Some nurses in county public health conducted a survey of women who had received inadequate prenatal care. They used information from birth certificates to select mothers for the survey. The mothers selected were divided into two groups: 14 mothers who said they had five or fewer prenatal visits and 14 mothers who said they had six or more prenatal visits. Let \(X\) and \(Y\) equal the respective birth weights of the babies from these two sets of mothers, and assume that the distribution of \(X\) is \(N\left(\mu_{X}, \sigma^{2}\right)\) and the distribution of \(Y\) is \(N\left(\mu_{Y}, \sigma^{2}\right)\). (a) Define the test statistic and critical region for testing \(H_{0}: \mu_{X}-\mu_{Y}=0\) against \(H_{1}: \mu_{X}-\mu_{Y}<0\). Let \(\alpha=0.05\). (b) Given that the observations of \(X\) were 49 108 110 82 93 114 134 114 96 52 101 114 120 116 and the observations of \(Y\) were 133 108 93 119 119 98 106 131 87 153 116 129 97 110 calculate the value of the test statistic and state your conclusion. (c) Approximate the \(p\)-value. (d) Construct box plots on the same figure for these two sets of data. Do the box plots support your conclusion? Equation Transcription: Text Transcription: X Y N(mu_X, sigma^2) N(mu_Y, sigma^2) H_0:mu_X-mu_Y=0 H_1:mu_X-mu_Y<0 alpha=0.05 p
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Textbook Solutions for Probability and Statistical Inference
Question
The botanist in Example 8.2-1 is really interested in testing for synergistic interaction. That is, given the two hormones gibberellin (GA3) and indoleacetic acid (IAA), let X1 and X2 equal the growth responses (in mm) of dwarf pea stem segments to GA3 and IAA, respectively and separately. Also, let X = X1 + X2 and let Y equal the growth response when both hormones are present. Assuming that X is N(X , 2) and Y is N(Y , 2), the botanist is interested in testing the hypothesis H0: X = Y against the alternative hypothesis of synergistic interaction H1: X < Y . (a) Using n = m = 10 observations of X and Y, define the test statistic and the critical region. Sketch a figure of the t pdf and show the critical region on your figure. Let = 0.05. (b) Given n = 10 observations of X, namely, 2.1 2.6 2.6 3.4 2.1 1.7 2.6 2.6 2.2 1.2 and m = 10 observations of Y, namely, 3.5 3.9 3.0 2.3 2.1 3.1 3.6 1.8 2.9 3.3 calculate the value of the test statistic and state your conclusion. Locate the test statistic on your figure. (c) Construct two box plots on the same figure. Does this confirm your conclusion?
Solution
The first step in solving 8.2 problem number 16 trying to solve the problem we have to refer to the textbook question: The botanist in Example 8.2-1 is really interested in testing for synergistic interaction. That is, given the two hormones gibberellin (GA3) and indoleacetic acid (IAA), let X1 and X2 equal the growth responses (in mm) of dwarf pea stem segments to GA3 and IAA, respectively and separately. Also, let X = X1 + X2 and let Y equal the growth response when both hormones are present. Assuming that X is N(X , 2) and Y is N(Y , 2), the botanist is interested in testing the hypothesis H0: X = Y against the alternative hypothesis of synergistic interaction H1: X < Y . (a) Using n = m = 10 observations of X and Y, define the test statistic and the critical region. Sketch a figure of the t pdf and show the critical region on your figure. Let = 0.05. (b) Given n = 10 observations of X, namely, 2.1 2.6 2.6 3.4 2.1 1.7 2.6 2.6 2.2 1.2 and m = 10 observations of Y, namely, 3.5 3.9 3.0 2.3 2.1 3.1 3.6 1.8 2.9 3.3 calculate the value of the test statistic and state your conclusion. Locate the test statistic on your figure. (c) Construct two box plots on the same figure. Does this confirm your conclusion?
From the textbook chapter Tests of Statistical Hypotheses you will find a few key concepts needed to solve this.
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