Topic 5: Linear Functions

 

A function where the response variable is equal to a constant times the explanatory variable are called directly proportional functions. Symbolically, with y as the response and x as the explanatory variable, with a constant c, we have:

y = c * x

Do you recall some other "famous" functions which are directly proportional, like:

 

Directly proportional functions have graphs which are straight lines. In addition, since the response variable is equal to 0 when the explanatory variable is 0, the graph of a directly proportional function passes through the origin, with coordinates (0 , 0).

More generally, a linear function is any function whose graph is a line, and not just a line passing through the origin. Symbolically, with y as the response and x as the explanatory variable, and with a constants c and d, we have:

y = c * x + d

In the linear function above, the constant c represents the rate of change. It is also called the slope of the line. When data has a constant rate of change, no matter which two points you choose, the change in the response (dependent) variable divided by the change in the explanatory (independent) variables will be constant.

So, if we pick two points and and calculate the rate of change, it should be a constant:

Previously, we considered situations where the response (or dependent) variable was determined completely by just one other variable. Now we will consider cases where the one response variable depends on several explanatory (or independent) variables. In addition, we will examine the nature of this dependence.


Example 5.3:

Consider the following table of postal rates (from the New York Times Almanac 2004)

Weight up to
(in ounces)

Rate (in dollars)

1.0 0.60
2.0 0.85
3.0 1.10
4.0 1.35
5.0  
6.0  
7.0  
8.0  

(a) If we only consider integer numbers of ounces, verify that the table represents a linear function.

(b) Fill in the remaining table entries.

(c) How would you represent this function graphically?