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Suppose \({\mu _1}\) and \({\mu _2}\) are true mean stopping distances at \(50mph\) for cars of a certain type equipped with two different types of braking systems. Use the two-sample t test at significance level

t test at significance level \(.01\) to test \({H_0}:{\mu _1} - {\mu _2} = - 10\) versus \({H_a}:{\mu _1} - {\mu _2} < - 10\) for the following data: \(m = 6,\;\;\;\bar x = 115.7,{s_1} = 5.03,n = 6,\bar y = 129.3,\;\)and \({s_2} = 5.38.\)

Short Answer

Expert verified

the solution is

do not reject null hypothesis

Step by step solution

01

calculate degree of freedom

for the given hypothesis

\({H_0}:{\mu _1} - {\mu _2} = - 10 vs {H_a}:{\mu _1} - {\mu _2} < - 10\)

The random variable (standardized) is given two normal distributions.

\(T = \frac{{\bar X - \bar Y - \left( {{\mu _1} - {\mu _2}} \right)}}{{\sqrt {\frac{{S_1^2}}{m} + \frac{{S_2^2}}{n}} }}\nu \)

has a \(t\) distribution with degrees of freedom \(\nu \), where \(\nu \) is the number of students.

\(\nu = \frac{{{{\left( {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} \right)}^2}}}{{\frac{{{{\left( {s_1^2/m} \right)}^2}}}{{m - 1}} + \frac{{{{\left( {s_2^2/n} \right)}^2}}}{{n - 1}}}}\)

The number must be rounded to the nearest integer.

To compute the test statistic, all values are provided.

\(\begin{array}{l}t = \frac{{\bar x - \bar y - \left( {{\mu _1} - {\mu _2}} \right)}}{{\sqrt {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} }} = \frac{{115.7 - 129.3 - ( - 10)}}{{\sqrt {\frac{{5.0{3^2}}}{6} + \frac{{5.3{8^2}}}{6}} }}\\ = \frac{{ - 3.6}}{{3.007}} = - 1.2\end{array}\)

The equivalent degrees of freedom can be calculated using the following formula.

\(\begin{array}{l}\nu = \frac{{{{\left( {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} \right)}^2}}}{{\frac{{{{\left( {s_1^2/m} \right)}^2}}}{{m - 1}} + \frac{{{{\left( {s_2^2/n} \right)}^2}}}{{n - 1}}}} = \frac{{{{\left( {\frac{{5.0{3^2}}}{6} + \frac{{5.3{8^2}}}{6}} \right)}^2}}}{{\frac{{{{\left( {5.0{3^2}/6} \right)}^2}}}{{6 - 1}} + \frac{{{{\left( {5.3{8^2}/6} \right)}^2}}}{{6 - 1}}}}\\ = \frac{{{{(4.2168 + 4.8241)}^2}}}{{\frac{{{{(4.2168)}^2}}}{5} + \frac{{4.824{1^2}}}{5}}} = 9.96\end{array}\)

02

probability

The number must be rounded down to \(9\) in order to acquire the matching degrees of freedom, implying that.

\(\nu = 9\)

\({\rm{d f}}\). The \(P\) value for such test hypotheses is the area to the left of the \(t\) value under the students \(t\)distribution with degrees of freedom \(9\), and the \(P\) value is.

\(P(T \le - 1.2) = 0.13\)

If \(T\) is a random variable with the student distribution given, and the probability was calculated using the appendix table.

With significance level \(0.01\).

Because \(0.01 < 0.13\)

03

conclusion

do not reject null hypothesis

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Most popular questions from this chapter

An experiment to compare the tension bond strength of polymer latex modified mortar (Portland cement mortar to which polymer latex emulsions have been added during mixing) to that of unmodified mortar resulted in \(\bar x = 18.12kgf/c{m^2}\)for the modified mortar \((m = 40)\) and \(\bar y = 16.87kgf/c{m^2}\) for the unmodified mortar \((n = 32)\). Let \({\mu _1}\) and \({\mu _2}\) be the true average tension bond strengths for the modified and unmodified mortars, respectively. Assume that the bond strength distributions are both normal.

a. Assuming that \({\sigma _1} = 1.6\) and \({\sigma _2} = 1.4\), test \({H_0}:{\mu _1} - {\mu _2} = 0\) versus \({H_a}:{\mu _1} - {\mu _2} > 0\) at level . \(01.\)

b. Compute the probability of a type II error for the test of part (a) when \({\mu _1} - {\mu _2} = 1\).

c. Suppose the investigator decided to use a level \(.05\) test and wished \(\beta = .10\) when \({\mu _1} - {\mu _2} = 1. \). If \(m = 40\), what value of n is necessary?

d. How would the analysis and conclusion of part (a) change if \({\sigma _1}\) and \({\sigma _2}\) were unknown but \({s_1} = 1.6\)and \({s_7} = 1.4?\)

The following observations are on time (h) for a AA 1.5volt alkaline battery to reach a \(0.8\)voltage ("Comparing the Lifetimes of Two Brands of Batteries," J. of Statistical Educ., 2013, online):

\(\begin{array}{*{20}{l}}{ Energizer: }&{8.65}&{8.74}&{8.91}&{8.72}&{8.85}\\{ Ultracell: }&{8.76}&{8.81}&{8.81}&{8.70}&{8.73}\\{ Energizer: }&{8.52}&{8.62}&{8.68}&{8.86}&{}\\{ Ultracell: }&{8.76}&{8.68}&{8.64}&{8.79}&{}\end{array}\)

Normal probability plots support the assumption that the population distributions are normal. Does the data suggest that the variance of the Energizer population distribution differs from that of the Ultra cell population distribution? Test the relevant hypotheses using a significance level of .05. (Note: The two-sample \(t\)test for equality of population means gives a \(P - \)value of .763.) The Energizer batteries are much more expensive than the Ultra cell batteries. Would you pay the extra money?

The level of monoamine oxidase (MAO) activity in blood platelets (nm/mg protein/h) was determined for each individual in a sample of \(43\) chronic schizophrenics, resulting in \(\bar x = 2.69\) and \({s_1} = 2.30,\), as well as for \(45\) normal subjects, resulting in \(\bar y = 6.35\) and \({s_2} = 4.03.\). Does this data strongly suggest that true average MAO activity for normal subjects is more than twice the activity level for schizophrenics? Derive a test procedure and carry out the test using \(\alpha = .01\)

. (Hint: \({H_0}\) and \({H_a}\) here have a different form from the three standard cases. Let \({\mu _1}\) and \({\mu _2}\) refer to true average MAO activity for schizophrenics and normal subjects, respectively, and consider the parameter \(\theta = 2{\mu _1} - {\mu _2}\). Write \({H_0}\) and \({H_a}\) in terms of \(\theta \), estimate \(\theta \), and derive \({\hat \sigma _{\tilde \theta }}\) (鈥淩educed Monoamine Oxidase Activity in Blood Platelets from Schizophrenic Patients,鈥 Nature, July 28, 1972: 225鈥226).) \(\alpha = .01\)

Return to the data on maximum lean angle given in Exercise 28 of this chapter. Carry out a test at significance level .10 to see whether the population standard deviations for the two age groups are different (normal probability plots support the necessary normality assumption).

the article 鈥樷檈valuation of a ventilation strategy to prevent barotrauma in patients at high risk for Acute Respiratory Distress Syndrome鈥 (New Engl. J. of Med., \(1998:355 - 358)\) reported on an experiment in which \(120\) patients with similar clinical features were randomly divided into a control group and a treatment group, each consisting of \(60\) patients. The sample mean ICU stay (days) and sample standard deviation for the treatment group were \(19.9\) and\(39.1\), respectively, whereas these values for the control group were \(13.7\) and \(15.8\).

a) Calculate a point estimate for the difference between true average ICU stay for the treatment and control groups. Does this estimate suggest that there is a significant difference between true average stays under the two conditions?

b) Answer the question posed in part (a) by carrying out a formal test of hypotheses. Is the result different from what you conjectured in part (a)?

c)Does it appear that ICU stay for patients given the ventilation treatment is normally distributed? Explain your reasoning9. The article 鈥淓valuation of a Ventilation Strategy to Prevent Barotrauma in Patients at High Risk for

d)Estimate true average length of stay for patients given the ventilation treatment in a way that conveys information about precision and reliability

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