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Chapter Three

Function of Two
   Variables
Definition
Functions of Two Variables

                             A function f of the two variables x and y
                             is a rule that assigns to each ordered pair
                             (x, y) of real numbers in some set one
                             and only one real number denoted by
                             f(x,y).




                                                                           2
Functions of Two Variables
                                 The Domain of a Function
                                     of Two Variables

                             The domain of the function f(x, y) is the set
                             of all ordered pairs (x, y) of real numbers
                             for which f(x, y) can be evaluated.




                                                                         3
Example 1
Functions of Two Variables


                             For f(x, y) 3x y2 find
                                 a) f(2,3)
                                 b) f(2, 2

                                              2
                              f 2,3    3 2 3          15
                                                      2
                              f 2, 2    3 2       2        8




                                                               4
Example 2
Functions of Two Variables

                                               x
                             For f x, y e          ln y . Find the domain
                             of f and f(0,1)

                             The domain ( x, y ) / x 0 and y 0
                                         0         0
                             f (0,1) e       ln1 e     0 1




                                                                            5
Example 3
Functions of Two Variables

                                         2
                                      3x     5y
                             f x, y
                                       x     y
                              a) Find the domain of f.
                              b) Compute f(1, 2)




                                                         6
Example 4
Functions of Two Variables


                             A pharmacy sells two brands of aspirin.
                             Brand A sells for $1.25 per bottle and
                             Brand B sells for $1.50 per bottle.
                             a) What is the revenue function for aspirin?
                             b) What is the revenue for aspirin if 100
                                bottles of Brand A and 150 bottles B are
                                sold?



                                                                       7
Example 4 (Continued)
Functions of Two Variables


                             a) Let
                                x the number of bottles of Brand A sold
                                y the number of bottles of Brand B
                                sold. Then, the revenue function is
                                 R x, y 1.25x 1.50y
                             b)
                                  R 100,150   1.25 100 1.50 150
                                              125 225
                                              350
                                                                      8
Functions of Two Variables            Cobb-Douglas
                                   Production Functions
                             Economists use a formula called the Cobb-
                             Douglas Production Functions to model
                             the production levels of a company (or a
                             country). Output Q at a factory is often
                             regarded as a function of the amount K of
                             capital investment and the size L of the
                             labor force. Output functions of the form
                                                   1
                                     Q K,L    AK L

                                                                    9
Functions of Two Variables       Cobb-Douglas Production
                                    Functions (Cont.)
                             where A and are positive constants and
                             0    1 have proved to be especially useful
                             in economic analysis. Such functions are
                             known as Cobb-Douglas production
                             function.




                                                                          10
Example 5
Functions of Two Variables


                             Suppose that the function Q 500x0.3y0.7
                             represents the number of units produced
                             by a company with x units of labor and y
                             units of capital.
                             a) How many units of a product will be
                                manufactured if 300 units of labor and
                                50 units of capital are used?
                             b) How many units will be produced if
                                twice the number of units of labor and
                                capital are used?
                                                                         11
Example 5 (Cont.)
Functions of Two Variables

                                                     0.3          0.7
                             a)Q 300,50    500 300           50
                                           500 5.535 15.462
                                           42,791 units
                             b) If number of units of labor and capital
                                are both doubled, then x 2 300 600
                                and y 2 50 100
                                                       0.3              0.7
                               Q 600,100     500 600         100
                                             500 6.815 25.119
                                             85,592 units
                                                                              12
Definition
                      Let z f x, y)
Partial Derivatives



                      a) The first partial derivative of f with
                         respect to x is
                          z                       f x   x, y   f x, y
                              fx x, y    lim
                          x               x   0            x

                      b) The first partial derivative of f with
                         respect to y is:
                          z                    f x, y   y f x, y
                              fy x, y     lim
                          y                y 0           y
                                                                        13
Computation of Partial Derivatives
                      oThe function z / x or fx is obtained by
Partial Derivatives


                       differentiating f with respect to x, treating
                       y as a constant.
                      oThe function z / y or fy is obtained by
                       differentiating f with respect to y, treating
                       x as a constant.




                                                                   14
Example 1
                      For the function
Partial Derivatives



                          f x, y 4x 2 3xy 5y 2
                      Find z / y and z / x

                      Treating y as a constant, we obtain
                                  z
                                       8 x 3y
                                  x
                      Treating x as a constant, we obtain
                                  z
                                         3 x 10 y
                                  y
                                                            15
Example 2, 3
                      Find the partial derivatives fx and fy if
Partial Derivatives


                                   2         2   2y
                      f x, y   x       2xy
                                                 3x

                      Find fx (1,2) and fy (1,2) if

                                   f x, y         xexy   y2




                                                                  16
Example 4
                      Suppose that the production function
Partial Derivatives


                      Q(x,y) 2000 x​0.5y0.5 ​is known. Determine
                                      ​
                      the marginal productivity of labor and the
                      marginal productivity of capital when 16
                      units of labor and 144 units of capital are
                      used.




                                                                    17
Example 4 (Cont.)
Partial Derivatives


                      Q                   0.5           1000y 0.5
                           2000 0.5 x           y 0.5       0.5
                      x                                   x
                      Q                                 1000 x 0.5
                           2000 0.5 x 0.5 y       0.5

                      y                                   y 0.5
                      substituting x 16 and y 144, we obtain
                       Q            1000(144)0.5         1000 12
                                                                        3000 units
                       x (16,144)      (16)0.5              4
                       Q            1000(16)0.5         1000 4
                                                                     333.33 units
                       y (16,144)     (144)0.5            12
                                                                                     18
Example 4 (Cont.)
Partial Derivatives


                      Thus we see that adding one unit of labor
                      will increase production by about 3000
                      units and adding one unit of capital will
                      increase production by about 333 units.




                                                                  19
Example 5
                      It is estimated that the weekly output at a
Partial Derivatives


                       certain plant is given by the function
                      Q(x,y) 1200x 500y x2 y x3 y2 units, where
                       x is the number of skilled workers and y the
                       number of unskilled workers employed at the
                       plant. Currently the work force consists of 30
                       skilled workers, and 60 unskilled workers.
                       Use marginal analysis to estimate the
                       change in the weekly output that will result
                       from the addition of 1 more skilled worker if
                       the number of unskilled workers is not
                       changed.                                       20
Second-Order Partial
                                      Derivatives
Partial Derivatives


                      If z f(x, y)
                      the partial derivative of fx with respect to x is
                                            2
                                             z          z
                           fxx      fx x or 2
                                            x      x    x
                      the partial derivative of fx with respect to y is
                                            2
                                             z           z
                            fxy     fx y or
                                            y x     y    x
                                                                       21
Second-Order Partial
                               Derivatives (Cont.)
Partial Derivatives


                      If z f(x, y)
                      the partial derivative of fy with respect to
                       x is                  2
                                               z          z
                              fyx   fy or
                                       x    x y      x y

                      the partial derivative of fy with respect to
                      y is                     2
                                                 z          z
                               fyy   fy       or       2
                                          y        y       y   y
                                                                      22
Example 6
Partial Derivatives


                      Compute the four second-order partial
                      derivatives of the function
                                          3         2
                          f x, y     xy       5xy       2x 1




                                                               23
Example 7
Partial Derivatives


                      Find all four second partial derivatives of
                                          2
                        f x, y     ln x       4y
                      then find
                                  fxx 2,1 2



                                                                    24
Remark
Partial Derivatives


                      The two partial derivatives fxy and fyx are
                      sometimes called the mixed second-
                      order partial derivatives of f and fxy fyx .




                                                                     25
The Chain Rule; Approximation by the
                                            Chain Rule for Partial
                                                Derivatives
                                       Suppose z is a function of x and y, each of
          Total Differential


                                        which is a function of t then z can be
                                        regarded as a function of t and
                                                dz     z dx      z dy
                                                dt     x dt      y dt



                                                                                 26
The Chain Rule; Approximation by the
                                           Chain Rule for Partial
                                               Derivatives
                                       Remark 1
          Total Differential



                                         z dx
                                                rate of change of z with respect
                                         x dt
                                                 to t for fixed y.
                                         z dy
                                                 rate of change of z with respect
                                         y dt
                                                  to t for fixed x.



                                                                                    27
The Chain Rule; Approximation by the
           Total Differential


                            dt
                            dz
                        Find if z
                           x    2
                           3 xy , x
                           2t 1
                                        Example 1
                           t   ,and y
                                2




28
The Chain Rule; Approximation by the
                                                     Example 1
                                       By the chain rule,
          Total Differential



                                       dz    z dx    z dy
                                                            2x 3y    2 3x 2t
                                       dt    x dt    y dt
                                       Which you can rewrite in terms of t
                                       dz
                                            4(2t 1) 6t 2 3(2t 1)(2t ) 18t 2 14t 4
                                       dt



                                                                                    29
Example 1
The Chain Rule; Approximation by



                                   By the chain rule,
      the Total Differential



                                   dz    z dx    z dy
                                                        2x 3y    2 3x 2t
                                   dt    x dt    y dt
                                   Which you can rewrite in terms of t
                                   dz
                                        4(2t 1) 6t 2 3(2t 1)(2t ) 18t 2 14t 4
                                   dt



                                                                                30
Example 2
The Chain Rule; Approximation by

                                   A health store carries two kinds of multiple
                                   vitamins, Brand A and Brand B. Sales
      the Total Differential


                                   figures indicate that if Brand A is sold for x
                                   dollars per bottle and Brand B for y dollars
                                   per bottle, the demand for Brand A will be
                                                         2
                                   Q x, y     300 20x        30 y bottles/month
                                   It is estimated that t months from now the
                                   price of Brand A will be
                                    x 2 0.05t dollars per bottle

                                                                                    31
Example 2 (Cont.)
The Chain Rule; Approximation by

                                   It is estimated that t months from now the
                                   price of Brand A will be
      the Total Differential



                                    x 2 0.05t dollars per bottle
                                   and the price of Brand B will be
                                    y    2 0.1 t     dollars per bottle
                                   At what rate will the demand for Brand A
                                   be changing with respect to time 4 months
                                   from now?


                                                                                32
Example 2 (Cont.)
The Chain Rule; Approximation by

                                   Our goal is to find dQ/dt when t 4. Using
                                   chain rule, we obtain
      the Total Differential



                                      dQ     Q dx     Q dy
                                      dt     x dt     y dt
                                                                    12
                                             40 x 0.05   30 0.05t
                                   when t 4, x 2 0.05 4 2.2
                                   and hence,
                                   dQ
                                         40 2.2 0.05 30 0.05 0.5         3.65
                                    dt
                                                                               33
Approximation Formula

                         Suppose z is a function of x and y. If ∆x
The Total differential




                         denotes a small change in x and ∆y a
                         small change in y, the corresponding
                         change in z is
                                     z       z
                                z      x      y
                                     x      y




                                                                     34
Remark 2
                           z
                             x   change in z due to the change in
The Total differential




                         x x
                                 for fixed y.
                           z
                             y
                           y   change in z due to the change in y
                         for
                                 fixed x.


                                                                    35
The Total Differential
                         If z is a function of x and y, the total
The Total differential




                         differential of z is
                                          z        z
                                   dz       x        y
                                          x        y




                                                                    36
Example 3
                         At a certain factory, the daily output is
                         Q=60 K1/2 L2/3 units, where K denotes the
The Total differential




                         capital    investment measured in units of
                         $1,000 and L the size of the labor force
                         measured in worker-hours. The current
                         capital investment is $ 900,000 and 1,000
                         and labor are used each day. Estimate the
                         change in output that will result if capital
                         investment is increased by $1,000 and
                         labor is increased by 2 worker-hours.
                                                                        37
Example 3
                         Apply the approximation formula with
                         K 900, L 1000, ∆K 1 and ∆L 2 to get
The Total differential




                                 Q            Q
                             Q      K          L
                                 K            L
                                30 K 1/2 L1/3 K 20 K 1/2 L 2/3 L
                                       1                        1
                                 30          10 1 20 30              2
                                      30                       100
                                 22 units

                         That is, output will increase by
                         approximately 22 units.                         38
percentage change
Approximation of Percentage Change


                                     The percentage change of a quantity
                                     expresses the change in the quantity as a
                                     percentage of its size prior to the change.
                                     In particular,
                                                           change in quantity
                                     Percentage change 100
                                                            size of quantity




                                                                                   39
Approximation of
                                            Percentage Change
Approximation of Percentage Change




                                     Suppose z is a function of x and y. If ∆x
                                     denotes a small change in x and ∆x a
                                     small change in y , the corresponding
                                     percentage change in z is
                                                             z         z
                                                               x         y
                                               z             x         y
                                      % z 100     100
                                              z                    z


                                                                                 40

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Math for Bus. and Eco. Chapter 3

  • 2. Definition Functions of Two Variables A function f of the two variables x and y is a rule that assigns to each ordered pair (x, y) of real numbers in some set one and only one real number denoted by f(x,y). 2
  • 3. Functions of Two Variables The Domain of a Function of Two Variables The domain of the function f(x, y) is the set of all ordered pairs (x, y) of real numbers for which f(x, y) can be evaluated. 3
  • 4. Example 1 Functions of Two Variables For f(x, y) 3x y2 find a) f(2,3) b) f(2, 2 2 f 2,3 3 2 3 15 2 f 2, 2 3 2 2 8 4
  • 5. Example 2 Functions of Two Variables x For f x, y e ln y . Find the domain of f and f(0,1) The domain ( x, y ) / x 0 and y 0 0 0 f (0,1) e ln1 e 0 1 5
  • 6. Example 3 Functions of Two Variables 2 3x 5y f x, y x y a) Find the domain of f. b) Compute f(1, 2) 6
  • 7. Example 4 Functions of Two Variables A pharmacy sells two brands of aspirin. Brand A sells for $1.25 per bottle and Brand B sells for $1.50 per bottle. a) What is the revenue function for aspirin? b) What is the revenue for aspirin if 100 bottles of Brand A and 150 bottles B are sold? 7
  • 8. Example 4 (Continued) Functions of Two Variables a) Let x the number of bottles of Brand A sold y the number of bottles of Brand B sold. Then, the revenue function is R x, y 1.25x 1.50y b) R 100,150 1.25 100 1.50 150 125 225 350 8
  • 9. Functions of Two Variables Cobb-Douglas Production Functions Economists use a formula called the Cobb- Douglas Production Functions to model the production levels of a company (or a country). Output Q at a factory is often regarded as a function of the amount K of capital investment and the size L of the labor force. Output functions of the form 1 Q K,L AK L 9
  • 10. Functions of Two Variables Cobb-Douglas Production Functions (Cont.) where A and are positive constants and 0 1 have proved to be especially useful in economic analysis. Such functions are known as Cobb-Douglas production function. 10
  • 11. Example 5 Functions of Two Variables Suppose that the function Q 500x0.3y0.7 represents the number of units produced by a company with x units of labor and y units of capital. a) How many units of a product will be manufactured if 300 units of labor and 50 units of capital are used? b) How many units will be produced if twice the number of units of labor and capital are used? 11
  • 12. Example 5 (Cont.) Functions of Two Variables 0.3 0.7 a)Q 300,50 500 300 50 500 5.535 15.462 42,791 units b) If number of units of labor and capital are both doubled, then x 2 300 600 and y 2 50 100 0.3 0.7 Q 600,100 500 600 100 500 6.815 25.119 85,592 units 12
  • 13. Definition Let z f x, y) Partial Derivatives a) The first partial derivative of f with respect to x is z f x x, y f x, y fx x, y lim x x 0 x b) The first partial derivative of f with respect to y is: z f x, y y f x, y fy x, y lim y y 0 y 13
  • 14. Computation of Partial Derivatives oThe function z / x or fx is obtained by Partial Derivatives differentiating f with respect to x, treating y as a constant. oThe function z / y or fy is obtained by differentiating f with respect to y, treating x as a constant. 14
  • 15. Example 1 For the function Partial Derivatives f x, y 4x 2 3xy 5y 2 Find z / y and z / x Treating y as a constant, we obtain z 8 x 3y x Treating x as a constant, we obtain z 3 x 10 y y 15
  • 16. Example 2, 3 Find the partial derivatives fx and fy if Partial Derivatives 2 2 2y f x, y x 2xy 3x Find fx (1,2) and fy (1,2) if f x, y xexy y2 16
  • 17. Example 4 Suppose that the production function Partial Derivatives Q(x,y) 2000 x​0.5y0.5 ​is known. Determine ​ the marginal productivity of labor and the marginal productivity of capital when 16 units of labor and 144 units of capital are used. 17
  • 18. Example 4 (Cont.) Partial Derivatives Q 0.5 1000y 0.5 2000 0.5 x y 0.5 0.5 x x Q 1000 x 0.5 2000 0.5 x 0.5 y 0.5 y y 0.5 substituting x 16 and y 144, we obtain Q 1000(144)0.5 1000 12 3000 units x (16,144) (16)0.5 4 Q 1000(16)0.5 1000 4 333.33 units y (16,144) (144)0.5 12 18
  • 19. Example 4 (Cont.) Partial Derivatives Thus we see that adding one unit of labor will increase production by about 3000 units and adding one unit of capital will increase production by about 333 units. 19
  • 20. Example 5 It is estimated that the weekly output at a Partial Derivatives certain plant is given by the function Q(x,y) 1200x 500y x2 y x3 y2 units, where x is the number of skilled workers and y the number of unskilled workers employed at the plant. Currently the work force consists of 30 skilled workers, and 60 unskilled workers. Use marginal analysis to estimate the change in the weekly output that will result from the addition of 1 more skilled worker if the number of unskilled workers is not changed. 20
  • 21. Second-Order Partial Derivatives Partial Derivatives If z f(x, y) the partial derivative of fx with respect to x is 2 z z fxx fx x or 2 x x x the partial derivative of fx with respect to y is 2 z z fxy fx y or y x y x 21
  • 22. Second-Order Partial Derivatives (Cont.) Partial Derivatives If z f(x, y) the partial derivative of fy with respect to x is 2 z z fyx fy or x x y x y the partial derivative of fy with respect to y is 2 z z fyy fy or 2 y y y y 22
  • 23. Example 6 Partial Derivatives Compute the four second-order partial derivatives of the function 3 2 f x, y xy 5xy 2x 1 23
  • 24. Example 7 Partial Derivatives Find all four second partial derivatives of 2 f x, y ln x 4y then find fxx 2,1 2 24
  • 25. Remark Partial Derivatives The two partial derivatives fxy and fyx are sometimes called the mixed second- order partial derivatives of f and fxy fyx . 25
  • 26. The Chain Rule; Approximation by the Chain Rule for Partial Derivatives Suppose z is a function of x and y, each of Total Differential which is a function of t then z can be regarded as a function of t and dz z dx z dy dt x dt y dt 26
  • 27. The Chain Rule; Approximation by the Chain Rule for Partial Derivatives Remark 1 Total Differential z dx rate of change of z with respect x dt to t for fixed y. z dy rate of change of z with respect y dt to t for fixed x. 27
  • 28. The Chain Rule; Approximation by the Total Differential dt dz Find if z x 2 3 xy , x 2t 1 Example 1 t ,and y 2 28
  • 29. The Chain Rule; Approximation by the Example 1 By the chain rule, Total Differential dz z dx z dy 2x 3y 2 3x 2t dt x dt y dt Which you can rewrite in terms of t dz 4(2t 1) 6t 2 3(2t 1)(2t ) 18t 2 14t 4 dt 29
  • 30. Example 1 The Chain Rule; Approximation by By the chain rule, the Total Differential dz z dx z dy 2x 3y 2 3x 2t dt x dt y dt Which you can rewrite in terms of t dz 4(2t 1) 6t 2 3(2t 1)(2t ) 18t 2 14t 4 dt 30
  • 31. Example 2 The Chain Rule; Approximation by A health store carries two kinds of multiple vitamins, Brand A and Brand B. Sales the Total Differential figures indicate that if Brand A is sold for x dollars per bottle and Brand B for y dollars per bottle, the demand for Brand A will be 2 Q x, y 300 20x 30 y bottles/month It is estimated that t months from now the price of Brand A will be x 2 0.05t dollars per bottle 31
  • 32. Example 2 (Cont.) The Chain Rule; Approximation by It is estimated that t months from now the price of Brand A will be the Total Differential x 2 0.05t dollars per bottle and the price of Brand B will be y 2 0.1 t dollars per bottle At what rate will the demand for Brand A be changing with respect to time 4 months from now? 32
  • 33. Example 2 (Cont.) The Chain Rule; Approximation by Our goal is to find dQ/dt when t 4. Using chain rule, we obtain the Total Differential dQ Q dx Q dy dt x dt y dt 12 40 x 0.05 30 0.05t when t 4, x 2 0.05 4 2.2 and hence, dQ 40 2.2 0.05 30 0.05 0.5 3.65 dt 33
  • 34. Approximation Formula Suppose z is a function of x and y. If ∆x The Total differential denotes a small change in x and ∆y a small change in y, the corresponding change in z is z z z x y x y 34
  • 35. Remark 2 z x change in z due to the change in The Total differential x x for fixed y. z y y change in z due to the change in y for fixed x. 35
  • 36. The Total Differential If z is a function of x and y, the total The Total differential differential of z is z z dz x y x y 36
  • 37. Example 3 At a certain factory, the daily output is Q=60 K1/2 L2/3 units, where K denotes the The Total differential capital investment measured in units of $1,000 and L the size of the labor force measured in worker-hours. The current capital investment is $ 900,000 and 1,000 and labor are used each day. Estimate the change in output that will result if capital investment is increased by $1,000 and labor is increased by 2 worker-hours. 37
  • 38. Example 3 Apply the approximation formula with K 900, L 1000, ∆K 1 and ∆L 2 to get The Total differential Q Q Q K L K L 30 K 1/2 L1/3 K 20 K 1/2 L 2/3 L 1 1 30 10 1 20 30 2 30 100 22 units That is, output will increase by approximately 22 units. 38
  • 39. percentage change Approximation of Percentage Change The percentage change of a quantity expresses the change in the quantity as a percentage of its size prior to the change. In particular, change in quantity Percentage change 100 size of quantity 39
  • 40. Approximation of Percentage Change Approximation of Percentage Change Suppose z is a function of x and y. If ∆x denotes a small change in x and ∆x a small change in y , the corresponding percentage change in z is z z x y z x y % z 100  100 z z 40