Introductory Biostatistics

(Chris Devlin) #1

tribution of the dots clusters less closely around the line, and becomes virtually
no correlation when the distribution approximates a circle or oval (the method
is ine¤ective for measuring a relationship that is not linear).


2.4.1 Pearson’s Correlation Coe‰cient


Consider the scatter diagram shown in Figure 2.14, where we have added a
vertical and a horizontal line through the pointðx;yÞand label the four quar-
ters as I, II, III, and IV. It can be seen that


In quartersIandIII,

ðxxÞðyyÞ> 0

so that for positive association, we have
X
ðxxÞðyyÞ> 0

Furthermore, this sum is large for stronger relationships because most of
the dots, being closely clustered around the line, are in these two quarters.
Similarly, in quarters II and IV,

ðxxÞðyyÞ< 0

leading to

Figure 2.14 Scatter diagram divided into quadrants.

COEFFICIENTS OF CORRELATION 85
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