The correlation coefficient ranges between:a.[-1,1]b.[0,1]c.(-∞ , ∞)d.(-1,0)Clear my choice
Question
The correlation coefficient ranges between:
a. [-1, 1]
b. [0, 1]
c. (-∞ , ∞)
d. (-1, 0)
Clear my choice
Solution
Step 1: Break Down the Problem
The question is asking about the range of the correlation coefficient, which is a statistical measure that expresses the extent to which two variables are linearly related.
Step 2: Relevant Concepts
The correlation coefficient, often denoted as , indicates the strength and direction of a linear relationship between two variables. The value of can range from -1 to 1:
- indicates a perfect positive linear correlation
- indicates a perfect negative linear correlation
- indicates no linear correlation
Step 3: Analysis and Detail
Given the provided options:
- a. [-1, 1]: This includes both -1 and 1, which aligns well with the known range for correlation coefficients.
- b. [0, 1]: This only covers non-negative correlations, which is not complete.
- c. (-∞, ∞): This suggests that the correlation can take any value, which is incorrect.
- d. (-1, 0): This only accounts for negative correlations and excludes positive ones.
Step 4: Verify and Summarize
The most accurate option representing the full range of the correlation coefficient is option a. [-1, 1].
Final Answer
The correlation coefficient ranges between [-1, 1].
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