Math Problem Statement
Solution
The image contains a problem related to simple linear regression using sampled data. Let's break down what needs to be calculated based on the provided table and fields:
Table Details
-
Columns:
- Time since last eruption (, in hours)
- Eruption height (, in meters)
- The product ().
-
You are required to calculate:
- : Sample size (the number of data points).
- : Sum of all values.
- : Sum of all values.
- : Sum of the squares of all values.
- : Sum of the products ().
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Regression Details:
- Sample correlation coefficient ().
- Slope ().
- -intercept ().
Would you like me to calculate these values step-by-step based on the data in the table?
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Math Problem Analysis
Mathematical Concepts
Linear Regression
Correlation Coefficient
Statistics
Formulas
Slope (\(\beta_1\)) = \frac{n(\sum xy) - (\sum x)(\sum y)}{n(\sum x^2) - (\sum x)^2}
Intercept (\(\beta_0\)) = \frac{\sum y - \beta_1(\sum x)}{n}
Sample Correlation Coefficient (r) = \frac{n(\sum xy) - (\sum x)(\sum y)}{\sqrt{[n(\sum x^2) - (\sum x)^2][n(\sum y^2) - (\sum y)^2]}}
Theorems
Least Squares Regression
Pearson Correlation Coefficient
Suitable Grade Level
Grades 11-12
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