We conclude that: for every additional distress input, the brain activity increases by 0.061 units on average. for every additional -0.126 distress input, the brain activity increases by 0.061 units on average. for every additional 0.061 distress input, the brain activity increases by 1 unit on average.
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- randomly selected middle school students. Using this data, consider the equation of the regression line, yˆ=b0+b1x, for predicting the overall grade average for a middle school student based on the number of hours spent unsupervised each day. Keep in mind, the correlation coefficient may or may not be statistically significant for the data given. Remember, in practice, it would not be appropriate to use the regression line to make a prediction if the correlation coefficient is not statistically significant. Hours Unsupervised 1.5 2 3 3.5 4 4.5 5.5 Overall Grades 99 96 84 75 68 65 60 Table Step 1 of 6 : Find the estimated slope. Round your answer to three decimal places.randomly selected middle school students. Using this data, consider the equation of the regression line, yˆ=b0+b1x, for predicting the overall grade average for a middle school student based on the number of hours spent unsupervised each day. Keep in mind, the correlation coefficient may or may not be statistically significant for the data given. Remember, in practice, it would not be appropriate to use the regression line to make a prediction if the correlation coefficient is not statistically significant. Hours Unsupervised 1.5 2 3 3.5 4 4.5 5.5 Overall Grades 99 96 84 75 68 65 60 Table Find the estimated slope, y interscept and correlation coefficient Round your answers to three decimal places.Listed below are the chest sizes (in inches) and weights (in pounds) of randomly selected bears that were anesthetized and measured (based on data from Gary Alt ena Minitab, Inc.). Since it is much more difficult to weigh a bear than to measure its chest size, the presence of a correlation could result in a method for estimating weight based on chest size.a) Calculate the correlation coefficient and test the significance at 5% probability;b) Determine the simple linear regression equation;c) Find the prediction for the weight (in pounds) of a bear with a chest size of 50 inches.
- A fast-food chain decided to carry out an experiment to assess the influence of advertising expenditure on sales. Different relative changes in advertising expenditure, compared to the previous year, were made in eight regions of the country, and resulting changes in sales levels were observed the accompanying table shows the results. Increase in advertising expenditure (%) 0 5 15 20 25 30 35 40 Increase in sales (%) 5 10 18 25 35 50 60 65 Determine the value of regressions coefficients and write down the simple linear regression model.A consumer buying cooperative tested the effective heating area of 20 differentelectric space heaters with different wattages. Here are the results. a. Compute the correlation between the wattage and heating area. Is there a direct oran indirect relationship?b. Conduct a test of hypothesis to determine if it is reasonable that the coefficient isgreater than zero. Use the .05 significance level.c. Develop the regression equation for effective heating based on wattage.d. Which heater looks like the “best buy” based on the size of the residual?The fish in my pond have mean length 14 inches with a standard deviation of 2 inches and mean weight 4 pounds with a standard deviation of .8 pounds. The correlation coefficient of length and weight is .7. If the length of a particular randomly selected fish is reported to be 17 inches, then what should we predict for the weight of that fish using simple linear regression?
- Show that an interaction term of a dummy variable and a regressor changes the slope of a regression line..A survey on lamb farms was conducted and data were collected on the followingvariables from a random sample of 30 farmers.Y = average live weight of ewes (kg)X1 = area of grazing land (m2) X2 = proportion of farm area that cannot be cultivatedX3 = proportion of area closed for lambs before weaning True or False1. About the computed correlation coefficients?a. weak positive linear relationship between average live weight of ewes and proportion offarm area that cannot be cultivated. b.very weak negative linear relationship between average live weight of ewes and area ofgrazing land. c. Both are Trued. Both are FalseA researcher was investigating variables that might be associated with the academic performance of high school students. The data included the average Math SAS score of all high school seniors in the city that took the exam (labeled as the variable SAT-M), the average number of dollars per pupil spent on education by the city (labeled as the variable $Per Pupil), and the percentage of high school seniors in the city that took the exam (labeled as the variable %Taking). The researcher ran the following multiple linear regression model as SAT-M=Beta0 + Beta1($Per Pupil) + Beta2(%Taking). This model was fit to the data using the method of least-squares, results shown inside of table within photo. If we want to test using ANOVA F-test with hypotheses Ho: Beta1=Beta2=0 versus H1: at least one of the Beta is not 0, what would the value of our F-statistic mean?
- Give an example of a research question that would be suitable for computing a: a) Correlation coefficient b) Regression lineThe fish in my pond have mean length 12 inches and mean weight 5 pounds. The correlation coefficient of length and weight is .8. If the length of a particular randomly selected fish is reported to be 12 inches, then what should we predict for the weight of that fish using simple linear regression?A study is conducted to determine if there is a relationship between the two variables, blood haemoglobin (Hb) levels and packed cell volumes (PCV) in the female population. A simple linear regression analysis was performed using SPSS. Based on the SPSS output of the ANOVA table, which of the following statements is the CORRECT interpretation? 1. The regression model statistically significantly predicts the blood haemoglobin level. 2. About 39.98 % of variance in Hb is explained by PCV. 3. The regression model does not fit the data. 4. There is significant contribution of Hb towards PCV.