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Trang 1Australia • Brazil • Japan • Korea • Mexico • Singapore • Spain • United Kingdom • United States
Trang 2Your First Study Break
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Trang 3Business and Management
Accounting, 209, 520
Advertising, 9, 28, 46, 77, 94, 172–173, 267, 296, 337, 361, 365, 458, 484,
520, 555, 565, 597, 604, 611, 616, 644–645, 649, 662, 681, 725, 763,
773, 817, 826, 915, 918 Agribusiness, 237–239, 263–264, 280, 368, 889
Cost-benefit, 50, 178, 549–550, 555, 566, 590, 597, 691
Customer service, 818, 853
Diminishing returns, 661, 662, 695
Egg production, 207
Employee age and gender, 438–439, 447, 448
Employee benefits and compensation, 87, 256, 378, 475, 497, 905
Organizational growth, 355–356, 361 Package design, 35, 39
Parking costs, 555 Parts delivery, 448 Parts manufacturing, 244–245 Population and labor force, 187–188 Postal restrictions and rates, 77, 163, 164–165, 567, 677–678 Pricing, 83, 105, 207, 278, 323–324, 338, 509, 604, 649, 681, 699, 789, 919 Printing, 696, 919
Product design, 696 Product reliability, 336, 359, 436, 497, 508, 533, 815, 818, 850–851, 853 Production, 197–198, 208–209, 251, 273–274, 305, 314, 318–319, 611,
649, 662, 721, 725, 731, 763, 799–800, 818, 861, 875, 877–878, 889–890, 904, 910, 912–913, 915
Production costs, 165, 649, 681, 687, 698 Productivity, 487, 555, 565, 630, 649, 661, 680, 691, 695, 696, 763, 793, 795 Profit, 34, 50, 58–59, 63, 64, 76, 77, 106–107, 119–120, 121, 134, 135,
144, 256, 360, 378, 391, 554, 580, 630, 631, 691, 730–731, 780–781,
793, 826, 878 Profit maximization, 148–149, 177, 268–269, 279, 307, 319, 668–670, 672–674, 680, 695, 776–778, 899, 903, 904, 915
Property and real estate, 445, 508, 679–680, 766–767 Purchasing, 64
Purchasing electrical power, 869 Quality control, 436, 440, 457, 458, 460, 470, 473, 475, 476, 487, 495, 497,
498, 520, 529, 536, 853, 865, 866 Rentals, 34, 64, 105, 145, 221, 297, 519–520 Return to sales, 633, 881
Revenue, 34, 40, 50, 77, 106–107, 121, 145, 207, 297, 355, 360, 533, 536,
554, 555, 579, 586–587, 589, 597, 604, 608–609, 610, 616, 630, 631,
649, 712, 734–735, 777–778, 792, 793, 828, 839, 866, 913 Revenue maximization, 141–143, 177, 271, 619, 665–666, 671, 681, 682,
691, 694, 695, 737–738, 742 Rewards for employees, 475 Safety, 440, 731, 741–742 Salaries, 15, 64, 378, 422, 447, 509 Sales, 28, 46, 196, 337, 365, 438, 471, 475, 509, 520, 533, 554–555, 565,
597, 604, 611, 616, 649, 662, 680, 681, 715, 725, 773, 789, 817,
826, 915 Sales decay, 353, 359, 365 Sales growth, 360, 361 Scheduling, 277, 295, 296, 304–305, 311–312, 315, 487 Shadow prices, 278, 323–324
Shipping, 278, 296, 306–307, 322 Starbucks stores, 367, 616–617 Surplus, 865
Telecommunications, 490–491, 836, 839 Ticket sales, 221
Total income, 817, 826–827 Training, 554
Transportation, 28, 222, 236, 252, 322, 440 Unemployment rates, 507
Index of Selected Applications
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Trang 4Unions, 146, 197, 556, 650–651
Utilities, 164, 209, 239, 245–246, 248, 487, 876, 886
Warranties, 853
Wilson’s lot size formula, 876
Wireless service spending, 64
Workers and output, 589, 610
Consumer (personal) spending, 39, 87, 94, 104, 337, 580, 715, 877
Consumer price index, 334, 338, 360, 663, 716–717, 755, 773
Dow Jones averages, 8–9, 66, 67, 75, 556, 674–675
Earnings and race, 87
Economic dependency ratio, 617, 650
Economic order quantity, 698
Economy models, 252
Elasticity of demand, 732–734, 738–739
Gasoline mileage and prices
Gini coefficient of income, 819, 827
Gompertz curves, 355–356, 360–361, 790
Gross domestic product, 164, 173, 591, 605, 790
Gross national product, 663
Annuities due, 397, 406, 410–412 APY, 384–385
ATM transaction, 475 Banks, 84, 279, 471, 475 Bond pricing, 405–406, 412 Bonds, 510
Budgeting, 520 Capital value, 849, 853 College fund, 422, 423, 508, 509 Compound interest, 20, 336, 338, 360, 365, 383–384, 385, 386, 389–390,
741, 772, 788–789 Consumer credit and credit cards, 63, 364, 427, 477
Debt refinancing and payment, 75, 196–197 See also Loans
Deferred annuities, 407–408, 412–413 Delinquent accounts, 452–453 Depreciation, 63, 79, 86, 87, 391, 817 Doubling time, 349–350, 385–386 Earnings, 94, 196, 605, 649, 905 Future value of annuities, 392–401 Future value of income stream, 829–830 Future value of investments, 329–330, 372, 379–381, 383–384, 423, 712, 714–715
Income stream, 815, 829–830 Investing, 20, 28, 35, 59, 64, 98–99, 105, 120, 218–219, 221–222, 223,
236, 251, 297–298, 327, 329–330, 340–341, 372–373, 384, 393–394,
395, 423, 427–428, 589, 604, 695, 708–709, 731, 789, 793, 876 Loans, 50, 105, 221, 413–422, 423
Mortgages and home loans, 19, 69–70, 74–75, 414–415, 427, 428, 876–877 Mutual funds, 475
Perpetuities, 565–566, 849, 853 Present value, 372, 381 Present value of annuities, 401–404, 408 Property and real estate, 445, 508, 679–680, 766–767 Purchasing power, 716
Retirement planning, 87, 475, 868, 905, 915 Savings, 779, 781, 865, 914–915
Simple interest, 39, 50, 371–373, 376–377 Sinking funds, 396, 423
Stock market, 6–7, 20–21, 338, 360, 487, 522 Taxes, 15, 16, 63, 64, 66, 67, 69, 94, 165–166, 168–169, 174, 255–256,
555, 559–560, 566, 736–738, 739–740, 742, 915–916 Trusts, 411, 412, 425, 847, 849
Venture capital, 204–205, 231–232
Life Science
Adrenalin response, 566, 598 Age-sleep relationship, 87 AIDS cases, 177, 391, 447 Allometric relationships, 164, 590, 601, 731, 788, 793 Atmospheric pressure, 790
Bacterial growth, 105, 237, 327, 336, 391, 789, 793 Bee ancestry and reproduction, 237, 377
Biology, 533 Birth control, 458, 520, 540 Birth defects, 494, 496 Birth weights, 509 Blood flow, 726, 727–728, 731 Blood pressure, 529, 540, 715–716, 773
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Trang 5Mathematical
Applications
for the Management, Life,
and Social Sciences
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Trang 7Mathematical
Applications
for the Management, Life,
and Social Sciences
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Trang 9© 2013, 2009, Brooks/Cole, Cengage Learning ALL RIGHTS RESERVED No part of this work covered by the copyright herein may be reproduced, transmitted, stored, or used in any form or by any means graphic, electronic, or mechanical, including but not limited to photocopying, recording, scanning, digitizing, taping, Web distribution, information networks,
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Mathematical Applications for the
Management, Life, and Social Sciences,
Tenth Edition
Ronald J Harshbarger
James J Reynolds
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Printed in the United States of America
1 2 3 4 5 6 7 15 14 13 12 11
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Trang 100.7 Algebraic Fractions 40
Key Terms and Formulas 46 Review Exercises 48 Chapter Test 50
Extended Applications & Group Projects 52
Campaign Management
1 Linear Equations and Functions 53
Warm-up 54 1.1 Solutions of Linear Equations and Inequalities in One Variable 551.2 Functions 65
1.3 Linear Functions 781.4 Graphs and Graphing Utilities 881.5 Solutions of Systems of Linear Equations 95
1.6 Applications of Functions in Business and Economics 106
Key Terms and Formulas 116 Review Exercises 118 Chapter Test 121
Extended Applications & Group Projects 123
Hospital Administration • Fundraising
2 Quadratic and Other Special Functions 125
Warm-up 1262.1 Quadratic Equations 1272.2 Quadratic Functions: Parabolas 1362.3 Business Applications Using Quadratics 146
2.4 Special Functions and Their Graphs 1532.5 Modeling; Fitting Curves to Data with Graphing Utilities (optional) 165
Key Terms and Formulas 175 Review Exercises 176 Chapter Test 179
Extended Applications & Group Projects 181
An Inconvenient Truth • Body-Mass Index (Modeling) • Operating Leverage and Business Risk
3 Matrices 184
Warm-up 1853.1 Matrices 1863.2 Multiplication of Matrices 1993.3 Gauss-Jordan Elimination: Solving Systems
of Equations 2093.4 Inverse of a Square Matrix; Matrix Equations 224
3.5 Applications of Matrices: Leontief Output Models 237
Input-Key Terms and Formulas 249 Review Exercises 250 Chapter Test 252
Extended Applications & Group Projects 255
Taxation • Company Profits after Bonuses and Taxes
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Trang 11vi contents
4 Inequalities and Linear Programming 257
Warm-up 2584.1 Linear Inequalities in Two Variables 259
4.2 Linear Programming: Graphical
Methods 2684.3 The Simplex Method: Maximization 279
4.4 The Simplex Method: Duality and
Minimization 2984.5 The Simplex Method with Mixed
Constraints 307
Key Terms and Formulas 316 Review Exercises 317 Chapter Test 320
Extended Applications & Group Projects 322
Transportation • Slack Variables and Shadow Prices
5 Exponential and Logarithmic Functions 325
Warm-up 3265.1 Exponential Functions 327
5.2 Logarithmic Functions and Their
Properties 3395.3 Solutions of Exponential Equations:
Applications of Exponential and Logarithmic Functions 351
Key Terms and Formulas 362 Review Exercises 363 Chapter Test 365
Extended Applications & Group Projects 367
Starbucks Stores (Modeling) • Agricultural Business Management
6 Mathematics of Finance 369
Warm-up 3706.1 Simple Interest; Sequences 371
6.2 Compound Interest; Geometric
Sequences 3786.3 Future Values of Annuities 392
6.4 Present Values of Annuities 401
6.5 Loans and Amortization 413
Key Terms and Formulas 421 Review Exercises 422 Chapter Test 425
Extended Applications & Group Projects 427
Mail Solicitation Home Equity Loan: Is This a Good Deal? • Profit Reinvestment • Purchasing a Home
7 Introduction to Probability 429
Warm-up 4307.1 Probability; Odds 4317.2 Unions and Intersections of Events: One-Trial Experiments 441
7.3 Conditional Probability: The Product Rule 449
7.4 Probability Trees and Bayes’ Formula 4597.5 Counting: Permutations and
Combinations 4667.6 Permutations, Combinations, and Probability 472
7.7 Markov Chains 476
Key Terms and Formulas 485 Review Exercises 486 Chapter Test 488
Extended Applications & Group Projects 490
Phone Numbers • Competition in the Telecommunications Industry
8 Further Topics in Probability; Data Description 492
Warm-up 4938.1 Binomial Probability Experiments 4948.2 Data Description 498
8.3 Discrete Probability Distributions; The Binomial Distribution 511
8.4 Normal Probability Distribution 5218.5 The Normal Curve Approximation to the Binomial Distribution 529
Key Terms and Formulas 534 Review Exercises 535 Chapter Test 536
Extended Applications & Group Projects 539
Lotteries • Statistics in Medical Research;
Hypothesis Testing
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Trang 12Extended Applications & Group Projects 744
Inflation • Knowledge Workers (Modeling)
12 Indefinite Integrals 746
Warm-up 747 12.1 Indefinite Integrals 748 12.2 The Power Rule 755 12.3 Integrals Involving Exponential and
Logarithmic Functions 765 12.4 Applications of the Indefinite Integral in
Business and Economics 774 12.5 Differential Equations 782
Key Terms and Formulas 791 Review Exercises 792 Chapter Test 794
Extended Applications & Group Projects 795
Employee Production Rate • Supply and Demand
13 Definite Integrals: Techniques
of Integration 797
Warm-up 798 13.1 Area Under a Curve 799 13.2 The Definite Integral: The Fundamental
Theorem of Calculus 809 13.3 Area Between Two Curves 819 13.4 Applications of Definite Integrals in
Business and Economics 827 13.5 Using Tables of Integrals 836 13.6 Integration by Parts 841 13.7 Improper Integrals and Their
Applications 847 13.8 Numerical Integration Methods: The
Trapezoidal Rule and Simpson’s Rule 854
Key Terms and Formulas 862 Review Exercises 864 Chapter Test 866
Extended Applications & Group Projects 868
Retirement Planning • Purchasing Electrical Power (Modeling)
9 Derivatives 541
Warm-up 5429.1 Limits 5439.2 Continuous Functions; Limits at Infinity 556
9.3 Rates of Change and Derivatives 5689.4 Derivative Formulas 581
9.5 The Product Rule and the Quotient Rule 591
9.6 The Chain Rule and the Power Rule 5999.7 Using Derivative Formulas 606
9.8 Higher-Order Derivatives 6119.9 Applications: Marginals and Derivatives 618
Key Terms and Formulas 627 Review Exercises 628 Chapter Test 631
Extended Applications & Group Projects 633
Marginal Return to Sales • Tangent Lines and Optimization in Business and Economics
10 Applications of Derivatives 636
Warm-up 637 10.1 Relative Maxima and Minima: Curve
Sketching 638 10.2 Concavity; Points of Inflection 651
10.3 Optimization in Business and
Economics 664 10.4 Applications of Maxima and Minima 675
10.5 Rational Functions: More Curve
Sketching 683
Key Terms and Formulas 692 Review Exercises 693 Chapter Test 696
Extended Applications & Group Projects 698
Production Management • Room Pricing in the Off-Season (Modeling)
11 Derivatives Continued 700
Warm-up 701 11.1 Derivatives of Logarithmic Functions 702
11.2 Derivatives of Exponential Functions 710
11.3 Implicit Differentiation 717
11.4 Related Rates 726
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Trang 1314.5 Maxima and Minima of Functions Subject
to Constraints: Lagrange Multipliers 906
Key Terms and Formulas 913 Review Exercises 914 Chapter Test 916
Extended Applications & Group Projects 918
Advertising • Competitive Pricing
Appendix A Financial Tables AP-1
Table 1 Future Value of an Ordinary Annuity of $1 AP-1
Table 2 Present Value of an Ordinary Annuity of $1 AP-3
Appendix B Areas Under the Standard Normal
Curve AP-5 Appendix C Graphing Calculator Guide AP-7 Appendix D Excel Guide AP-33
Part 2 Excel 2007 and 2010 AP-51
Answers A-1 Index I-1
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Trang 14ix
Preface
To paraphrase English mathematician, philosopher, and educator Alfred North Whitehead,
the purpose of education is not to fill a vessel but to kindle a fire In particular, Whitehead
encouraged students to be creative and imaginative in their learning and to continually
form ideas into new and more exciting combinations This desirable goal is not always an
easy one to realize in mathematics with students whose primary interests are in areas other
than mathematics The purpose of this text, then, is to present mathematical skills and
con-cepts, and to apply them to ideas that are important to students in the management, life,
and social sciences We hope that this look at the relevance of mathematical ideas to a
broad range of fields will help inspire the imaginative thinking and excitement for learning
that Whitehead spoke of The applications included allow students to view mathematics
in a practical setting relevant to their intended careers Almost every chapter of this book
includes a section or two devoted to the applications of mathematical topics, and every
sec-tion contains a number of applicasec-tion examples and problems An index of these
applica-tions on the front and back inside covers demonstrates the wide variety used in examples
and exercises Although intended for students who have completed two years of high school
algebra or its equivalent, this text begins with a brief review of algebra which, if covered, will
aid in preparing students for the work ahead
Pedagogical Features
In this new edition, we have incorporated many suggestions that reflect the needs and
wishes of our users Important pedagogical features that have characterized previous
edi-tions have been retained They are as follows
concepts and problem solving rather than on mathematical theory Yet each topic is
care-fully developed and explained, and examples illustrate the techniques involved
may vary according to the purpose of the course and the nature of the student audience
To accommodate alternate approaches, the text has a great deal of flexibility in the order in
which topics may be presented and the degree to which they may be emphasized
exercises helps provide motivation within the sections and demonstrates the relevance of
each topic Numerous real-life application examples and exercises represent the
applica-bility of the mathematics, and each application problem is identified, so the instructor or
student can select applications that are of special interest In addition, we have found that
offering separate lessons on applied topics such as cost, revenue, and profit functions brings
the preceding mathematical discussions into clear, concise focus and provides a thread
of continuity as mathematical sophistication increases There are ten such sections in the
book, and entire chapters devoted to linear programming and financial applications Of the
more than 5500 exercises in the book, over 2000 are applied
begin-ning of each chapter and invites students to test themselves on the skills needed for that
chapter The Warm-ups present several prerequisite problem types that are keyed to the
appropriate sections in the upcoming chapter where those skills are needed Students who
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Trang 15x PrefAce
have difficulty with any particular skill are directed to specific sections of the text for review
Instructors may also find the Warm-ups useful in creating a course syllabus that includes an appropriate scope and sequence of topics
the context and direction for the concepts that will be presented Each of these Previews contains an example that motivates the mathematics in the section and is then revisited in a completely worked Application Preview example appearing later in the section
exercises offer problems for different skill levels, and there are enough challenging problems
to stimulate students in thoughtful investigations Many exercise sets contain ing and thought-provoking multistep problems that extend students’ knowledge and skills
with at least two case studies, which further illustrate how mathematics can be used in business and personal decision making In addition, many applications are cumulative in that solutions require students to combine the mathematical concepts and techniques they learned in some of the preceding chapters
applications are included in the examples and exercises throughout the text and are denoted
by the header Modeling Many sections include problems with functions that are modeled from real data, and some problems ask students to model functions from the data given
These problems are solved by using one or more graphical, numerical, or symbolic methods
Calculator Notes, and Spreadsheet Notes, denoted by the icon, are scattered out the text Many of these notes reference detailed step-by-step instructions in the new Appendix C (Graphing Calculator Guide) and Appendix D (Excel Guide) and in the Online Guide for Excel Discussions of the use of technology are placed in subsections and exam-ples in many sections, so that they can be emphasized or de-emphasized at the option of the instructor
through-The discussions of graphing calculator technology highlight its most common features and uses, such as graphing, window setting, Trace, Zoom, Solver, tables, finding points of intersection, numerical derivatives, numerical integration, matrices, solving inequalities, and modeling (curve fitting) While technology never replaces the mathematics, it does supplement and extend the mathematics by providing opportunities for generalization and alternative ways of understanding, doing, and checking Some exercises that are better worked with the use of technology—including graphing calculators and Excel—are high-lighted with the technology icon Of course, many additional exercises can benefit from the use of technology, at the option of the instructor Technology can be used to graph func-tions and to discuss the generalizations, applications, and implications of problems being studied
Excel is useful in solving problems involving linear equations; systems of equations;
quadratic equations; matrices; linear programming; output comparisons of f(x), f 9(x), and
f 0(x); and maxima and minima of functions subject to constraints Excel is also a useful
problem-solving tool when studying the Mathematics of Finance in Chapter 6
dis-cussion, allowing students to check their understanding of the skills and concepts under discussion before they proceed Solutions to these Checkpoints appear before the section exercises
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Trang 16At the end of each chapter, just before the Chapter Review Exer-vides a well-organized core from which a student can build a review, both to consult while working the Review Exercises and to identify quickly any section needing additional study
offers students extra practice on topics in that chapter These Reviews cover each chapter’s topics primarily in their section order, but without section references, so that students get a true review but can readily find a section for further review if difficulties occur A Chapter Test follows each set of Review Exercises All Chapter Tests provide a mixture of problems that do not directly mirror the order of topics found within the chapter This organization
of the Chapter Test ensures that students have a firm grasp of all material in the chapter
Changes in the Tenth Edition
In the Tenth Edition, we continue to offer a text characterized by complete and accurate pedagogy, mathematical precision, excellent exercise sets, numerous and varied applica-tions, and student-friendly exposition There are many changes in the mathematics, prose, and art The more significant ones are as follows
■ Two new Appendices have been added
• tions and examples for operating TI-83 and TI-84 Plus calculators
Appendix C Graphing Calculator Guide, containing detailed step-by-step instruc-• ples for Excel 2003, and for Excel 2007 and 2010
Appendix D Excel Guide, containing detailed step-by-step instructions and exam-■ References to specific calculator and Excel steps in Appendix C and/or Appendix D are given each time a new technology process is introduced
■ The exposition and example discussions have been streamlined to eliminate repetitions and redundancies
■ Section 2.5 “Modeling; Fitting Curves to Data with Graphing Utilities (optional)” has been extensively rewritten to improve logic and flow
■ ganized to clarify the decisions at each step and how the method extends beyond
Section 3.3 “Gauss-Jordan Elimination: Solving Systems of Equations” has been reor-3 3 3 matrices
■ Most of the real-data examples and exercises that are time related have been updated or replaced with current applications
■ Drill Exercises thoughout the text have been revised and reorganized to improve their grading and variety
■ Additional multistep applications have been added to the exercises
■ Many images and illustrations that relate to the mathematics topics have been added
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Trang 17xii PrefAce
Resources for the Student
Student Solutions Manual (978-1-133-10852-8)
This manual provides complete worked-out solutions to all odd-numbered exercises in the text, giving you a chance to check your answers and ensure you took the correct steps to arrive at an answer
CourseMate www.cengagebrain.com
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Resources for the Instructor
Complete Solutions Manual (978-1-133-36435-1)
The Complete Solutions Manual provides worked-out solutions of all exercises in the text
In addition, it contains the solutions of the special features in the text, such as Extended
Applications and Group Projects.
PowerLecture (978-1-133-10920-4)
This comprehensive CD contains all art from the text in both jpeg and PowerPoint formats, key equations and tables from the text, complete pre-built PowerPoint lectures, Solution Builder, and Diploma Computerized Testing
Solution Builder
www.cengage.com/solutionbuilderThis online instructor database offers complete worked-out solutions of all exercises in the text Solution Builder allows you to create customized, secure solutions printouts (in PDF format) matched exactly to the problems you assign in class
Diploma Computerized Testing
Create, deliver, and customize tests in print and online formats with Diploma, an use assessment software containing hundreds of algorithmic questions derived from the text exercises Diploma is available on the PowerLecture CD
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Trang 18PrefAce xiii
Enhanced WebAssign www.webassign.net
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Math-ematical Applications for the Management, Life, and Social Sciences includes: Cengage
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Acknowledgments
We would like to thank the many people who helped us at various stages of revising this text The encouragement, criticism, contributions, and suggestions that were offered were invaluable to us Once again we have been fortunate to have Helen Medley’s assistance with accuracy checking of the entire text and answer section during manuscript preparation and
on the page proofs As always, we continue to be impressed by and most appreciative of her work ethic, attention to detail, accuracy, and skill
For their reviews of draft manuscript and the many helpful comments that were offered,
we would like to thankPriscilla Chaffe-Stengel California State University–Fresno
Ronald J Harshbarger James J Reynolds
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Trang 1906234_fm_hr_i-1.indd 14 9/27/11 4:15 PM
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Trang 20Mathematical
Applications
for the Management, Life,
and Social Sciences
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Trang 21through-The topics and applications studied in this chapter include the following.
0.1 Sets Dow Jones average,
0.5 operations with Algebraic expressions revenue, profit
0.6 Factoring Simple interest, revenue
Common factors
0.7 Algebraic Fractions average cost, advertising
Complex fractions
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Trang 22Section 0.1 Sets 3
Sets
A set is a well-defined collection of objects We may talk about a set of books, a set of
dishes, a set of students, or a set of individuals with a certain blood type There are two
ways to tell what a given set contains One way is by listing the elements (or members) of
the set (usually between braces) We may say that a set A contains 1, 2, 3, and 4 by writing
A 5 {1, 2, 3, 4} To say that 4 is a member of set A, we write 4 [ A Similarly, we write
5 o A to denote that 5 is not a member of set A.
If all the members of the set can be listed, the set is said to be a finite set
A 5 {1, 2, 3, 4} and B 5 {x, y, z} are examples of finite sets When we do not wish to list all
the elements of a finite set, we can use three dots to indicate the unlisted members of the set For example, the set of even integers from 8 to 8952, inclusive, could be written as
{8, 10, 12, 14, , 8952}
For an infinite set, we cannot list all the elements, so we use the three dots For example,
N 5 {1, 2, 3, 4, } is an infinite set This set N is called the set of natural numbers.
Another way to specify the elements of a given set is by description For example, we
may write D 5 {x: x is a Ford automobile} to describe the set of all Ford automobiles thermore, F 5 { y: y is an odd natural number} is read “F is the set of all y such that y is an
Fur-odd natural number.”
Describing Sets
Write the following sets in two ways
(a) The set A of natural numbers less than 6 (b) The set B of natural numbers greater than 10 (c) The set C containing only 3
Solution
(a) A 5 {1, 2, 3, 4, 5} or A 5 {x: x is a natural number less than 6}
(b) B 5 {11, 12, 13, 14, } or B 5 {x: x is a natural number greater than 10}
Note that set C of Example 1 contains one member, 3; set A contains five members; and set B contains an infinite number of members It is possible for a set to contain no members
Such a set is called the empty set or the null set, and it is denoted by [ or by { } The set
of living veterans of the War of 1812 is empty because there are no living veterans of that war Thus
{x: x is a living veteran of the War of 1812} 5 [
Special relations that may exist between two sets are defined as follows
2 A is called a subset of B, which is written A ⊆ B if
every element of A is an element of B The empty set
is a subset of every set Each set A is a subset of itself.
3 If C and D have no elements in common, they are
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Trang 234 chapter 0 algebraic concepts
The shaded portion of Figure 0.3 indicates where the two sets overlap The set containing
the members that are common to two sets is said to be the intersection of the two sets.
The intersection of A and B, written A d B, is defined by
(a) A d B 5 {3, 5} because 3 and 5 are the common
elements of A and B Figure 0.4 shows the sets
and their intersection
(b) A d B and A are subsets of A ■
Let A 5 {2, 3, 5, 7, 11}, B 5 {2, 4, 6, 8, 10}, and C 5 {6, 10, 14, 18, 22} Use these sets to
answer the following
1 (a) Of which sets is 6 an element?
(b) Of which sets is {6} an element?
2 Which of the following are true?
(a) 2 [ A (b) 2 [ B (c) 2 [ C (d) 5 o A (e) 5 o B
3 Which pair of A, B, and C is disjoint?
9
11 7 5
3 4
2 A
Figure 0.4
U A
In the discussion of particular sets, the assumption is always made that the sets under
discussion are all subsets of some larger set, called the universal set U The choice of the
universal set depends on the problem under consideration For example, in discussing the set of all students and the set of all female students, we may use the set of all humans as the universal set
We may use Venn diagrams to illustrate the relationships among sets We use a
rectan-gle to represent the universal set, and we use closed figures inside the rectanrectan-gle to represent the sets under consideration Figures 0.1–0.3 show such Venn diagrams
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Trang 24Section 0.1 Sets 5
4 Which of [ , A, B, and C are subsets of (a) the set P of all prime numbers?
(b) the set M of all multiples of 2?
5 Which of A, B, and C is equal to D 5 {x: x 5 4n 1 2 for natural numbers 1 # n # 5}?
The union of two sets is the set that contains all members of the two sets.
The union of A and B, written A ∪ B, is defined by
A ∪ B 5 {x: x ∈ A or x ∈ B (or both)}*
We can illustrate the intersection and union of two sets by the use of Venn diagrams
Figures 0.5 and 0.6 show Venn diagrams with universal set U represented by the rectangles and with sets A and B represented by the circles The shaded region in Figure 0.5 represents
A d B, the intersection of A and B, and the shaded region in Figure 0.6—which consists of
all parts of both circles—represents A ∪ B.
Set intersection and Union
Let A 5 {x: x is a natural number less than 6} and B 5 {1, 3, 5, 7, 9, 11}.
We can use a Venn diagram to illustrate the complement of a set The shaded region of
Figure 0.7 represents A9, and the unshaded region of Figure 0.5 represents ( AdB)′.
exAmple 3
exAmple 4
Set complement
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Trang 256 chapter 0 algebraic concepts
operations with Sets
If U 5 {x ∈ N: x < 10}, A = {1, 3, 6}, and B 5 {1, 6, 8, 9}, find the following.
(a) A9 (b) B9 (c) (A d B)9 (d) A9 ∪ B9
Given the sets U 5 {1, 2, 3, 4, 5, 6, 7, 8, 9, 10}, A 5 {1, 3, 5, 7, 9}, B 5 {2, 3, 5, 7}, and
C 5 {4, 5, 6, 7, 8, 9, 10}, find the following.
• their closing price on the previous day was less than $50∙share (set C)
• their price-to-earnings ratio was less than 20 (set P)
• their dividend per share was at least $1.50 (set D).
Of these 23 stocks,
16 belonged to set P 10 belonged to both C and P
12 belonged to set C 7 belonged to both D and P
8 belonged to set D 2 belonged to all three sets
3 belonged to both C and D
Draw a Venn diagram that represents this information Use the diagram to answer the following
(a) How many stocks had closing prices of less than $50 per share or price-to-earnings ratios of less than 20?
(b) How many stocks had none of the characteristics of set C, P, or D?
(c) How many stocks had only dividends per share of at least $1.50?
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Trang 26Section 0.1 Sets 7
to a single region, namely that two stocks belonged to all three sets (see Figure 0.8(b)) Because the region common to all three sets is also common to any pair, we can next use the information about stocks that belonged to two of the sets (see Figure 0.8(c)) Finally, we can complete the Venn diagram (see Figure 0.8(d))
(a) We need to add the numbers in the separate regions that lie within ChP That is,
18 stocks closed under $50 per share or had price-to-earnings ratios of less than 20
(b) There are 5 stocks outside the three sets C, D, and P.
(c) Those stocks that had only dividends of at least $1.50 per share are inside D but
U P
D C
(a)
U P
D C
(b) 2
U P
D C
(c)
2
8 1 5
U P
D C
(d)
2 0
8 1 1
1 5 5
1 (a) Sets B and C have 6 as an element.
(b) None of A, B, or C has {6} as an element; {6} is itself a set, and the elements of A,
B, and C are not sets.
2 (a) True(b) True
(c) False; 2 o C (d) False; 5 [ A
(e) True
3 A and C are disjoint.
4 (a) [ # P and A # P (b) [ # M, B # M, C # M
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Trang 278 Chapter 0 algebraic Concepts
Use ∈ or ∉ to indicate whether the given object is an
ele-ment of the given set in the following problems.
In Problems 17–20, indicate whether the following pairs
of sets are equal.
17 A 5 {a, b, p, !3}, B 5 {a, p, !3, b}
and that U is the universal set of natural numbers less
than 11 Find the following.
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Trang 28Section 0.1 Sets 9
Dow Jones Industrial Average
Source: Dow Jones & company, 2010
projected in 2025, and the projected annual growth rate for jobs in some cities are shown in the following table
Source: nPA Data Services, inc.
summarizes the opinions of various groups on the issue
of national health care Use this table for Problems 49
Identify the number of individuals in each of the follow-(a) Republicans and those who favor national health care
(b) Republicans or those who favor national health care
(c) White Republicans or those who oppose national health care
50 lowing sets
Identify the number of individuals in each of the fol-(a) Whites and those who oppose national health care(b) Whites or those who oppose national health care(c) Nonwhite Democrats and those who favor national health care
revealed that 65 could speak English, 60 could speak French, and 40 could speak both English and French
(a) Draw a Venn diagram representing the 100 aides
Use E to represent English-speaking aides and F to
represent French-speaking aides
(b) How many aides are in E d F ? (c) How many aides are in EhF ?
(a) How many advertised in none of these publications?
(b) How many advertised only in These Times?
(c) How many advertised in U.S News or These Times?
the following about the enrollments of 100 first-year students in mathematics, fine arts, and economics
(a) How many take none of these three courses?
(b) How many take math or economics?
(c) How many take exactly one of these three courses?
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Trang 2910 chapter 0 algebraic concepts
of 110 dormitory students at the end of the spring
semester, the following facts were discovered about
Adam’s Lunch (AL), Pizza Tower (PT), and the Dining
Draw a Venn diagram representing this survey and
label all the areas Use this diagram to answer the
following
(a) How many liked PT or DH?
(b) How many liked all three?
(c) How many liked only DH?
pres-ence or abspres-ence of three antigens: A antigen, B antigen, and an antigen called the Rh factor The resulting blood types are classified as follows:
type A if the A antigen is present type B if the B antigen is present type AB if both the A and B antigens are present type O if neither the A nor the B antigen is present
These types are further classified as Rh-positive if the Rh-factor antigen is present and Rh-negative otherwise.
(a) Draw a Venn diagram that illustrates this cation scheme
classifi-(b) Identify the blood type determined by each region
of the Venn diagram (such as A1 to indicate type
Thus, two real numbers are said to be equal whenever they are represented by the same
point on the real number line The equation a 5 b (a equals b) means that the symbols a and b represent the same real number Thus, 3 1 4 5 7 means that 3 1 4 and 7 represent
the same number Table 0.1 lists special subsets of the real numbers
0.2
| tAble 0.1 |
SUbSetS oF the Set oF ReAl nUmbeRS
natural numbers {1, 2, 3, } the counting numbers
integers { , 22, 21, 0, 1, 2, } the natural numbers, 0,
and the negatives of the natural numbers
rational numbers all numbers that can be written as the ratio of
two integers, a∙b, with b ≠ 0 these numbers have
decimal representations that either terminate or repeat
irrational numbers those real numbers that cannot be written as
the ratio of two integers irrational numbers have decimal representations that neither terminate nor repeat
real numbers the set containing all rational and irrational numbers
(the entire number line)
5 4 3 2 1 0 –1 –2 –3
4 3 2 1 0 –1 –2 –3 –4
2 1
0 –1
π 2
3
−
3 2 1 0 –1 –2 –3
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Trang 30Section 0.2 the real numbers 11
The following properties of the real numbers are fundamental to the study of algebra
Let a, b, and c denote real numbers.
1 (Commutative Property) Addition and multiplication are commutative
Note that there is a difference between a negative number and the negative of a number
6 (Multiplicative Inverse) Each nonzero element a has a multiplicative inverse, denoted
by a2 1
Note that a21 5 1∙a.
7 (Distributive Law) Multiplication is distributive over addition
a(b 1 c) 5 ab 1 ac
Note that Property 5 provides the means to subtract by defining a 2 b 5 a 1 (2b) and Property 6 provides a means to divide by defining a 4 b 5 a ? (1∙b) The number 0 has no
multiplicative inverse, so division by 0 is undefined
We say that a is less than b (written a , b) if the point representing a is to the left of the point representing b on the real number line For example, 4 , 7 because 4 is to the left of
7 on the real number line We may also say that 7 is greater than 4 (written 7 4) We may
indicate that the number x is less than or equal to another number y by writing x # y We may also indicate that p is greater than or equal to 4 by writing p $ 4.
inequalities
Use , or notation to write the following
(a) 6 is greater than 5 (b) 10 is less than 15
(c) 3 is to the left of 8 on the real number line (d) x is at most 12.
Solution
(a) 6 5 (b) 10 , 15 (c) 3 , 8
(d) “x is at most 12” means it must be less than or equal to 12 Thus, x # 12 ■
The subset of the real numbers consisting of all real numbers x that lie between a and
b, excluding a and b, can be denoted by the double inequality a , x , b or by the open
interval (a, b) It is called an open interval because neither of the endpoints is included in the interval The closed interval [a, b] represents the set of all real numbers x satisfying
a # x # b Intervals containing one endpoint, such as (a, b] and [a, b), are called half-open
intervals.
We can use [a, 1`) to represent the inequality x $ a and (2`, a) to represent x , a In
each of these cases, the symbols 1` and 2` are not real numbers but represent the fact that
properties
of the Real numbers
inequalities and intervals
exAmple 1
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Trang 3112 chapter 0 algebraic concepts
x increases without bound (1`) or decreases without bound (2`) Table 0.2 summarizes
three types of intervals
| tAble 0.2 | inteRvAlS
a
b
b a
b a
b a
line is the absolute value of a, denoted |a| The absolute value of any nonzero number is
positive, and the absolute value of 0 is 0
Note that if a is a nonnegative number, then |a| 5 a, but if a is negative, then |a| is the
positive number (2a) Thus
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Trang 32Section 0.2 the real numbers 13
In performing computations with real numbers, it is important to remember the rules for computations
When two or more operations with real numbers are indicated in an evaluation, it is important that everyone agree on the order in which the operations are performed so that
a unique result is guaranteed The following order of operations is universally accepted.
order of operations
1 perform operations within parentheses
2 Find indicated powers (23 5 2 ? 2 ? 2 5 8)
3 perform multiplications and divisions from left to right
4 perform additions and subtractions from left to right
order of operations
Evaluate the following
(a) 24 1 3(b) 242 1 3(c) (24 1 3)2 1 3(d) 6 4 2(2 1 1)
Solution
(a) 21(b) Note that with 242 the power 2 is applied only to 4, not to 24 (which would be writ-ten (24)2) Thus 242 1 3 5 2(42) 1 3 5 216 1 3 5 213
(b) To add two real numbers with unlike signs, find
the difference of their absolute values and affix the sign of the number with the larger absolute value
2 To subtract one real number from another, change the sign of the number being subtracted and proceed
6 5 2
12 (b) 1242 1 1132 5 21
1152 1 1232 5 12 a2117 b 1 1112 5 247
2 1292 2 1282 5 1292 1 1182 5 21
16 2 182 5 16 1 1282 5 18
3 (a) 1232 1242 5 112 a134b1142 5 13 (b) 51232 5 215
1232 1142 5 212
4 (a) 12142 4 1222 5 17 136y4 5 19
(b) 12282y4 5 27
45 4 1252 5 29
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Trang 3314 chapter 0 algebraic concepts
True or false:
4 2(25)2 5 25
5 |4 2 6| 5 |4| 2 |6|
6 9 2 2(2)(210) 5 7(2)(210) 5 2140
We will assume that you have a scientific or graphing calculator Discussions of some
of the capabilities of graphing calculators and graphing utilities will be found throughout the text
Most scientific and graphing calculators use standard algebraic order when ing arithmetic expressions Working outward from inner parentheses, calculations are per-formed from left to right Powers and roots are evaluated first, followed by multiplications and divisions, and then additions and subtractions
1 (a) Meaningless A denominator of zero means division by zero, which is undefined
2 (a) 1 , x , 3 (b) 0 , x # 3 (c) 21 # x , ` or x $ 21 (d) 2` , x , 2 or x , 2
3 (a) [3, 6]; closed interval(b) [26, 4); half-open interval
4 False 2(25)2 5 (21)(25)2 5 (21)(25) 5 225 Exponentiation has priority and applies only to 25
In Problems 1–2, indicate whether the given expression is
one or more of the following types of numbers: rational,
irrational, integer, natural If the expression is
5 (a) 2e ? 1 5 2e
(b) 4 1 (24) 5 0
6 (a) a32b a23b 51(b) 1122 a34b5 a34b1122
Insert the proper sign ,, 5, or to replace u in lems 7–14.
13 0230 1 050 u 023 1 50
14 029 2 30 u 0290 1 030
| exeRciSeS | 0.2
3 2 1 0
3 2 1 0
1 0
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Trang 34Section 0.2 the real numbers 15
In Problems 15–26, evaluate each expression.
28 Write the interval corresponding to x $ 0.
In Problems 29–32, express each inequality or graph
using interval notation, and name the type of interval.
29 1 , x # 3
30 24 # x # 3
In Problems 33–36, write an inequality that describes
each interval or graph.
In Problems 37–44, graph the subset of the real numbers
that is represented by each of the following and write
your answer in interval notation.
In Problems 45–50, use your calculator to evaluate each
of the following List all the digits on your display in the answer.
pay is found by subtracting all taxes and retirement contributions from gross pay (which consists of salary plus commission) Given the following information, complete parts (a)–(c)
Salary 5 $300.00 Commission 5 $788.91Retirement 5 5% of gross pay
Taxes: State 5 5% of gross pay
Local 5 1% of gross pay Federal withholding 5 25% of (gross pay less retirement) Federal social security and Medicare 5 7.65% of gross pay
(a) Find the gross pay
(b) Find the amount of federal withholding
(c) Find the take-home pay
government public health activities (in billions of lars) can be approximated by
where t is the number of years past 2000 (Source:
Cen-ters for Medicare and Medicaid Services)
(a) What t-value represents the year 2010?
(b) Actual expenditures for 2010 were $2879 lion What does the formula give as the 2010 approximation?
bil-(c) Predict the expenditures for 2015
the U.S population with no health insurance can be approximated quite accurately either by
(1) P 5 0.3179t 1 13.85 or by (2) P 5 0.0194t3 2 0.1952t2 1 0.8282t 1 13.63 where t is the number of years past 2000 (Source: U.S
Census Bureau)
(a) Both (1) and (2) closely approximate the data, but which is more accurate for 2006, when 15.8% of the population had no health insurance?
(b) Use both formulas to estimate the percentage of the U.S population not covered in 2012
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Trang 3516 chapter 0 algebraic concepts
Center for Health Statistics, the height H in inches and
age A in years for boys between 4 and 16 years of age are
related according to
H 5 2.31A 1 31.26
To account for normal variability among boys, normal
height for a given age is ±5% of the height obtained
from the equation
(a) Find the normal height range for a boy who is 10.5
years old, and write it as an inequality
(b) Find the normal height range for a boy who is 5.75
years old, and write it as an inequality
per-son claiming one perper-sonal exemption are given in the
Source: internal revenue Service
(a) Write the last three taxable income ranges as inequalities
(b) If an individual has a taxable income of $34,000, calculate the tax due Repeat this calculation for a taxable income of $82,400
(c) Write an interval that represents the amount of tax due for a taxable income between $34,000 and
The 5 in this expression is an exponent Exponents provide an easier way to denote certain
multiplications For example,
(1.1)5 5 (1.1)(1.1)(1.1)(1.1)(1.1)
An understanding of the properties of exponents is fundamental to the algebra needed to study functions and solve equations Furthermore, the definition of exponential and loga-rithmic functions and many of the techniques in calculus also require an understanding of the properties of exponents
For any real number a,
a2 5 a ? a, a3 5 a ? a ? a, and a n 5 a ? a ? a ? ? a (n factors)
for any positive integer n The positive integer n is called the exponent, the number a is called the base, and a n is read “a to the nth power.”
Note that 4a n means 4(a n ), which is different from (4a) n The 4 is the coefficient of
a n in 4a n Note also that 2x n is not equivalent to (2x) n when n is even For example,
234 5 281, but (23)4 5 81
Some of the rules of exponents follow
For any real numbers a and b and positive integers m and n,
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Trang 36Section 0.3 integral exponents 17 positive integer exponents
Use rules of positive integer exponents to rewrite the following Assume all denominators are nonzero
(a) 56
54
(b) x x25(c) ax yb4
For any nonzero real number a, we define a0 5 1 We leave 00 undefined
In Section 0.2, we defined a2 1 as 1∙a for a 2 0, so we define a2n as (a2 1)n
a n 1a 2 02
aa bb2n5 c aa bb21dn5 ab ab n 1a 2 0, b 2 02
negative and Zero exponents
Write the following without exponents
(a) 6 ? 30
(b) 62 2
(c) a13b21(d) 2a3b2 24(e) (24)22
Solution
(a) 6 ? 30 5 6 ? 1 5 6(b) 6225 1
625 136(c) a13b215 3
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Trang 3718 chapter 0 algebraic concepts
(d) 2a3b2 245 2a32b45 281
16(e) 1242225 1
124225 1
As we’ll see in the chapter on the mathematics of finance (Chapter 6), negative nents arise in financial calculations when we have a future goal for an investment and want to know how much to invest now For example, if money can be invested at 9%, com-pounded annually, then the amount we must invest now (which is called the present value)
expo-in order to have $10,000 expo-in the account after 7 years is given by $10,000(1.09)27 tions such as this are often done directly with a calculator
Calcula-Using the definitions of zero and negative exponents enables us to extend the rules of exponents to all integers and to express them more simply
For real numbers a and b and integers m and n,
1 a m ? a n 5 a m1n 2 a m∙a n 5 a m2n (a 2 0)
3 (ab) m 5 a m b m 4 (a m)n 5 a mn
5 (a∙b) m 5 a m∙b m (b 2 0) 6 a0 5 1 (a 2 0)
7 a2n 5 1∙a n (a 2 0) 8 (a∙b)2n 5 (b∙a) n (a, b 2 0)
Throughout the remainder of the text, we will assume all expressions are defined
operations with exponents
Use the rules of exponents and the definitions of a0 and a2n to simplify the following with positive exponents
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Trang 38Section 0.3 integral exponents 19
3 Evaluate the following, if possible For any that are meaningless, so state Assume x 0.
Rewriting with positive exponents
Simplify the following so all exponents are positive
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Trang 3920 chapter 0 algebraic concepts
In Problems 9–18, use rules of exponents to simplify the
expressions Express answers with positive exponents.
In Problems 23–36, use the rules of exponents to simplify
so that only positive exponents remain.
In Problems 37–48, compute and simplify so that only
positive exponents remain.
In many applications it is often necessary to write
inte-ger In Problems 49–56, write the expressions in this form.
(as a decimal), compounded annually, the future value
earned is I 5 S 2 P In Problems 61–64, find S and I for the given P, n, and i.
61 $1200 for 5 years at 12%
62 $1800 for 7 years at 10%
63 $5000 for 6 years at 11.5%
64 $800 for 20 years at 10.5%
of $S after n years, invested at interest rate i (as a mal), compounded annually, then the present value P
Prob-lems 65 and 66, find P for the given S, n, and i.
65 $15,000 after 6 years at 11.5%
66 $80,000 after 20 years at 10.5%
total U.S personal income I (in billions of dollars) can
be approximated by the formula
where t is the number of years past 1980.
(a) What t-values correspond to the years 1985, 1995,
What does the formula estimate for these years?
(c) What does the formula estimate for the total sonal income in 2012?
(d) Does this formula seem to indicate that total sonal income doubles almost every 12 years?
(NYSE) for 1970–2006, the average daily shares traded
S (in millions of shares) can be approximated by the
formula
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Trang 40SeCtion 0.4 radicals and rational exponents 21
156.777 1041.58 2343.16 What does the formula predict for these years?
(c) Suppose in 2015 that a stock market average (such
as the Dow Jones Industrial Average) dramatically soared or tumbled; do you think this formula’s pre-dictions would be accurate, too low, or too high?
Fish and Wildlife Service)
(a) The actual numbers of endangered species for selected years were as follows
gered species predicted by the formula Round your answer to the nearest integer
For each of these years, find the number of endan-(b) How many more species does the formula estimate will be added to the endangered list for 2020 than the actual number given for 2007?
(c) Why do you think the answer to (b) is smaller than the number of species added from 1990 to 2003?
Department of Commerce)
(a) The percents of U.S households with Internet service for selected years were as follows
For each of these years, use the equation to find the predicted percent of households with Internet service
(b) From 2001 to 2004, the percent of households with Internet service increased by 18.8 percentage points What increase does the equation predict from 2008 to 2011? Why do you think the 2008–2011 change is so different from the 2001–2004 change?
Radicals and Rational Exponents
A process closely linked to that of raising numbers to powers is that of extracting roots
From geometry we know that if an edge of a cube has a length of x units, its volume is x3
cubic units Reversing this process, we determine that if the volume of a cube is V cubic units, the length of an edge is the cube root of V, which is denoted
"3V units
When we seek the cube root of a number such as 8 (written "38), we are looking for
a real number whose cube equals 8 Because 23 5 8, we know that "38 5 2 Similarly,
"3227 5 23 because (23)3 5 227 The expression "n a is called a radical, where " is
roots
0.4
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