Microeconomic Theory Class 1 Functions A function is a mapping at which each member of domain has exactly one match in codomain. A. Polynomials A polynomial is a function of a general form: 𝑓(𝑥) = 𝑎0 + 𝑎1 𝑥 + 𝑎2 𝑥 2 + ⋯ + 𝑎𝑛 𝑥 𝑛 Domain of all the polynomials is the entire set of real numbers. 0. Polynomial of the 0 degree: 𝑓(𝑥) = 𝑎0 1. Polynomial of the 1st degree: 𝑓(𝑥) = 𝑎0 + 𝑎1 𝑥 (graph is called LINE) Sometimes it is necessary to deduct a line equation that passes through two points 𝐴(𝑥𝐴 , 𝑦𝐴 ), 𝐵(𝑥𝐵 , 𝑦𝐵 ). This equation is obtained using the following formula: 𝑦𝐵 − 𝑦𝐴 𝑦 − 𝑦𝐴 = (𝑥 − 𝑥𝐴 ) 𝑥𝐵 − 𝑥𝐴 Problem 1: Draw a line defined by the following points, and find a line equation: a) T1(20,800); T2(30,600). b) T1(800,20); T2(600,30). c) T1(4,60); T2(6,90). d) T1(4,60); T2(6,60). 2. Polynomial of the 2nd degree: 𝑓(𝑥) = 𝑎0 + 𝑎1 𝑥 + 𝑎2 𝑥 2 (graph is called parabola) 1 3. Polynomial of the 3rd degree: 𝑓(𝑥) = 𝑎0 + 𝑎1 𝑥 + 𝑎2 𝑥 2 + 𝑎3 𝑥 3 (graph is called cubic parabola) Problem 2: a) Draw a graph of the following function in a 2 dimensional space: y=100+0,5x. b) Let us presume y is the quantity, and p is the price in the demand function. What is the economic meaning of the parameters? c) Draw the following functions: y=100+x; y=100+2x; y=50+0,5x. B. Rational functions 𝑟(𝑥) Rational functions are functions of the form 𝑓(𝑥) = 𝑞(𝑥) , 𝑤ℎ𝑒𝑟𝑒 𝑞(𝑥) ≠ 0 They have hyperbolic shape. C. Irrational functions 2 1 Irrational functions (roots) are functions of the general form 𝑦 = 𝑥 𝑛 , 𝑛 ∈ ℕ+ , for n being even number 𝐷(𝑓) = ℝ+ 0 , for n being an odd number 𝐷(𝑓) = ℝ. Irrational functions are inverse functions of polynomials. An inverse function of a function f(x) is a function 𝑥 = 𝑓 −1 (𝑥) = ℎ(𝑥). Graphically, it is a mirror image of the basic function with respect to the diagonal of the 1st quadrant. Example 1: Example 2: 3 2 (𝑝𝑜𝑙𝑦𝑛𝑜𝑚𝑖𝑎𝑙) 𝑥 𝑎𝑛𝑑 𝑖𝑡𝑠 𝑖𝑛𝑣𝑒𝑟𝑠𝑒 √𝑥 (𝑖𝑟𝑟𝑎𝑡𝑖𝑜𝑛𝑎𝑙 𝑓. ) 𝑥 3 (𝑝𝑜𝑙𝑦𝑛𝑜𝑚𝑖𝑎𝑙) 𝑎𝑛𝑑 𝑖𝑡𝑠 𝑖𝑛𝑣𝑒𝑟𝑠𝑒 √𝑥 (𝑖𝑟𝑟𝑎𝑡𝑖𝑜𝑛𝑎𝑙 𝑓. ) D. Exponential functions Exponential functions have the following form: 𝑓(𝑥) = 𝑎 𝑥 , 𝑎 > 0 The most common is a function where a = e = 2,71… (Euclid constant) Domain is the entire set of real numbers. If a<1 then function decreases and if a>1 then function increases: E. Logarithmic functions Logarithmic function is an inverse function of an exponential function: 𝑓(𝑥) = log 𝑎 𝑥 If a = e then it is called a natural logarithm: 𝑓(𝑥) = ln 𝑥 Rules: 3 ln 𝐴𝐵 = ln 𝐴 + ln 𝐵 ln 𝐴 = ln 𝐴 − ln 𝐵 𝐵 𝑒 ln 𝑥 = 𝑥 Domain of the function is 〈0, +∞〉 F. Trigonometric functions Trigonometric functions are sin 𝑥 , cos 𝑥 , tan 𝑥 , cot 𝑥. Some rules: sin 𝑥 𝜋 tan 𝑥 = cos 𝑥, (Domain: ℝ \ { 2 + 𝑘𝜋, 𝑘 ∈ ℤ}) cot 𝑥 = cos 𝑥 , sin 𝑥 (Domain: ℝ \{𝑘𝜋, 𝑘 ∈ ℤ}) sin2 𝑥 + cos 2 𝑥 = 1, −1 ≤ sin 𝑥 ≤ 1, −1 ≤ cos 𝑥 ≤ 1 sin 𝑥 and cos 𝑥 have domain equal to ℝ. Elementary transformations of functions 𝑓(𝑥) + 𝑐 −𝑓(𝑥) 𝑓(𝑥 − 𝑐) 4 𝑎𝑓(𝑥), 𝑎 > 0 𝑓(𝑎𝑥), 𝑎 > 0 𝑓(−𝑥) Multivariable functions and their graphs A function f(x,y) can be drawn in 3 dimensional space (2 for x and y and 1 for f), but function with more than two variables cannot be depicted graphically. Function that reach local maximum and minimum look as follows: 5 The function that has minimum in 1 variable and maximum in the other looks as follows (saddle point): Layer curves are the curves obtained by cutting the function with a horizontal plane. All the points on a layer curve satisfy the condition 𝑓(𝑥, 𝑦) = 𝑐, 𝑐 = 𝑐𝑜𝑛𝑠𝑡. Problem 3: For the function 𝑧 = 𝑓(𝑥, 𝑦) = 𝑥𝑦 find layer curves when z = 1, 2 and 3. This function is a Cobb-Douglas function which looks like this: 6 1 2 3 Its layer curves are 1=xy, 2=xy, 3=xy → 𝑦 = 𝑥 , 𝑦 = 𝑥 , 𝑦 = 𝑥 Slope of the function A slope of the function between two points T1 and T2 (the following picture) is the slope of the line that passes through these two points (a secant line): The value of the slope is: y f x2 f x1 f x x f x x x2 x1 x (the change of y caused by the change of x over the change of x). Problem 4. If x = 1 and x = 1 find slopes of the following functions: a) y f x 2x 3 y 1 1 2 x 1 b) y f x 16 x x 2 y 28 15 13 x 1 7 c) y f x 4 x 1 x2 y 7.75 3 4.75 x 1 Problem 5: find slopes for the following functions when x increases from 1 to 2: 1. 𝑦 = 𝑥 2 2. 𝑦 = 𝑒 𝑥 3. 𝑦 = 2𝑥 − 3 4. 𝑦 = ln 𝑥 Slope function –derivative When T1 and T2 merge into one point we obtain the slope at the single point and the line that passes through that point is a tangent line. Derivative at the point is the slope of that tangent line. Since ∆𝑥 → 0 it is no longer called a difference, but a differential and it is denoted with dx. A change caused by dx (a tiny change of x) is now no longer ∆𝑦 but dy. Now the slope of the line is no longer ∆𝑦 ∆𝑥 𝑑𝑦 but 𝑑𝑥. It is called a derivative of the function, or the slope function. 𝑦′ = 𝑑𝑦 ∆𝑦 = lim 𝑑𝑥 ∆𝑥→0 ∆𝑥 Basic derivatives table 8 Derivative Function yI = y = f(x) Example dY dX y=C yI = 0 y = 5; yI = 0 y=x yI = 1 - y = kx yI = k y =5x; yI = 5 y = kx2 yI =2kx y= 5 x2; yI =10x y = kxn yI = nkxn-1 yI= 2x10; yI = 20x9 y = ln x yI = y = f(x)+ g(x) yI = 1 x df dg + dX y = 10x-5 x2; dX yI = 10 – 10x y = f(x)g(x) yI =f(x) dg + g(x) dX df y = lnx x3); dX yI = x2 +3x2 lnx product rule y = f(x)/g(x) df dg g x f x dx dx yI = 2 g x y= quotient rule yI = dg dz × ln x x 1 x ln x 1 1 ln x x yI = 2 x x2 dz dX 9 y = g ( z ( x )) chain rule y = 10z, z = 3 – 5x; yI = -50 Problem 6: If x = 1 and x → 0 find slopes of the following functions: a) y f x 2x 3 dy 2x x 3 2 x 3 2x lim 2 . The slope is identical on the entire domain. dx x0 x x y f(x)=-2x+3 5 4 3 2 1 x -1.5 -1 -0.5 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6 6.5 7 7.5 8 -1 -2 -3 -4 b) y f x 16 x x 2 dy 16x x x x 16 x x 2 lim dx x 0 x 16 x 16x x 2 2 xx x 2 16 x x 2 lim . x 0 x lim 16 2 x x 16 2 x 2 x 0 The slope of this function changes. At x = 1 it is 14, and on the interval Δx = 1 it is 13. y f(x)=16x-x^2 60 50 40 30 20 10 x -15 -10 -5 5 10 15 20 25 30 35 40 45 50 55 60 -10 10 c) y f x 4 x 1 x2 4 x x 1 1 4x 2 2 dy x x x lim dx x 0 x 1 1 4 x 4x 2 4x 2 2 x 2 xx x x lim x 0 x 1 1 4 x x 2 2 xx x 2 x2 lim x 0 x 1 1 lim 4 2 2 2 x 0 x x 2 xx x x x 4 x 4x 2 xx x 2 2 2x 0 4 4 4 3 2 2 2 x 0 x x x 2 xx x x x 0 0 4 lim y f(x)=4x-x^(-2) 15 10 5 x -10 -8 -6 -4 -2 2 4 6 8 10 12 14 16 18 20 22 24 26 28 -5 -10 -15 -20 Problem 7: Differentiate the following functions, with respect to x: a) y=3x3-4x2+250x-1500; b) y=x98-x55; c) y=x5 × 6x3; d) y=125+2z3-x2+10x; e) y=10-4z; z=7x4+15; Then find the slope of the functions a), b) and c) when x = 1. 11 Problem 8: Differentiate the following functions: a) y = 3x + 1 y’ = 3 b) y 2 x y' 2 x2 c) y x2 4 y' 2 x d) f x 1 ln x x 12 Class 2 The tangent and its equation Y f(x) g(x) T1 y* x* 0 X The tangent is the line that has the slope identical to the slope of the function at the tangency point and its equation is: y y * dy x x* . dx Find tangents for the functions in Problem 6: a) y g x 2x 2 2 3 2x 3 Note that the tangent is identical to the basic function. b) y g x 14x 14 15 14 x 1 c) y g x 6 x 6 +3 = 6x - 3 Multivariable derivatives Problem 9: Find the first gradient (vector of the first derivatives) of the following functions: a) f x, y 24 y 2 y 2 2 y x 2 x y 2 f x, y x 2 x 4 y 24 13 b) Total revenue function is TRQ1 , Q2 2Q12 Q22 28Q1 24Q2 , and cost function is TC Q1 , Q2 5Q12 2Q22 15 . Find the 1st and the 2nd gradient of the profit function. Q1 , Q2 7Q12 3Q22 28Q1 24Q2 15 14Q1 28 Q1 , Q2 6Q2 24 Complex derivatives of the single variable functions Problem 10: Find derivatives of the following functions: a) ln x x 2 2 x y x x y' 2 2 2 2x 2 ln x x 2 2 x 2 x 2 x x2 b) f x e 20.5 x 2 Complex derivatives of the multi variable functions Problem 11: Find the 2nd derivative of the following functions (the 1st is made in the Problem 9) a) f x, y 24 y 2 y 2 2 y x 2 x y 2 f x, y x 2 x 4 y 24 1 y x H 2 f x, y 2 x x 1 4 x 14 b) Profit function is Q1 , Q2 7Q12 3Q22 28Q1 24Q2 15 . Find the Hessian matrix. 14 0 H 2 Q1 , Q2 0 6 Chain rule for multivariable functions If f(x,y) has to be differentiated with respect to a and b if x(a,b) and y(a,b) then it has to be done in the following way: Scheme: f x a y b a b f f x f y a x a y a f f x f y b x b y b One has to identify all the paths of influence of the independent variable on the dependant variable. Problem 12: Find derivatives of the following functions: a) Find dx/dpx for the function x p x , p y , U if U ( p x , p y , I ) . x x f U p x p x U p x b) Find df/dk for the function f(x,y) = 2xy if x =k+2l, and y = 3k -l. 15 f 2 y 1 2x 3 2 y 6x k Note the difference in differentiation in the case of a single variable and a multivariable function! Differential and total differential 1st differential dy of a single variable function is a the approximate change of a function f(x) caused by a small change in the variable x: y' dy dx dy y ' dx Total differential od the 1st order for function is: df f f f dx1 dx 2 ... dx n x1 x 2 x n Tangent plane equation at the point (x*, y*, z*) for function z(x,y) is: z z* dz dz x x* y y* dx dy Problem 13: Solve the following exercises: a) For f(x) = x2 at the point x = 2 find the approximate change of a function when dx = 0.01. dy 2 x dx 4 0.01 0.04 y dy 4 0.04 4.04 15 10 5 1 2 3 4 16 b) For f(x) = x3 at the point x = 2 find the approximate change of a function when dx = 0.01. dy 3x 2 dx 12 0.01 0.12 y dy 8 0.12 8.12 60 40 20 1 2 3 4 Problem 14. Utility function u(x,y) = x0.5 y0.5. a) Find the approximate utility for the basket (1.99, 2.02). du u x x* , y* dx u y x* , y* dy du 0.5 y x dx 0.5 dy 0.01e x y dz 0.5 0.01 0.5 0.02 0.005 z dz 2.005 b) Find the tangent plane at T(2,2,2). u 2 0.5x 2 0.5 y 2 u 0.5 x 1 0.5 y 1 2 u 0.5 x 0.5 y Problem 15. Solve the following exercises: a) Find the approximate value of a function z(1.01, 0.98) if z(x,y) =exy using a total differential. Find the tangent plane equation at point A(1,1,e). 17 z x e xy y z y e xy z z x 1,1 e z y 1,1 e dz z x x* , y* dx z y x* , y* dy dz e 0.01 e 0.02 0.01e z dz 0.99 z z z * z x x x* z y y y* z ex 1 e y 1 z ex ey 2e b) Find total differential of a function f x, y function f(3.05,3.95) without a calculator. zx zy x x 2 2 y 2 xx y x 2 x 2 y2 1 .5 y 2 yx y y2 1.5 z x 3,4 4 125 -3 z y 3,4 125 18 x y x2 y2 . Find the approximate value of a dz z x x * , y * dx z y x * , y * dy dz 4 3 0.05 0.05 0.0028 125 125 z z * z x x x* z y y y* 4 x 3 3 y 4 125 125 4 3 z x y 125 125 z Integration Basic undefined integrals dx xC n x dx x n 1 C n 1 e ex C x dx 1 x dx f ' x ln x ln C f x dx ln f ( x) ln C af x dx a f x dx 19 f x g x dx f x dx g x dx Partial integration: u x dvx u x vx v x du x Newton-Leibniz formula: b f x dx F x a F b F a b F x a F b F a b a Undefined integral 𝑭(𝒙) = ∫ 𝒇(𝒙)𝒅𝒙 is a function for which 𝑭′(𝒙) = 𝒇(𝒙) holds. 𝒃 Defined integral ∫𝒂 𝒇(𝒙) 𝒅𝒙 is an area bellow the curve. One sums up all the rectangles bellow the curve between a and b, by cutting that zone in many pieces, each being Δx wide: The smaller Δx the more correct the area. If the difference between xi and xi+1, Δx, becomes very small, the area of rectangles covers the entire area below the curve: 𝒃 Finally, the solution is ∫𝒂 𝒇(𝒙) 𝒅𝒙 = 𝑭(𝒃) − 𝑭(𝒂) Differential equation is an equation which contains the function y, the variable x and the derivative of y, y’. One has to rescribe y’ as dy/dx and then separate all y’s and x’s and then apply integration. 20 Problem 16. Solve the exercises: a) Find ln xdx u x ln x du x dx x dv x dx v( x) dx x ln xdx x ln x x dx x ln x x C xln x 1 C x b) Find all functions y(x) which have the elasticity equal to 4 and we know that f(1) = 2. The formula the elasticity is je E y , x x dy . y dx It is a differential equation. The variables have to be separated: x dy 4 y dx dy dx 4 y x dy dx y 4 x ln y 4 ln x ln C ln y ln Cx 4 y Cx4 (general solution) y 1 C14 2 C2 yx 2 x 4 (particular solution) c) Total surplus in an economy is the area between supply and demand curve. Find total surplus if supply is p = eq, and demand p = e-q+10, if the market is ints competitive equilibrium (it means, on the intercept of supply and demand). e q e q 10 ln e q ln e q 10 21 q q 10 q5 Hence one has to find the grey shaded area: p S D 0 8 8 8 0 0 q P e q dq e q 10 e q e q 10 e 8 e 2 2 8 8 0 0 Marginal and average value 𝑑𝑦 Marginal value of a function y(x) is a derivative of a function, 𝑀𝑉 = 𝑑𝑥. Average value of a function y(x) is a function divided with its independent variable: 𝐴𝑉 = 22 𝑦(𝑥) 𝑥