Maths-
General
Easy

Question

Does a linear , quadratic , or exponential function best model the data ? Explain.

hintHint:

1. When the difference between 2 consecutive output values (y values) for a given constant change in the input values (x values) is constant. i.e. y(n)- y(n-1) is constant for any value of n, the function is known as a linear function.
2. When the difference between 2 consecutive differences for output values (y values) for a given constant change in the input values (x values) is constant. i.e. dy(n)- dy(n-1) is constant for any value of n, the function is known as a quadratic function.
3. When the ratio between 2 consecutive output values (y values) for a given constant change in the input values (x values) is constant i.e. fraction numerator y left parenthesis n right parenthesis over denominator y left parenthesis n minus 1 right parenthesis end fraction is constant for any value of n, the function is known as an exponential function.

The correct answer is: The given function is an exponential function.


    Step-by-step solution:-
    From the given table, we observe the following readings-

    x1 = -2, y1 = 4;
    x2 = -1, y2 = 12;
    x3 = 0, y3 = 36;
    x4 = 1, y4 = 108;
    x5 = 2, y5 = 324.
    a). Difference between 2 consecutive x values-
                                                                                   dx1 = x2 - x1 = -1 - (-2) = -1 + 2 = 1
                                                                                    dx2 = x3 - x2 = 0 - (-1) = 0 + 1 = 1
                                                                                            dx3 = x4 - x3 = 1 - 0 = 1
                                                                                            dx4 = x5 - x4 = 2 - 1 = 1
    Difference between 2 consecutive y values-
                                                                                           dy1 = y2 - y1 = 12 - 4 = 8
                                                                                         dy2 = y3 - y2 = 36 - 12 = 24
                                                                                        dy3 = y4 - y3 = 108 - 36 = 72
                                                                                       dy4 = y5 - y4 = 324 - 108 = 216
    We observe that the difference for every consecutive x values is constant i.e. 1 but for y values the difference is not constant.
    Hence, the given function is not a linear function.
    b). Now, difference between 2 consecutive differences for y values-
                                                                                             dy2 - dy1 = 24 - 8 = 16
                                                                                            dy3 - dy2 = 72 - 24 = 48
                                                                                          dy4 - dy3 = 216 - 72 = 144
    We observe that the difference of differences of 2 consecutive y values are also not constant.
    Hence, the given function is not a quadratic function.
    c). Now, ratio between 2 consecutive y values-
                                                                                                  y subscript 2 over y subscript 1 = 12 over 4 = 3
                                                                                                  y subscript 3 over y subscript 2 = 36 over 12= 3
                                                                                                 y subscript 4 over y subscript 3 = 108 over 36 = 3
                                                                                                 y subscript 5 over y subscript 4 = 324 over 108 = 3
    We observe that difference between 2 consecutive y values is constant i.e. 3.
    Hence, the given function is an exponential function.
    Final Answer:-
    ∴ The given function is an exponential function.

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