The correlation coefficient for two real-valued attributes is -0.85. What does this value tell you?

the attributes are not linearly related.
as the value of one attribute increases the value of the second attribute also increases
as the value of one attribute decreases the value of the second attribute increases
the attributes show a linear relationship

The correct answer is: C. as the value of one attribute decreases the value of the second attribute increases.

A correlation coefficient is a measure of the strength and direction of the linear relationship between two variables. A correlation coefficient of -0.85 indicates a strong negative linear relationship between the two variables. This means that as the value of one variable increases, the value of the other variable decreases.

Option A is incorrect because a correlation coefficient of -0.85 indicates a strong linear relationship, not no relationship.

Option B is incorrect because a correlation coefficient of -0.85 indicates a negative linear relationship, not a positive linear relationship.

Option D is incorrect because a correlation coefficient of -0.85 indicates a strong negative linear relationship, not a linear relationship.