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| موضوع: كتاب Mathematics for Business, Science, and Technology - With MATLAB and Spreadsheet Applications السبت 31 ديسمبر 2022, 1:53 am | |
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أخواني في الله أحضرت لكم كتاب Mathematics for Business, Science, and Technology - With MATLAB and Spreadsheet Applications Includes a Comprehensive Treatment of Probability and Statistics Illustrated with Numerous Real-World Examples Steven T. Karris Second Edition
و المحتوى كما يلي :
Table of Contents Chapter 1 Numbers and Arithmetic Operations Number Systems 1-1 Positive and Negative Numbers 1-1 Addition and Subtraction . 1-2 Multiplication and Division 1-7 Integer, Fractional, and Mixed Numbers 1-10 Reciprocals of Numbers . 1-11 Arithmetic Operations with Fractional Numbers . 1-12 Exponents 1-21 Scientific Notation 1-24 Operations with Numbers in Scientific Notation . 1-26 Square and Cubic Roots 1-28 Common and Natural Logarithms 1-30 Decibel . 1-32 Percentages 1-32 International System of Units (SI) 1-33 Graphs . 1-37 Summary 1-41 Exercises 1-46 Solutions to Exercises 1-47 Chapter 2 Elementary Algebra Introduction . 2-1 Algebraic Equations 2-2 Laws of Exponents . 2-5 Laws of Logarithms 2-8 Quadratic Equations 2-11 Cubic and Higher Degree Equations . 2-13 Measures of Central Tendency . 2-13 Interpolation and Extrapolation 2-15 Infinite Sequences and Series 2-18 Arithmetic Series . 2-19 Geometric Series 2-19 Harmonic Series 2-21ii Mathematics for Business, Science, and Technology, Second Edition Orchard Publications Proportions .2-23 Summary .2-24 Exercises .2-28 Solutions to Exercises .2-30 Chapter 3 Intermediate Algebra Systems of Two Equations 3-1 Systems of Three Equations .3-6 Matrices and Simultaneous Solution of Equations 3-6 Summary .3-25 Exercises .3-29 Solutions to Exercises .3-31 Chapter 4 Fundamentals of Geometry Introduction .4-1 Plane Geometry Figures 4-1 Solid Geometry Figures 4-17 Using Spreadsheets to Find Areas of Irregular Polygons .4-21 Summary .4-24 Exercises .4-29 Solutions to Exercises .4-31 Chapter 5 Fundamentals of Plane Trigonometry Introduction .5-1 Trigonometric Functions 5-2 Trigonometric Functions of an Acute Angle .5-2 Trigonometric Functions of an Any Angle 5-3 Fundamental Relations and Identities .5-6 Triangle Formulas .5-12 Inverse Trigonometric Functions .5-14 Area of Polygons in Terms of Trigonometric Functions 5-14 Summary .5-16 Exercises .5-18 Solutions to Exercises .5-19Mathematics for Business, Science, and Technology, Second Edition iii Orchard Publications Chapter 6 Fundamentals of Calculus Introduction . 6-1 Differential Calculus 6-1 The Derivative of a Function 6-3 Maxima and Minima . 6-11 Integral Calculus 6-15 Indefinite Integrals 6-16 Definite Integrals . 6-16 Summary 6-21 Exercises 6-23 Solutions to Exercises 6-24 Chapter 7 Mathematics of Finance and Economics Common Terms . 7-1 Interest . 7-6 Sinking Funds 7-23 Annuities . 7-28 Amortization 7-33 Perpetuities 7-36 Valuation of Bonds 7-37 Spreadsheet Financial Functions 7-44 The MATLAB Financial Toolbox 7-58 Comparison of Alternate Proposals . 7-65 Kelvin’s Law 7-68 Summary 7-72 Exercises 7-75 Solutions to Exercises 7-78 Chapter 8 Depreciation, Impairment, and Depletion Depreciation Defined 8-1 Items that Can Be Depreciated . 8-2 Items that Cannot Be Depreciated . 8-2 Depreciation Rules 8-2 When Depreciation Begins and Ends . 8-3 Methods of Depreciation . 8-3iv Mathematics for Business, Science, and Technology, Second Edition Orchard Publications Straight-Line (SL) Depreciation Method 8-4 Sum of the Years Digits (SYD) Method .8-4 Fixed-Declining Balance (FDB) Method .8-6 The 125%, 150%, and 200% General Declining Balance (GDB) Methods 8-8 The Variable Declining Balance (VDB) method .8-9 The Units of Production (UOP) method .8-10 Depreciation Methods for Income Tax Reporting .8-11 The Accelerated Cost Recovery System (ACRS) .8-12 The Modified Accelerated Cost Recovery System (MACRS) 8-12 Section 179 .8-16 Impairments 8-18 Depletion 8-19 Valuation of a Depleting Asset 8-20 Summary .8-25 Exercises .8-27 Solutions to Exercises .8-28 Chapter 9 Introduction to Probability and Statistics Introduction .9-1 Probability and Random Experiments 9-1 Relative Frequency .9-2 Combinations and Permutations 9-4 Joint and Conditional Probabilities 9-7 Bayes’ Rule 9-10 Summary .9-12 Exercises .9-14 Solutions to Exercises .9-15 Chapter 10 Random Variables Definition of Random Variables .10-1 Probability Function .10-2 Cumulative Distribution Function .10-2 Probability Density Function 10-9 Two Random Variables 10-11 Statistical Averages 10-12 Summary .10-19 Exercises .10-22 Solutions to Exercises .10-24Mathematics for Business, Science, and Technology, Second Edition v Orchard Publications Chapter 11 Common Probability Distributions and Tests Properties of Binomial Coefficients . 11-1 The Binomial (Bernoulli) Distribution . 11-2 The Uniform Distribution . 11-6 The Exponential Distribution . 11-10 The Normal (Gaussian) Distribution 11-13 Percentiles . 11-32 The Student’s t-Distribution . 11-36 The Chi-Square Distribution 11-41 The F Distribution . 11-44 Chebyshev’s Inequality 11-46 Law of Large Numbers . 11-47 The Poisson Distribution . 11-47 The Multinomial Distribution . 11-52 The Hypergeometric Distribution . 11-53 The Bivariate Normal Distribution . 11-56 The Rayleigh Distribution . 11-57 Other Probability Distributions . 11-59 Sampling Distribution of Means 11-63 Z-Score 11-64 Tests of Hypotheses and Levels of Significance 11-65 The z, t, F, and tests . 11-72 Summary 11-78 Exercises 11-87 Solutions to Exercises 11-89 Chapter 12 Curve Fitting, Regression, and Correlation Curve Fitting . 12-1 Linear Regression 12-2 Parabolic Regression 12-7 Covariance . 12-10 Correlation Coefficient 12-12 Summary 12-17 Exercises 12-19 Solutions to Exercises 12-21 χ 2vi Mathematics for Business, Science, and Technology, Second Edition Orchard Publications Chapter 13 Analysis of Variance (ANOVA) Introduction .13-1 One-way ANOVA .13-1 Two-way ANOVA .13-8 Two-factor without Replication ANOVA .13-8 Two-factor with Replication ANOVA 13-14 Summary .13-25 Exercises .13-29 Solutions to Exercises .13-31 Appendix A Introduction to MATLAB MATLAB and Simulink .A-1 Command Window .A-1 Roots of Polynomials .A-3 Polynomial Construction from Known Roots .A-4 Evaluation of a Polynomial at Specified Values A-6 Rational Polynomials .A-8 Using MATLAB to Make Plots A-10 Subplots .A-19 Multiplication, Division and Exponentiation .A-19 Script and Function Files A-26 Display Formats .A-31 Appendix B The Gamma and Beta Functions and Distributions The Gamma Function B-1 The Gamma Distribution .B-15 The Beta Function .B-17 The Beta Distribution .B-20 Appendix C Introduction to Markov Chains Stochastic Processes C-1 Stochastic Matrices . C-1 Transition Diagrams C-4 Regular Stochastic Matrices C-5 Some Practical Examples . C-7 x Symbols and Numerics B column vector A-19 command screen in MATLAB A-1 % (percent) symbol in MATLAB A-2 base 10 logarithm 1-30 Command Window in MATLAB A-1 10-year property 8-14 base 10 number 1-1 commas in MATLAB A-8 125%, 150%, and 200% base of a number 1-21 comment line in MATLAB A-2 Declining Balance 8-8 Bayes’ rule 9-10 common difference 2-19 15-year property 8-15 Bernoulli distribution - see binomial distribution common logarithm 1-30 20-year property 8-15 beta distribution B-20 common prefixes 1-34 25-year property 8-15 beta function B-17 common ratio 2-19 3-year property 8-14 BETADIST Excel function B-20 comparison of alternate proposals 7-65 5-year property 8-14 between groups (in analysis of variance) complementary error function 11-25 7-year property 8-14 degrees of freedom 13-4, 13-19, 13-25 complex conjugate defined A-4 sum of squares 13-4, 13-18, 13-25, 13-28 complex fraction 1-20 A variance 13-4, 13-19, 13-25 complex number A-3 variation 13-1, 13-25 compound interest 7-7 a priori probabilities 9-11 bimodal 2-15 CONCATENATE Excel function 13-22 abs(z) MATLAB function A-24 binary number 1-1 conditional probability 9-7 abscissa 1-37 binomial cone 4-20 absolute value 1-2 distribution 11-2 confidence absorbing state C-3 coefficients 11-1 interval 11-36 accelerated cost recovery system 8-12 expansion 11-2 levels 11-71 acceleration 6-3 series 11-2 limits 11-71 acquisition costs 8-20 theorem 11-2 CONFIDENCE Excel function 11-71 actual frequencies 11-75 bivariate normal distribution 11-56 congruent 4-18 actual value 8-2 bond 7-1 constant value 1-39 acute angle 5-1 bond rating systems 7-3 continuous random variable 9-2, 10-1 adjoint of a matrix - see matrix book value 7-3, 8-18 conv MATLAB function A-6 algebra 2-1 box MATLAB command A-12 CONVERT Excel function 1-36 algebraic equation 2-2 break-even point 3-3 convertible bond 7-2 alternative depreciation system 8-12 co-ordinates 1-37 alternative hypothesis 11-65 C corporate bond 7-1 amortize function 7-64 CORREL Excel function 12-12 analysis of variance 13-1 calculus defined 6-1 correlation coefficient 11-57 analytic geometry 4-1 capital asset 8-1 COUNT Excel function 13-3, 13-4, 13-9 analytical solution 3-3 capital investment 8-21 coupon bond 7-3 angle defined 5-1 Cartesian coordinate system 1-37, 3-2 COVAR Excel function 12-11 angle(z) MATLAB functionA-24 Cauchy distribution 11-59 covariance 12-10 angle-sum angle-difference relations 5-9 characteristic in logarithms 2-10 Cramer’s rule 3-15, 12-3 annuity 7-5 characteristic function 10-18 CRITBINOM Excel function 11-62 annurate MATLAB function 7-64 Chebyshev’s inequality 11-46 cube 4-18 ANOVA - see analysis of variance CHIDIST Excel function 11-44 cubic equation 2-13 apothem 4-12 CHIINV Excel function 11-44 cubic root 1-29 arbitrary constant of integration 6-15 chi-square (χ2) distribution 11-41 cumulative distribution function 10-2 area of a polygon 4-2 chi-square (χ2) test 11-75 cumulative frequency distribution 10-2 arithmetic mean 2-13 CHITEST Excel function 11-77 cumulative frequency percentages 10-3 arithmetic progression 2-19 circle 4-14 curve fitting 12-1 arithmetic series 2-19 circular cone 4-20 curved regression 12-7 asymptote 4-17 circumference 4-14 cylinder 4-21 AVERAGE Excel function 11-16, 13-9 class life 8-12 average value 2-13 clc MATLAB command A-2 D average rate of change 6-1 clear MATLAB command A-2 axis MATLAB command A-17 coefficient 2-4 Data Analysis Toolpack in Excel 12-6, 13-6 cofactor 3-11 deceleration 6-9decibels A-13 equation 2-1 frequency response A-12 decimal number 1-1 equilateral triangle 4-6 frustum of cone 4-20 deconv MATLAB functionA-6 equity stripping 7-5 frustum of pyramid 4-19 default in MATLAB Erlang distribution B-15 FTEST Excel function 11-74 color A-15 error F-test 11-74 line A-15 degrees of freedom 13-21 function files in MATLAB A-26 marker A-15 sum of squares 13-20 function-product relations 5-11 definite integral 6-15 variance 13-21 fundamental theorem of degree defined 5-1 error function 11-25 integral calculus 6-17 degrees of freedom Euclidean geometry 4-1 fundamental trigonometric identities 5-11 between groups 13-4, 13-25 event 9-2, 10-1 FV Excel function 7-46 defined 11-36 exit MATLAB command A-2 fvfix MATLAB function 7-62 for error variation 13-12 EXP Excel function 11-19 fvvar MATLAB function 7-62 for Factor A 13-19 EXP(GAMMALN(n)) Excel function B-5 fzero MATLAB function A-27 for Factor B 13-20 expected frequencies 11-75 for total variation 13-12 expected value 12-10 G within groups 13-5 exploration costs 8-20 demo in MATLAB A-2 EXPONDIST Excel function 11-12 gamma distribution B-15 dependent variable 6-1 exponent 1-21, 1-30 gamma function B-1 depletion 8-19 exponential distribution 11-10, 11-79 gamma(n) MATLAB function B-3 deposit period 7-23 extrapolation 2-16 GAMMADIST Excel function B-15 depreciation 8-1 GAMMALN Excel function B-5 derivative 6-1 F Gaussian distribution 11-13 descriptive geometry 4-1 Gaussian Elimination Method 3-17 determinant - see matrix F critical value 13-7 General Depreciation System 8-12 development costs 8-20 F distibution 11-44, 13-1 generalized factorial function B-1 diagonals 4-11 F distribution table 13-13 generatrix 4-20 diameter 4-14 F ratio 13-1, 13-5, 13-12, 13-21, 13-26 geometric distribution 11-59 difference 1-3 F values 13-13 geometric progression 2-19 differentiable 6-4 face value 7-2 geometric series 2-19 differential calculus 6-1 Factor A geometry defined 4-1 differentials 6-15 defined 13-14 golden proportion 2-23 differentiation 6-1 degrees of freedom 13-19 golden rectangle 2-24 directrix 4-16 sum of squares 13-18 grand mean 13-9 discrete random variable 10-1 variance 13-19 grand sum 9 discriminant of a quadratic equation 2-12 Factor B graphical solution 3-3 display formats in MATLAB A-31 defined 13-14 grid MATLAB function A-12 dividend 7-38 degrees of freedom 13-20 gtext MATLAB function A-13 dot multiplication operator in MATLAB A-21 sum of squares 13-19 double declining balance 8-8 variance 13-20 H dummy variable 10-10 factorial 11-1 fair market value 8-19 harmonic progression 2-21 E FDIST Excel function 11-46, 13-6 harmonic series 2-21 figure window A-13 help MATLAB command A-2 eccentricity 4-16, 4-17 FINV Excel function 11-46, 13-6, 13-22 heteroscedastic 11-73 editor window in MATLAB A-2 first derivative 6-1 homoscedastic 11-73 editor/debugger in MATLAB A-1 fixed-declining balance 8-6 hyperbola 4-16 effective interest rate 7-21 flipping 7-5 hypergeometric distribution 11-53 effrr MATLAB function 7-59 fmax in MATLAB A-28 HYPGEOMDIST Excel function 11-55 element-by-element fmin MATLAB function A-27 hypotenuse 4-3 division in MATLAB A-22 foci 4-15 exponentiation in MATLAB A-22 focus 4-15, 4-16 I multiplication in MATLAB A-19, A-21 format MATLAB command A-31 elements of a matrix - see matrix fplot MATLAB command A-28 identity matrix - see matrix ellipse 4-15 fractal geometry 4-1 IIR Excel function 7-52 eps MATLAB function A-22 fractional number 1-10 imag(z) MATLAB command A-24 equality 2-2 F-ratio 13-1 impairment 8-18improper integral B-1 squares for straight line 12-2 squares 13-12 increments between points in MATLAB A-14 squares for curve 12-2 square value 10-13 indefinite integral 6-15 squares for parabola 12-2 measure of central tendency 2-13 indenture 7-2 level of significance 11-67 median 2-14, 4-2 independent variable 6-1 limit 6-4 mesh MATLAB command A-17 indeterminate form 6-4 lims = MATLAB function A-28 method of least squares 12-2 infinite sequence 2-18 linear metric system 1-33 infinitesimal 10-5 correlation coefficient 12-13 m-file in MATLAB A-26 inner numbers 1-20 extrapolation 2-16 minor axis 4-15 instantaneous acceleration 6-3 factor A-9 minor of determinant - see matrix instantaneous velocity 6-2 graph 1-39 minuend 1-3 integer number 1-10, 1-42 interpolation 2-16 minutes defined 5-1 integral calculus 6-1 regression 12-2 MINVERSE Excel function 3-22 integration 6-15 linspace MATLAB command A-14 MIRR Excel function 7-54 interaction 13-14 listed property 8-12 mixed number defined 1-10 defined 13-14 ln (natural logarithm) A-13 MMULT Excel function 3-22 degrees of freedom 13-20 locus 4-14 mode 2-15 plot 13-22 log A-13 modified accelerated sum of squares 13-20 log(x) MATLAB function A-13 cost recovery system 8-12 variance 13-20 log10(x) MATLAB function A-13 monotonic function 10-4 interest 7-6 log2(x) MATLAB function A-13 mortgage loan 7-4 interior angles 4-10 loglog(x,y) MATLAB command A-13 multinomial distribution 11-52 International System of Units 1-33 lower limit of integration 6-18 municipal bond 7-1 interpolation 2-16 mutually exclusive events 9-3 inverse matrix method of solution 3-21 M inverse of a matrix - see matrix N inverse trigonometric functions 5-14 m × n order matrix - see matrix IPMT Excel function 7-55 main diagonal - see matrix NaN 27, 28 irr MATLAB function 7-58 major axis 4-15 negative binomial distribution 11-59 isosceles triangle 4-5 mantissa of a logarithm 2-10 negative number 1-1 ISPMT Excel function 7-57 Markov chain C-2 NEGBINOMDIST in Excel 11-60 MATLAB - distributions with 11-21 non-Euclidean geometry 4-1 J MATLAB Demos A-2 non-parametric 12-13 matrix, matrices nonresidential real property 8-12, 8-15 joint occurence 9-7 adjoint of 3-18 non-singular 3-19 joint probability conformable for addition 3-7 normal distribution 11-13 defined 9-7 conformable for multiplication 3-8 NORMSDIST Excel function 11-68 density function 10-12 conformable for subtraction 3-7 NORMSINV Excel function 11-69 distribution function 10-11 defined 3-6 NPER Excel function 7-49 junk bond 7-3 determinant of 3-9 NPV Excel function 7-50 diagonal elements 3-7 nth moment about the mean 10-13 K elements of 3-7 null hypothesis 11-65 identity 3-9 number of levels in ANOVA 13-14 Kelvin’s Law 7-68 inverse of left division in MATLAB 3-24 O L m × n order matrix 3-7 main diagonal 3-7 obtuse angle 5-1 L’ Hôpital’s rule B-2 minor of determinant 3-12 one-tail law(s) of multiplication in MATLAB A-19 left test 11-65 cosines 5-12 regular stochastic C-5 right test 11-65 exponents 2-5 square 3-7 test 11-39 logarithms 2-9 stochastic C-1 one-way ANOVA 13-1 of large numbers 11-47 transition C-2 order of precedence 2-1 sines 5-12 zero 3-7 ordinary annuity 7-5 tangents 5-12 Maxwell distribution 11-61 ordinate 1-37, 3-2 LCM Excel function 1-15 mean origin date 7-23 least defined 2-13 overdetermined system 12-3P pyramid 4-19 defined 2-13, 11-36 Pythagorean theorem 4-4 point 10-1 packing 7-5 space 10-1 paired test 11-73 Q sampled mean 11-63 par value 7-2 sampling with replacement 11-54 parabola 4-16 Q function 11-30 script file in MATLAB A-26 parabolic curve 12-1 quadrant 5-3 second defined 5-1 parallel lines 4-11 quadratic second order differential equation 6-20 parallelepiped 4-17 equations 2-11 Section 1245 property 8-13 parallelogram 4-11 factor A-9 Section 1250 property 8-13 Pascal distribution 11-59 curve 12-1 Section 17 property 8-16 Pearson correlation coefficient 12-9, 12-13 quadrilateral 4-11 semicolons in MATLAB A-8 PEARSON Excel function 12-13 quit MATLAB command A-2 semilogx MATLAB command A-13 percentile 11-32 semilogy MATLAB command A-13 PERCENTILE Excel function 11-35 R set of sample points 10-1 perimeter 4-2 similar triangles 4-10 perpendicular 4-2 radian 5-1 simple differential equation 6-15 perpetual bond 7-1 radius 4-14 simple harmonic motion 6-20 perpetuity 7-1 random experiment 9-2 simple interest 7-6 phasor defined 1-39 random variable 9-2, 10-1 sinewave graph 1-40 placed in service 8-12 random variation 13-11 single factor analysis tool 13-6, 13-7 plot MATLAB command A-10, A-13, A-15 RANK Excel function 12-13 single sample point 10-1 PMT Excel function function 7-47 rank correlation coefficient 12-13 singular 3-19 Poisson distribution 11-47 rare event 11-48 sinking fund 7-5 POISSON Excel function 11-51 RATE Excel function 7-48 slope 2-16, 3-2, 6-1 polar MATLAB function A-24 rational polynomials A-8 sphere 4-21 polar form 1-37 Rayleigh distribution 11-57 SQRT Excel function 1-29 polar plot using MATLAB A-25 real numbers 1-2 square 4-11 poly MATLAB function A-4 real(z) MATLAB function A-24 square matrix - see matrix polyder MATLAB function A-8 reciprocal of a number 1-11 square root 1-28 polygon 4-1 recovery period 8-12 standard deviation 10-14, 12-11 polyval MATLAB function A-6 rectangle 4-11 standard prefixes 1-34 population 9-2, 11-36 rectangular coordinate system 5-3 STANDARDIZE Excel function 11-15 population correlation coefficient 12-12 rectangular form 1-37 standardized form of the positive number 1-1 rectangular parallelepiped 4-17 normal distribution 11-13 posteriori probabilities 9-11 regression 12-2 state space C-2 power 1-30 regression analysis 12-6 statistical independence 9-9 PPMT Excel function 7-56 regular stochastic matrix - see matrix statistical regularities 9-2 precedence 2-1 relative frequency 9-2 statistically independent 9-9 present value of an ordinary annuity 2-6 research hypothesis 11-65 STDEV Excel function 11-16 principal angle 5-2 residential rental property 8-12, 8-15 step function 10-7 prism 4-18 restoration cost 8-20 Stirling’s asymptotic series B-9 probability rhombus 4-11 stochastic matrix - see matrix cumulative distribution function 10-2 right angle 5-1 stochastic process C-1 defined 9-1 right circular cylinder 4-21 straight-line depreciation 8-4 density function 10-9 right triangle 4-3 Student’s t-distribution - see t-distribution differential 10-9 roots MATLAB function A-3 subplot MATLAB function A-19 function 10-2 roots of an equation 2-11 subtrahend 1-3 integral 11-25 ROUND Excel function 11-19 sum vector C-1 round MATLAB function A-24 identity 2-19 promissory note 7-3 row vector A-3, A-19 of squares for error 13-20 property class 8-12 rth central moment 10-13 of squares for Factor A 13-18 proportion 2-23 rv - see random variable of squares for Factor B 13-19 PV Excel function 7-45 of the years digits 8-4 P-value in ANOVA 13-8 S SUM Excel function 13-9 pvfix MATLAB function 7-60 pvvar MATLAB function 7-60 sampleT for interaction 13-20 variation t-distribution 11-36 between columns 13-11, 13-16, 13-26 t-test 11-73 between rows 13-9, 13-26 tables of integrals 6-16 due to error 13-11 tangible property 8-13 due to interaction 13-16 TDIST Excel function 11-39 vector 1-39 terminal date 7-24 velocity 6-2 test statistic 11-66 vertex 5-1 text MATLAB command A-13, A-17 title MATLAB command A-12 W total variation 13-11, 13-12 transition diagram C-4 Wallis’s formulas B-15 transition matrix - see matrix Weibull distribution 11-60 transversal line 4-9 within groups trapezoid 4-11 degrees of freedom 13-5, 13-25 treasury sum of squares 13-4, 13-25 bill 7-2 variance 13-5, 13-26 bond 7-1 variation 13-1, 13-25 note 7-2 treatments 13-14 X trendline in Excel 12-4, 12-8 triangle 4-1 x axis defined 1-37 trigonometric identities 5-2 xlabel MATLAB command A-13 trigonometric reduction formulas 5-8 XY (Scatter) in Excel 12-4 trimodal 2-15 TTEST Excel function 11-73 Y two-dimensional normal distribution 11-57 two-factor y axis defined 1-37 with replication 13-8 y-intercept 3-2 with Replication Analysis Tool 13-6 ylabel MATLAB command A-13 without replication 13-8 without Replication Analysis Tool 13-6 Z without Replication ANOVA 13-8 two-tail test 11-66 zero coupon bond 7-3 two-way ANOVA 13-8 zero matrix - see matrix Type z-test 11-72 A investment 8-21 ZTEST Excel function 11-72 B investment 8-20 I error 11-67 II error 11-67 U undetermined system 12-3 uniform distribution 11-6 units of production 8-10 upper limit of integration 6-18 upper-tail test 11-65 V variable declining balance 8-9 variance between groups 13-4, 13-25 defined 10-13, 12-11 for Factor B 13-20 #ماتلاب,#متلاب,#Matlab,
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