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POD 09/19/20132005B #5P a)Describe the relationship between speed and pulse as shown in the scatterplot to the right. b)The correlation coefficient, r, was found to be r = 0.993. Explain why this correlation makes sense.
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Linear Regression AP Statistics Chapter 8 Day 1
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Learning Targets What is the LSRL? Why do we compute the LSRL? How do we use formulas to compute the LSRL?
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What does “Least Squares” Mean? The “Line of Best Fit” – called the LSRL is the line that minimizes the sum of the squared errors The “error” (distance the data point is from the line is called a residual. Residual = Actual – Predicted
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LSRL (linear model) Least squares regression line of y on x is the line that makes the sum of the squares of the vertical distances of the data points from the line as small as possible. Line of Best Fit!
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1. Y-hat is the predicted response 2. As correlation grows weaker, the prediction y-hat moves less in response to changes in x. (prediction gets worse!) 3. Conditions are the same as correlation
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Steps for Regression 1. Identify the variables and check the conditions (always look at the scatterplot) 2. Report summary statistics for x and y (mean and std. deviation) 3. Find the slope, b1. 4. Find the intercept, b0. 5. Write the regression equation using the variable names. 6. Conclusion: interpret the equation in context.
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Interpreting slope: For every increase in __x__, the model predicts on average an __inc/dec__ of slope value units in ___y___.
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Interpreting the Y-intercept… In General Y-Intercept: When x-variable is zero, the y-variable is predicted to be y-intercept value. *** Note: this value does not always make sense!!
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Find the LSRL.
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Find the LSRL X-values: Mean = 10, St Dev = 2 Y-values: Mean = 20, St Dev = 3 r = 0.5 Slope: Y-intercept: Equation:
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X-barSxY-barSyrLSRL a126-0.8Y=200 - 4x b2.51.2100Y=-100 + 50x
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The following data is on x= age in years and y = weight in kg for 12 black bears. A. Find the LSRL using the formulas. B. Interpret the slope of the LSRL. Age 10.56.528.510.56.57.56.55.57.511.59.55.5 WT 544062515556624240595150
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Verbal SAT vs Math SAT V: mean=596.3 st.dev=99.5 M: mean=612.2 st.dev=96.1 r = 0.685 Write the equation of the LSRL Interpret the slope of this line Interpret the intercept of this line. Slope = 0.685(96.1/99.5) = 0.662 Y-int = 612.2 – (0.662*596.3) =217.45 Math SAT = 217.45 + 0.662 (Verbal SAT) For every point on the Verbal SAT, your Math SAT increases by approx 0.662 pts If you get a zero Verbal score, you are predicted to get a 217.45 on the Math
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Homework P. 192 # 1, 5, 7, 36
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