CCoommaapp99ee__ffmm..iinndddd iivv 1111//22//1111 66::5599 PPMM For All Practical Purposes CCoommaapp99ee__ffmm..iinndddd ii 1111//22//1111 66::5599 PPMM Solomon Garfunkel Project Director Consortium for Mathematics and Its Applications Contributing Authors PART I MANAGEMENT SCIENCE Joseph Malkevitch York College, CUNY PART II STATISTICS: THE SCIENCE OF DATA Lawrence M. Lesser The University of Texas at El Paso [Founding FAPP author is David S. Moore, Purdue University] PART III VOTING AND SOCIAL CHOICE Alan D. Taylor | Bruce P. Conrad | Steven J. Brams Union College Temple University New York University PART IV FAIRNESS AND GAME THEORY Alan D. Taylor | Bruce P. Conrad | Steven J. Brams Union College Temple University New York University PART V THE DIGITAL REVOLUTION Joseph A. Gallian University of Minnesota Duluth PART VI ON SIZE AND GROWTH Paul J. Campbell Beloit College PART VII YOUR MONEY AND RESOURCES Paul J. Campbell Beloit College CCoommaapp99ee__ffmm..iinndddd iiii 1111//22//1111 66::5599 PPMM 9th Edition For All Practical Purposes Mathematical Literacy in Today’s World W. H. FREEMAN AND COMPANY New York CCoommaapp99ee__ffmm..iinndddd iiiiii 1111//22//1111 66::5599 PPMM Publisher: Ruth Baruth Executive Acquisitions Editor: Terri Ward Executive Marketing Manager: Jennifer Somerville Developmental Editors: Andrew Sylvester and Lisa Collette Senior Media Acquisitions Editor: Roland Cheyney Senior Media Editor: Laura Capuano Associate Editor: Katrina Wilhelm Assistant Media Editor: Catriona Kaplan Editorial Assistant: Tyler Holzer Photo Editor: Bianca Moscatelli Photo Researcher: Christina Micek Cover Designer: Vicki Tomaselli Text Designer: Marsha Cohen Project Editor: Vivien Weiss Director of Production: Ellen Cash Production Manager: Julia DeRosa Illustrations: MPS Limited, a Macmillan Company Composition: MPS Limited, a Macmillan Company Printing and Binding: QuadGraphics Library of Congress Control Number: 2011937302 Student Edition (hardcover): ISBN-13: 978-1-4292-4316-2 ISBN-10: 1-4292-4316-3 Student Edition (paperback): ISBN-13: 978-1-4292-5482-3 ISBN-10: 1-4292-5482-3 Student Edition (looseleaf): ISBN-13: 978-1-4641-0157-1 ISBN-10: 1-4641-0157-4 Instructor Comp Copy (hardcover): ISBN-13: 978-1-4641-0156-4 ISBN-10: 1-4641-0156-6 NASTA-spec version: ISBN-13: 978-1-4292-5481-6 ISBN-10: 1-4292-5481-5 ©2013 by COMAP, Inc. All rights reserved. Printed in the United States of America First printing W. H. Freeman and Company 41 Madison Avenue New York, NY 10010 Houndmills, Basingstoke RG21 6XS, England www.whfreeman.com CCoommaapp99ee__ffmm..iinndddd iivv 1111//22//1111 66::5599 PPMM Brief Contents Part I MANAGEMENT SCIENCE 3 Chapter 1 Urban Services 5 Chapter 2 Business Efficiency 35 Chapter 3 Planning and Scheduling 75 Chapter 4 Linear Programming 115 Part II STATISTICS: THE SCIENCE OF DATA 163 Chapter 5 Exploring Data: Distributions 165 Chapter 6 Exploring Data: Relationships 209 Chapter 7 Data for Decisions 241 Chapter 8 Probability: The Mathematics of Chance 281 Part III VOTING AND SOCIAL CHOICE 325 Chapter 9 Social Choice: The Impossible Dream 327 Chapter 10 The Manipulability of Voting Systems 357 Chapter 11 Weighted Voting Systems 377 Chapter 12 Electing the President 415 Part IV FAIRNESS AND GAME THEORY 451 Chapter 13 Fair Division 453 Chapter 14 Apportionment 485 Chapter 15 Game Theory: The Mathematics of Competition 529 Part V THE DIGITAL REVOLUTION 571 Chapter 16 Identification Numbers 573 Chapter 17 Information Science 601 Part VI ON SIZE AND GROWTH 641 Chapter 18 Growth and Form 643 Chapter 19 Symmetry and Patterns 685 Chapter 20 Tilings 731 Part VII YOUR MONEY AND RESOURCES 765 Chapter 21 Savings Models 767 Chapter 22 Borrowing Models 805 Chapter 23 The Economics of Resources 829 CCoommaapp99ee__ffmm..iinndddd vv 1111//22//1111 66::5599 PPMM Contents PART I Management Science / 3 (cid:2) Exercises 61 Chapter 1 Urban Services 5 (cid:2) Applet Exercises 72 1.1 Euler Circuits 5 (cid:2) Writing Projects 73 Suggested Readings 73 SPOTLIGHT 1.1 Leonhard Euler 9 Suggested Web Sites 73 1.2 Finding Euler Circuits 9 SPOTLIGHT 1.2 The Human Aspect of Problem Chapter 3 Planning and Scheduling 75 Solving 10 3.1 Scheduling Tasks 75 1.3 Beyond Euler Circuits 13 3.2 Critical-Path Schedules 82 1.4 Urban Graph Traversal Problems 19 SPOTLIGHT 3.1 Management Science and Disaster SPOTLIGHT 1.3 Israel Electric Company Reduces Recovery 83 Meter-Reading Task 20 3.3 Independent Tasks 86 (cid:2) Review Vocabulary 22 (cid:2) Skills Check 22 3.4 Bin Packing 89 (cid:2) Exercises 25 SPOTLIGHT 3.2 Using Mathematical Tools 92 (cid:2) Applet Exercises 33 (cid:2) Writing Projects 33 3.5 Resolving Conflict via Coloring 93 Suggested Readings 33 SPOTLIGHT 3.3 Four Color Problem 96 Suggested Web Sites 33 SPOTLIGHT 3.4 Scheduling Job Interviews 97 (cid:2) Review Vocabulary 98 Chapter 2 Business Efficiency 35 (cid:2) Skills Check 99 2.1 Hamiltonian Circuits 36 (cid:2) Exercises 101 (cid:2) Applet Exercises 112 2.2 Traveling Salesman Problem 42 (cid:2) Writing Projects 113 2.3 Helping Traveling Salesmen 43 Suggested Readings 113 Suggested Web Sites 113 SPOTLIGHT 2.1 NP-Complete Problems 46 2.4 Minimum-Cost Spanning Trees 47 Chapter 4 Linear Programming 115 SPOTLIGHT 2.2 AT&T Manager Explains How Long- Distance Calls Run Smoothly 51 4.1 Linear Programming and Mixture Problems: Combining Resources to Maximize Profit 115 SPOTLIGHT 2.3 Common Ancestors? 52 SPOTLIGHT 4.1 Case Studies in Linear Programming 117 2.5 Critical-Path Analysis 53 ALGEBRA REVIEW Linear Equations and Intercepts 121 SPOTLIGHT 2.4 Every Moment Counts in Rigorous Airline Scheduling 56 ALGEBRA REVIEW Linear Inequalities 122 (cid:2) Review Vocabulary 57 4.2 Finding the Optimal Production Policy 125 (cid:2) Skills Check 58 CCoommaapp99ee__ffmm..iinndddd vvii 1111//22//1111 66::5599 PPMM Contents vii 4.5 A Transportation Problem: Delivering ALGEBRA REVIEW Systems of Linear Equations and Perishables 140 Inequalities 128 4.6 Improving on the Current Solution 149 4.3 Why the Corner Point Principle Works 132 (cid:2) Review Vocabulary 151 4.4 Linear Programming: Life Is Complicated 135 (cid:2) Skills Check 152 (cid:2) Exercises 154 SPOTLIGHT 4.2 The Father of Linear Programming (cid:2) Writing Projects 161 Recalls Its Origins 137 Suggested Readings 161 SPOTLIGHT 4.3 Finding Fast Algorithms Means Better Suggested Web Sites 161 Airline Service 139 PART II Statistics: The Science of Data / 163 6.2 Making Predictions: Regression Line 214 Chapter 5 Exploring Data: Distributions 165 ALGEBRA REVIEW Graphing a Line in Slope-Intercept 5.1 Displaying Distributions: Histograms 165 Form 216 5.2 Interpreting Histograms 171 6.3 Correlation 217 5.3 Displaying Distributions: Stemplots 174 SPOTLIGHT 6.1 Correlation Calculation 219 5.4 Describing Center: Mean and Median 176 SPOTLIGHT 6.2 Regression Toward the Mean 220 ALGEBRA REVIEW Using Formulas 177 6.4 Least-Squares Regression 220 SPOTLIGHT 5.1 Which Mean Do You Mean? 179 SPOTLIGHT 6.3 Regression and Correlation in Action: 5.5 Describing Variability: Range and College Success 221 Quartiles 180 6.5 Interpreting Correlation and Regression 223 5.6 The Five-Number Summary and (cid:2) Review Vocabulary 228 Boxplots 181 (cid:2) Skills Check 228 5.7 Describing Variability: The Standard (cid:2) Exercises 230 Deviation 183 (cid:2) Applet Exercises 237 (cid:2) Writing Projects 238 ALGEBRA REVIEW Squares and Square Roots 184 Suggested Readings 238 SPOTLIGHT 5.2 Calculating Standard Deviation 186 Suggested Web Sites 239 5.8 Normal Distributions 188 Chapter 7 Data for Decisions 241 SPOTLIGHT 5.3 Density Estimation 193 5.9 The 68–95–99.7 Rule for Normal 7.1 Sampling 241 Distributions 193 7.2 Bad Sampling Methods 243 (cid:2) Review Vocabulary 196 7.3 Simple Random Samples 245 (cid:2) Skills Check 197 (cid:2) Exercises 198 7.4 Cautions About Sample Surveys 248 (cid:2) Applet Exercises 206 7.5 Experiments 250 (cid:2) Writing Projects 207 SPOTLIGHT 7.1 Ethics in Experiments 254 Suggested Readings 207 Suggested Web Sites 207 7.6 Experiments versus Observational Studies 254 Chapter 6 Exploring Data: Relationships 209 7.7 Inference: From Sample to Population 258 7.8 Confidence Intervals 262 6.1 Displaying Relationships: Scatterplot 210 ALGEBRA REVIEW Slope of a Line 212 SPOTLIGHT 7.2 Truth in Polling 267 CCoommaapp99ee__ffmm..iinndddd vviiii 1111//22//1111 66::5599 PPMM viii Contents (cid:2) Review Vocabulary 267 SPOTLIGHT 8.2 Birthday Coincidences 297 (cid:2) Skills Check 268 (cid:2) Exercises 270 8.4 Continuous Probability Models 297 (cid:2) Applet Exercises 277 8.5 The Mean and Standard Deviation (cid:2) Writing Projects 278 of a Probability Model 301 Suggested Readings 279 8.6 The Central Limit Theorem 304 Suggested Web Sites 279 SPOTLIGHT 8.3 Probability and Fairness 311 Chapter 8 P robability: The Mathematics (cid:2) Review Vocabulary 312 (cid:2) Skills Check 313 of Chance 281 (cid:2) Exercises 315 8.1 Probability Models and Rules 282 (cid:2) Applet Exercises 321 (cid:2) Writing Projects 322 SPOTLIGHT 8.1 Probability and Psychology 288 Suggested Readings 322 8.2 Discrete Probability Models 290 Suggested Web Sites 322 8.3 Equally Likely Outcomes 291 PART III Voting and Social Choice / 325 (cid:2) Review Vocabulary 370 Chapter 9 S ocial Choice: The Impossible (cid:2) Skills Check 370 Dream 327 (cid:2) Exercises 372 9.1 An Introduction to Social Choice 327 (cid:2) Writing Projects 375 Suggested Readings 375 9.2 Majority Rule and Condorcet’s Method 328 SPOTLIGHT 9.1 The Historical Record 331 Chapter 11 Weighted Voting Systems 377 9.3 Other Voting Systems for Three or More Candidates 332 11.1 How Weighted Voting Works 378 9.4 Insurmountable Difficulties: Arrow’s SPOTLIGHT 11.1 The Electoral College 378 Impossibility Theorem 342 SPOTLIGHT 11.2 Power Indices 381 SPOTLIGHT 9.2 Kenneth J. Arrow 344 11.2 The Shapley-Shubik Power Index 381 9.5 A Better Approach? Approval Voting 346 11.3 The Banzhaf Power Index 388 (cid:2) Review Vocabulary 348 (cid:2) Skills Check 349 SPOTLIGHT 11.3 A Mathematical Quagmire 390 (cid:2) Exercises 350 (cid:2) Writing Projects 355 ALGEBRA REVIEW Counting in Binary 392 Suggested Readings 355 SPOTLIGHT 11.4 The Electoral College: The Presidential Elections of 2012, 2016, and 2020 400 Chapter 10 T he Manipulability of Voting 11.4 Comparing Voting Systems 401 Systems 357 (cid:2) Review Vocabulary 405 (cid:2) Skills Check 406 10.1 An Introduction to Manipulability 358 (cid:2) Exercises 408 10.2 Majority Rule and Condorcet’s Method 360 (cid:2) Writing Projects 412 10.3 The Manipulability of Other Voting Systems SPOTLIGHT 11.5 What Are Your Chances of Being a for Three or More Candidates 362 Critical Voter? 413 10.4 Impossibility 366 Suggested Readings 413 10.5 The Chair’s Paradox 368 Suggested Web Sites 413 CCoommaapp99ee__ffmm..iinndddd vviiiiii 1111//44//1111 22::5599 PPMM
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