomial Term Leading Term Leading Coefficient ALGEBRA II WITH TRIGONOMETRY COURSE OUTLINE SPRING 2009. MR. YATES Vocabulary Unit 1: Polynomials Scientific Notation Exponent Base Polynomial Degree (of a polynomial) Constant Linear Quadratic Cubic Monomial

More information

Week 12: Optimisation and Course Review.

Week 12: Optimisation and Course Review. Week 12: Optimisation and Course Review. MA161/MA1161: Semester 1 Calculus. Prof. Götz Pfeiffer School of Mathematics, Statistics and Applied Mathematics NUI Galway November 21-22, 2016 Assignments. Problem

More information

Algebra 2. Chapter 4 Exponential and Logarithmic Functions. Chapter 1 Foundations for Functions. Chapter 3 Polynomial Functions

Algebra 2. Chapter 4 Exponential and Logarithmic Functions. Chapter 1 Foundations for Functions. Chapter 3 Polynomial Functions Algebra 2 Chapter 1 Foundations for Chapter 2 Quadratic Chapter 3 Polynomial Chapter 4 Exponential and Logarithmic Chapter 5 Rational and Radical Chapter 6 Properties and Attributes of Chapter 7 Probability

More information

DENNIS D. BERKEY. Boston University PAUL BLANCHARD. Boston University

DENNIS D. BERKEY. Boston University PAUL BLANCHARD. Boston University i Calculus T H I R D E D I T I O N DENNIS D. BERKEY Boston University PAUL BLANCHARD Boston University SAUNDERS COLLEGE PUBLISHING Harcourt Brace Jovanovich College Publishers Fort Worth Philadelphia San

More information

Units. Year 1. Unit 1: Course Overview

Units. Year 1. Unit 1: Course Overview Mathematics HL Units All Pamoja courses are written by experienced subject matter experts and integrate the principles of TOK and the approaches to learning of the IB learner profile. This course has been

More information

Integral Section List for OCR Specification

Integral Section List for OCR Specification Integral Section List for OCR Specification 161 Sections are listed below, covering all of AS/A level Mathematics and Further Mathematics, categorised by Module and Topic Module Topic Section Name OCR

More information

Optimization: Insights and Applications. Jan Brinkhuis Vladimir Tikhomirov PRINCETON UNIVERSITY PRESS PRINCETON AND OXFORD

Optimization: Insights and Applications. Jan Brinkhuis Vladimir Tikhomirov PRINCETON UNIVERSITY PRESS PRINCETON AND OXFORD Optimization: Insights and Applications Jan Brinkhuis Vladimir Tikhomirov PRINCETON UNIVERSITY PRESS PRINCETON AND OXFORD Contents Preface 0.1 Optimization: insights and applications xiii 0.2 Lunch, dinner,

More information

The Way of Analysis. Robert S. Strichartz. Jones and Bartlett Publishers. Mathematics Department Cornell University Ithaca, New York

The Way of Analysis. Robert S. Strichartz. Jones and Bartlett Publishers. Mathematics Department Cornell University Ithaca, New York The Way of Analysis Robert S. Strichartz Mathematics Department Cornell University Ithaca, New York Jones and Bartlett Publishers Boston London Contents Preface xiii 1 Preliminaries 1 1.1 The Logic of

More information

Greenwich Public Schools Mathematics Curriculum Objectives. Calculus

Greenwich Public Schools Mathematics Curriculum Objectives. Calculus Mathematics Curriculum Objectives Calculus June 30, 2006 NUMERICAL AND PROPORTIONAL REASONING Quantitative relationships can be expressed numerically in multiple ways in order to make connections and simplify

More information

Business Calculus

Business Calculus Business Calculus 978-1-63545-025-5 To learn more about all our offerings Visit Knewtonalta.com Source Author(s) (Text or Video) Title(s) Link (where applicable) OpenStax Senior Contributing Authors: Gilbert

More information

Contents. Preface for the Instructor. Preface for the Student. xvii. Acknowledgments. 1 Vector Spaces 1 1.A R n and C n 2

Contents. Preface for the Instructor. Preface for the Student. xvii. Acknowledgments. 1 Vector Spaces 1 1.A R n and C n 2 Contents Preface for the Instructor xi Preface for the Student xv Acknowledgments xvii 1 Vector Spaces 1 1.A R n and C n 2 Complex Numbers 2 Lists 5 F n 6 Digression on Fields 10 Exercises 1.A 11 1.B Definition

More information

Algebra I. Course Outline

Algebra I. Course Outline Algebra I Course Outline I. The Language of Algebra A. Variables and Expressions B. Order of Operations C. Open Sentences D. Identity and Equality Properties E. The Distributive Property F. Commutative

More information

Contents. CHAPTER P Prerequisites 1. CHAPTER 1 Functions and Graphs 69. P.1 Real Numbers 1. P.2 Cartesian Coordinate System 14

Contents. CHAPTER P Prerequisites 1. CHAPTER 1 Functions and Graphs 69. P.1 Real Numbers 1. P.2 Cartesian Coordinate System 14 CHAPTER P Prerequisites 1 P.1 Real Numbers 1 Representing Real Numbers ~ Order and Interval Notation ~ Basic Properties of Algebra ~ Integer Exponents ~ Scientific Notation P.2 Cartesian Coordinate System

More information

Math 1553, Introduction to Linear Algebra

Math 1553, Introduction to Linear Algebra Learning goals articulate what students are expected to be able to do in a course that can be measured. This course has course-level learning goals that pertain to the entire course, and section-level

More information

CALCULUS. C. HENRY EDWARDS The University of Georgia, Athens. DAVID E. PENNEY The University of Georgia, Athens. Prentice Hall

CALCULUS. C. HENRY EDWARDS The University of Georgia, Athens. DAVID E. PENNEY The University of Georgia, Athens. Prentice Hall CALCULUS C. HENRY EDWARDS The University of Georgia, Athens DAVID E. PENNEY The University of Georgia, Athens Prentice Hall Pearson Education International CONTENTS ABOUT THE AUTHORS PREFACE XI xiii CHAPTER

More information

Mathematics for Chemists

Mathematics for Chemists Mathematics for Chemists Mathematics for Chemists P. G. Francis Department of Chemistry, University of Hull LONDON NEW YORK Chapman and Hall First p u b l 1984 i s ~ d by Clulpmml and Hall LId I I New

More information

Ron Paul Curriculum Mathematics 8 Lesson List

Ron Paul Curriculum Mathematics 8 Lesson List Ron Paul Curriculum Mathematics 8 Lesson List 1 Introduction 2 Algebraic Addition 3 Algebraic Subtraction 4 Algebraic Multiplication 5 Week 1 Review 6 Algebraic Division 7 Powers and Exponents 8 Order

More information

Numerical Analysis. A Comprehensive Introduction. H. R. Schwarz University of Zürich Switzerland. with a contribution by

Numerical Analysis. A Comprehensive Introduction. H. R. Schwarz University of Zürich Switzerland. with a contribution by Numerical Analysis A Comprehensive Introduction H. R. Schwarz University of Zürich Switzerland with a contribution by J. Waldvogel Swiss Federal Institute of Technology, Zürich JOHN WILEY & SONS Chichester

More information

INDEX UNIT 3 TSFX REFERENCE MATERIALS 2014 ALGEBRA AND ARITHMETIC

INDEX UNIT 3 TSFX REFERENCE MATERIALS 2014 ALGEBRA AND ARITHMETIC INDEX UNIT 3 TSFX REFERENCE MATERIALS 2014 ALGEBRA AND ARITHMETIC Surds Page 1 Algebra of Polynomial Functions Page 2 Polynomial Expressions Page 2 Expanding Expressions Page 3 Factorising Expressions

More information

Adaptive Filtering. Squares. Alexander D. Poularikas. Fundamentals of. Least Mean. with MATLABR. University of Alabama, Huntsville, AL.

Adaptive Filtering. Squares. Alexander D. Poularikas. Fundamentals of. Least Mean. with MATLABR. University of Alabama, Huntsville, AL. Adaptive Filtering Fundamentals of Least Mean Squares with MATLABR Alexander D. Poularikas University of Alabama, Huntsville, AL CRC Press Taylor & Francis Croup Boca Raton London New York CRC Press is

More information

PRECALCULUS BISHOP KELLY HIGH SCHOOL BOISE, IDAHO. Prepared by Kristina L. Gazdik. March 2005

PRECALCULUS BISHOP KELLY HIGH SCHOOL BOISE, IDAHO. Prepared by Kristina L. Gazdik. March 2005 PRECALCULUS BISHOP KELLY HIGH SCHOOL BOISE, IDAHO Prepared by Kristina L. Gazdik March 2005 1 TABLE OF CONTENTS Course Description.3 Scope and Sequence 4 Content Outlines UNIT I: FUNCTIONS AND THEIR GRAPHS

More information

Algebra II Learning Targets

Algebra II Learning Targets Chapter 0 Preparing for Advanced Algebra LT 0.1 Representing Functions Identify the domain and range of functions LT 0.2 FOIL Use the FOIL method to multiply binomials LT 0.3 Factoring Polynomials Use

More information

STRUCTURE Of ECONOMICS A MATHEMATICAL ANALYSIS

STRUCTURE Of ECONOMICS A MATHEMATICAL ANALYSIS THIRD EDITION STRUCTURE Of ECONOMICS A MATHEMATICAL ANALYSIS Eugene Silberberg University of Washington Wing Suen University of Hong Kong I Us Irwin McGraw-Hill Boston Burr Ridge, IL Dubuque, IA Madison,

More information

Quantile Textbook Report

Quantile Textbook Report Quantile Textbook Report Algebra 2 Author Charles, Randall I., et al StateEdition West Virginia Grade Algebra 2 1 Expressions, Equations, and Inequalities 1.1 Patterns and Expressions 930Q 1.2 Properties

More information

Introduction to the Mathematical and Statistical Foundations of Econometrics Herman J. Bierens Pennsylvania State University

Introduction to the Mathematical and Statistical Foundations of Econometrics Herman J. Bierens Pennsylvania State University Introduction to the Mathematical and Statistical Foundations of Econometrics 1 Herman J. Bierens Pennsylvania State University November 13, 2003 Revised: March 15, 2004 2 Contents Preface Chapter 1: Probability

More information

UNDERSTANDING ENGINEERING MATHEMATICS

UNDERSTANDING ENGINEERING MATHEMATICS UNDERSTANDING ENGINEERING MATHEMATICS JOHN BIRD WORKED SOLUTIONS TO EXERCISES 1 INTRODUCTION In Understanding Engineering Mathematic there are over 750 further problems arranged regularly throughout the

More information

Lesson 1: Inverses of Functions Lesson 2: Graphs of Polynomial Functions Lesson 3: 3-Dimensional Space

Lesson 1: Inverses of Functions Lesson 2: Graphs of Polynomial Functions Lesson 3: 3-Dimensional Space Table of Contents Introduction.............................................................. v Unit 1: Modeling with Matrices... 1 Lesson 2: Solving Problems Using Matrices.................................

More information

Lectures. Section Theoretical (Definitions & Theorem) Examples Exercises HW

Lectures. Section Theoretical (Definitions & Theorem) Examples Exercises HW King Abdul-Aziz University Academic year 1437-1438 Department of Mathematics 2016-2017 Math 110 (S & E) Syllabus / Term (1) Book: Calculus Early Transcendentals by James Stewart 7 th edition Lectures Chapter

More information

CHAPTER 1 Prerequisites for Calculus 2. CHAPTER 2 Limits and Continuity 58

CHAPTER 1 Prerequisites for Calculus 2. CHAPTER 2 Limits and Continuity 58 CHAPTER 1 Prerequisites for Calculus 2 1.1 Lines 3 Increments Slope of a Line Parallel and Perpendicular Lines Equations of Lines Applications 1.2 Functions and Graphs 12 Functions Domains and Ranges Viewing

More information

Classes of Linear Operators Vol. I

Classes of Linear Operators Vol. I Classes of Linear Operators Vol. I Israel Gohberg Seymour Goldberg Marinus A. Kaashoek Birkhäuser Verlag Basel Boston Berlin TABLE OF CONTENTS VOLUME I Preface Table of Contents of Volume I Table of Contents

More information

Essential Mathematics for Economists

Essential Mathematics for Economists Ludwig von Auer (Universität Trier) Marco Raphael (Universität Trier) October 2014 1 / 343 1 Introductory Topics I: Algebra and Equations Some Basic Concepts and Rules How to Solve Simple Equations Equations

More information

Math 302 Outcome Statements Winter 2013

Math 302 Outcome Statements Winter 2013 Math 302 Outcome Statements Winter 2013 1 Rectangular Space Coordinates; Vectors in the Three-Dimensional Space (a) Cartesian coordinates of a point (b) sphere (c) symmetry about a point, a line, and a

More information

Wiley. Methods and Applications of Linear Models. Regression and the Analysis. of Variance. Third Edition. Ishpeming, Michigan RONALD R.

Wiley. Methods and Applications of Linear Models. Regression and the Analysis. of Variance. Third Edition. Ishpeming, Michigan RONALD R. Methods and Applications of Linear Models Regression and the Analysis of Variance Third Edition RONALD R. HOCKING PenHock Statistical Consultants Ishpeming, Michigan Wiley Contents Preface to the Third

More information

Region 16 Board of Education. Precalculus Curriculum

Region 16 Board of Education. Precalculus Curriculum Region 16 Board of Education Precalculus Curriculum 2008 1 Course Description This course offers students an opportunity to explore a variety of concepts designed to prepare them to go on to study calculus.

More information

Applied Numerical Analysis

Applied Numerical Analysis Applied Numerical Analysis Using MATLAB Second Edition Laurene V. Fausett Texas A&M University-Commerce PEARSON Prentice Hall Upper Saddle River, NJ 07458 Contents Preface xi 1 Foundations 1 1.1 Introductory

More information

Trigonometry Self-study: Reading: Red Bostock and Chandler p , p , p

Trigonometry Self-study: Reading: Red Bostock and Chandler p , p , p Trigonometry Self-study: Reading: Red Bostock Chler p137-151, p157-234, p244-254 Trigonometric functions be familiar with the six trigonometric functions, i.e. sine, cosine, tangent, cosecant, secant,

More information

LINEAR AND NONLINEAR PROGRAMMING

LINEAR AND NONLINEAR PROGRAMMING LINEAR AND NONLINEAR PROGRAMMING Stephen G. Nash and Ariela Sofer George Mason University The McGraw-Hill Companies, Inc. New York St. Louis San Francisco Auckland Bogota Caracas Lisbon London Madrid Mexico

More information

AP Calculus BC Syllabus Course Overview

AP Calculus BC Syllabus Course Overview AP Calculus BC Syllabus Course Overview Textbook Anton, Bivens, and Davis. Calculus: Early Transcendentals, Combined version with Wiley PLUS. 9 th edition. Hoboken, NJ: John Wiley & Sons, Inc. 2009. Course

More information

SARAH P. OTTO and TROY DAY

SARAH P. OTTO and TROY DAY A Biologist's Guide to Mathematical Modeling in Ecology and Evolution SARAH P. OTTO and TROY DAY Univsr?.ltats- und Lender bibliolhek Darmstadt Bibliothek Biotogi Princeton University Press Princeton and

More information

Elements of Applied Bifurcation Theory

Elements of Applied Bifurcation Theory Yuri A. Kuznetsov Elements of Applied Bifurcation Theory Second Edition With 251 Illustrations Springer Preface to the Second Edition Preface to the First Edition vii ix 1 Introduction to Dynamical Systems

More information

correlated to the Idaho Content Standards Algebra II

correlated to the Idaho Content Standards Algebra II correlated to the Idaho Content Standards Algebra II McDougal Littell Algebra and Trigonometry: Structure and Method, Book 2 2000 correlated to the Idaho Content Standards Algebra 2 STANDARD 1: NUMBER

More information

PRESENTATION OF MATHEMATICAL ECONOMICS SYLLABUS FOR ECONOMICS HONOURS UNDER CBCS, UNIVERSITY OF CALCUTTA

PRESENTATION OF MATHEMATICAL ECONOMICS SYLLABUS FOR ECONOMICS HONOURS UNDER CBCS, UNIVERSITY OF CALCUTTA PRESENTATION OF MATHEMATICAL ECONOMICS SYLLABUS FOR ECONOMICS HONOURS UNDER CBCS, UNIVERSITY OF CALCUTTA Kausik Gupta Professor of Economics, University of Calcutta Introductory Remarks The paper/course

More information

Contents. 2 Sequences and Series Approximation by Rational Numbers Sequences Basics on Sequences...

Contents. 2 Sequences and Series Approximation by Rational Numbers Sequences Basics on Sequences... Contents 1 Real Numbers: The Basics... 1 1.1 Notation... 1 1.2 Natural Numbers... 4 1.3 Integers... 5 1.4 Fractions and Rational Numbers... 10 1.4.1 Introduction... 10 1.4.2 Powers and Radicals of Rational

More information

MTH 173 Calculus with Analytic Geometry I and MTH 174 Calculus with Analytic Geometry II

MTH 173 Calculus with Analytic Geometry I and MTH 174 Calculus with Analytic Geometry II MTH 173 Calculus with Analytic Geometry I and MTH 174 Calculus with Analytic Geometry II Instructor: David H. Pleacher Home Phone: 869-4883 School Phone: 662-3471 Room: 212 E-Mail Address: Pleacher.David@wps.k12.va.us

More information

Cathedral Catholic High School Course Catalog

Cathedral Catholic High School Course Catalog Cathedral Catholic High School Course Catalog Course Title: Pre-Calculus Course Description: This course is designed to prepare students to begin their college studies in introductory Calculus. Students

More information

Review Notes for IB Standard Level Math

Review Notes for IB Standard Level Math Review Notes for IB Standard Level Math 1 Contents 1 Algebra 8 1.1 Rules of Basic Operations............................... 8 1.2 Rules of Roots..................................... 8 1.3 Rules of Exponents...................................

More information

Sec 3 Express E-Math & A-Math Syllabus (For Class 301 to 305)

Sec 3 Express E-Math & A-Math Syllabus (For Class 301 to 305) Sec 3 Express E-Math & A-Math Syllabus (For Class 301 to 305) Chapter 1 (EM) Quadratic Equations and Chapter 4 (EM) Coordinate Geometry Chapter 6 (EM) Further Trigonometry Chapter 2 (EM) Linear Inequalities

More information

Grade Math (HL) Curriculum

Grade Math (HL) Curriculum Grade 11-12 Math (HL) Curriculum Unit of Study (Core Topic 1 of 7): Algebra Sequences and Series Exponents and Logarithms Counting Principles Binomial Theorem Mathematical Induction Complex Numbers Uses

More information

MIDLAND ISD ADVANCED PLACEMENT CURRICULUM STANDARDS AP CALCULUS AB

MIDLAND ISD ADVANCED PLACEMENT CURRICULUM STANDARDS AP CALCULUS AB Curricular Requirement 1: The course teaches all topics associated with Functions, Graphs, and Limits; Derivatives; and Integrals as delineated in the Calculus AB Topic Outline in the AP Calculus Course

More information

Precalculus Graphical, Numerical, Algebraic Media Update 7th Edition 2010, (Demana, et al)

Precalculus Graphical, Numerical, Algebraic Media Update 7th Edition 2010, (Demana, et al) A Correlation of Precalculus Graphical, Numerical, Algebraic Media Update To the Virginia Standards of Learning for Mathematical Analysis February 2009 INTRODUCTION This document demonstrates how, meets

More information

Identify the graph of a function, and obtain information from or about the graph of a function.

Identify the graph of a function, and obtain information from or about the graph of a function. PS 1 Graphs: Graph equations using rectangular coordinates and graphing utilities, find intercepts, discuss symmetry, graph key equations, solve equations using a graphing utility, work with lines and

More information

Foundations of Analysis. Joseph L. Taylor. University of Utah

Foundations of Analysis. Joseph L. Taylor. University of Utah Foundations of Analysis Joseph L. Taylor University of Utah Contents Preface vii Chapter 1. The Real Numbers 1 1.1. Sets and Functions 2 1.2. The Natural Numbers 8 1.3. Integers and Rational Numbers 16

More information

Mathematics (MAT) MAT 051 Pre-Algebra. 4 Hours. Prerequisites: None. 4 hours weekly (4-0)

Mathematics (MAT) MAT 051 Pre-Algebra. 4 Hours. Prerequisites: None. 4 hours weekly (4-0) Mathematics (MAT) MAT 051 Pre-Algebra 4 Hours Prerequisites: None 4 hours weekly (4-0) MAT 051 is designed as a review of the basic operations of arithmetic and an introduction to algebra. The student

More information

We wish the reader success in future encounters with the concepts of linear algebra.

We wish the reader success in future encounters with the concepts of linear algebra. Afterword Our path through linear algebra has emphasized spaces of vectors in dimension 2, 3, and 4 as a means of introducing concepts which go forward to IRn for arbitrary n. But linear algebra does not

More information

Hands-on Matrix Algebra Using R

Hands-on Matrix Algebra Using R Preface vii 1. R Preliminaries 1 1.1 Matrix Defined, Deeper Understanding Using Software.. 1 1.2 Introduction, Why R?.................... 2 1.3 Obtaining R.......................... 4 1.4 Reference Manuals

More information

Mathematical Methods for Engineers and Scientists 1

Mathematical Methods for Engineers and Scientists 1 K.T. Tang Mathematical Methods for Engineers and Scientists 1 Complex Analysis, Determinants and Matrices With 49 Figures and 2 Tables fyj Springer Part I Complex Analysis 1 Complex Numbers 3 1.1 Our Number

More information

TEACHER CERTIFICATION EXAM 1.0 KNOWLEDGE OF ALGEBRA Identify graphs of linear inequalities on a number line...1

TEACHER CERTIFICATION EXAM 1.0 KNOWLEDGE OF ALGEBRA Identify graphs of linear inequalities on a number line...1 TABLE OF CONTENTS COMPETENCY/SKILL PG # 1.0 KNOWLEDGE OF ALGEBRA...1 1.1. Identify graphs of linear inequalities on a number line...1 1.2. Identify graphs of linear equations and inequalities in the coordinate

More information

SLO to ILO Alignment Reports

SLO to ILO Alignment Reports SLO to ILO Alignment Reports CAN - 00 - Institutional Learning Outcomes (ILOs) CAN ILO #1 - Critical Thinking - Select, evaluate, and use information to investigate a point of view, support a conclusion,

More information

THE PYTHAGOREAN THEOREM

THE PYTHAGOREAN THEOREM THE STORY SO FAR THE PYTHAGOREAN THEOREM USES OF THE PYTHAGOREAN THEOREM USES OF THE PYTHAGOREAN THEOREM SOLVE RIGHT TRIANGLE APPLICATIONS USES OF THE PYTHAGOREAN THEOREM SOLVE RIGHT TRIANGLE APPLICATIONS

More information

1- Math 130. Chapter P Preliminaries. Chapter one Equations and Inequalities. Chapter Two Functions. Chapter Three Trigonometric Functions

1- Math 130. Chapter P Preliminaries. Chapter one Equations and Inequalities. Chapter Two Functions. Chapter Three Trigonometric Functions 1 1438-1437 - المادة المطلوبة في االختبار النهائي لمقرر ات قسم العلوم األساسية الفصل األول الد ارسي ه 1- Math 130 P Preliminaries one Equations and Inequalities Two Three Trigonometric Four Linear System

More information

ADVANCED ENGINEERING MATHEMATICS

ADVANCED ENGINEERING MATHEMATICS ADVANCED ENGINEERING MATHEMATICS DENNIS G. ZILL Loyola Marymount University MICHAEL R. CULLEN Loyola Marymount University PWS-KENT O I^7 3 PUBLISHING COMPANY E 9 U Boston CONTENTS Preface xiii Parti ORDINARY

More information

MATRICES. knowledge on matrices Knowledge on matrix operations. Matrix as a tool of solving linear equations with two or three unknowns.

MATRICES. knowledge on matrices Knowledge on matrix operations. Matrix as a tool of solving linear equations with two or three unknowns. MATRICES After studying this chapter you will acquire the skills in knowledge on matrices Knowledge on matrix operations. Matrix as a tool of solving linear equations with two or three unknowns. List of

More information

BRONX COMMUNITY COLLEGE LIBRARY SUGGESTED FOR MTH 30 PRE-CALCULUS MATHEMATICS

BRONX COMMUNITY COLLEGE LIBRARY SUGGESTED FOR MTH 30 PRE-CALCULUS MATHEMATICS BRONX COMMUNITY COLLEGE LIBRARY SUGGESTED FOR MTH 30 PRE-CALCULUS MATHEMATICS TEXTBOOK: PRECALCULUS ESSENTIALS, 3 rd Edition AUTHOR: ROBERT E. BLITZER Section numbers are according to the Textbook CODE

More information

AP Calculus BC Scope & Sequence

AP Calculus BC Scope & Sequence AP Calculus BC Scope & Sequence Grading Period Unit Title Learning Targets Throughout the School Year First Grading Period *Apply mathematics to problems in everyday life *Use a problem-solving model that

More information

CLEP EXAMINATION: Precalculus

CLEP EXAMINATION: Precalculus CLEP EXAMINATION: Precalculus DESCRIPTION OF THE EXAMINATION: The Precalculus examination assesses student mastery of skills and concepts required for success in a first-semester calculus course. A large

More information

Pre-Calculus Chapter 0. Solving Equations and Inequalities 0.1 Solving Equations with Absolute Value 0.2 Solving Quadratic Equations

Pre-Calculus Chapter 0. Solving Equations and Inequalities 0.1 Solving Equations with Absolute Value 0.2 Solving Quadratic Equations Pre-Calculus Chapter 0. Solving Equations and Inequalities 0.1 Solving Equations with Absolute Value 0.1.1 Solve Simple Equations Involving Absolute Value 0.2 Solving Quadratic Equations 0.2.1 Use the

More information

Topics Covered in Calculus BC

Topics Covered in Calculus BC Topics Covered in Calculus BC Calculus BC Correlation 5 A Functions, Graphs, and Limits 1. Analysis of graphs 2. Limits or functions (including one sides limits) a. An intuitive understanding of the limiting

More information

College Algebra and Trigonometry

College Algebra and Trigonometry GLOBAL EDITION College Algebra and Trigonometry THIRD EDITION J. S. Ratti Marcus McWaters College Algebra and Trigonometry, Global Edition Table of Contents Cover Title Page Contents Preface Resources

More information

AP CALCULUS AB Study Guide for Midterm Exam 2017

AP CALCULUS AB Study Guide for Midterm Exam 2017 AP CALCULUS AB Study Guide for Midterm Exam 2017 CHAPTER 1: PRECALCULUS REVIEW 1.1 Real Numbers, Functions and Graphs - Write absolute value as a piece-wise function - Write and interpret open and closed

More information

MATH 100 and MATH 180 Learning Objectives Session 2010W Term 1 (Sep Dec 2010)

MATH 100 and MATH 180 Learning Objectives Session 2010W Term 1 (Sep Dec 2010) Course Prerequisites MATH 100 and MATH 180 Learning Objectives Session 2010W Term 1 (Sep Dec 2010) As a prerequisite to this course, students are required to have a reasonable mastery of precalculus mathematics

More information