Exam 15: Introduction to the Analysis of Variance

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Define sampling distribution of F .

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A researcher is interested in knowing if different types of treatments have an effect on the number of relapses for clients with the diagnosis of alcoholism. He randomly selects a group of 24 clients from a waiting list at a local mental health center who consent to the study. Then he randomly assigns 6 subjects to each treatment group. Group 1 is a waiting list control group. They are given no treatment. Group 2 receives a medication that causes illness when alcohol is consumed. Group 3 gets cognitive behavior therapy, and Group 4 gets cognitive behavior therapy plus the drug. The researcher then records the number of relapses in the next 12 months. The following data are obtained. a. State the alternative hypothesis. b. State the null hypothesis. c. What is the value of SS within ? d. What is the value of SS between ? e. What is the value of SS total ? f. What is the value of F obt ? g. What do you conclude, using a = 0.05? h. What is the size of the effect, using A researcher is interested in knowing if different types of treatments have an effect on the number of relapses for clients with the diagnosis of alcoholism. He randomly selects a group of 24 clients from a waiting list at a local mental health center who consent to the study. Then he randomly assigns 6 subjects to each treatment group. Group 1 is a waiting list control group. They are given no treatment. Group 2 receives a medication that causes illness when alcohol is consumed. Group 3 gets cognitive behavior therapy, and Group 4 gets cognitive behavior therapy plus the drug. The researcher then records the number of relapses in the next 12 months. The following data are obtained. a. State the alternative hypothesis. b. State the null hypothesis. c. What is the value of SS within ? d. What is the value of SS between ? e. What is the value of SS total ? f. What is the value of F obt ? g. What do you conclude, using a = 0.05?  h. What is the size of the effect, using   ?  i. What is the size of the effect, using <sup>2</sup>? ? i. What is the size of the effect, using 2?

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An experimental psychologist used 5 different methods to teach rats to run a maze. The ANOVA results are shown below along with the sample means. An experimental psychologist used 5 different methods to teach rats to run a maze. The ANOVA results are shown below along with the sample means.   *With a = 0.01 F crit = 4.98, therefore reject H<sub>0</sub> . = 13.75, = 7.75 , = 13.25 , = 12.50 , = 5.75 (seconds) a. Do a planned comparison test on the difference between group 2 and group 4. Are the results significant using a = 0.01 1 tail ? Assume equal n 's in each group. b. Is group 2 different from group 4 using a = 0.01 with the HSD test? c. Is group 2 different from group 4 using a = 0.01 with the Scheffé test? d. Explain any differences in results between parts a, b and c. *With a = 0.01 F crit = 4.98, therefore reject H0 . = 13.75, = 7.75 , = 13.25 , = 12.50 , = 5.75 (seconds) a. Do a planned comparison test on the difference between group 2 and group 4. Are the results significant using a = 0.01 1 tail ? Assume equal n 's in each group. b. Is group 2 different from group 4 using a = 0.01 with the HSD test? c. Is group 2 different from group 4 using a = 0.01 with the Scheffé test? d. Explain any differences in results between parts a, b and c.

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MSbetween is a measure of _________.

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Using the Scheffé test, the appropriate critical value = _________.

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A significant F obt value indicates that all the group means are significantly different from each other.

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F obt = MSbetween / MSwithin

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When comparisons are planned in advance of conducting the experiment, you need a significant value for F obt before you can make the comparisons.

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Define between-groups sum of squares ( ΣS between ).

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The HSD test is more powerful than the Scheffé test.

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An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory. An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory.   Assume you are doing post hoc testing between drug levels 2 and 3 using the Scheff test. Given the following values obtained from the ANOVA:   ,   ,   , n <sub>1</sub> = n <sub>2</sub> = n <sub>3</sub> = 4, k = 3, df <sub>between</sub> = 2, df <sub>within</sub> = 9, MS<sub>within</sub> = 6.639, the value of SS <sub> between ( groups i and j) </sub>= _________. Assume you are doing post hoc testing between drug levels 2 and 3 using the Scheff test. Given the following values obtained from the ANOVA: An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory.   Assume you are doing post hoc testing between drug levels 2 and 3 using the Scheff test. Given the following values obtained from the ANOVA:   ,   ,   , n <sub>1</sub> = n <sub>2</sub> = n <sub>3</sub> = 4, k = 3, df <sub>between</sub> = 2, df <sub>within</sub> = 9, MS<sub>within</sub> = 6.639, the value of SS <sub> between ( groups i and j) </sub>= _________. , An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory.   Assume you are doing post hoc testing between drug levels 2 and 3 using the Scheff test. Given the following values obtained from the ANOVA:   ,   ,   , n <sub>1</sub> = n <sub>2</sub> = n <sub>3</sub> = 4, k = 3, df <sub>between</sub> = 2, df <sub>within</sub> = 9, MS<sub>within</sub> = 6.639, the value of SS <sub> between ( groups i and j) </sub>= _________. , An investigator conducts an experiment involving the effects of three levels of a drug on memory. Subjects are randomly assigned to one of three conditions. A different drug level is administered in each condition. Memory is measured 10 minutes after each subject receives the drug. The following scores are recorded. The higher the score, the better the memory.   Assume you are doing post hoc testing between drug levels 2 and 3 using the Scheff test. Given the following values obtained from the ANOVA:   ,   ,   , n <sub>1</sub> = n <sub>2</sub> = n <sub>3</sub> = 4, k = 3, df <sub>between</sub> = 2, df <sub>within</sub> = 9, MS<sub>within</sub> = 6.639, the value of SS <sub> between ( groups i and j) </sub>= _________. , n 1 = n 2 = n 3 = 4, k = 3, df between = 2, df within = 9, MSwithin = 6.639, the value of SS between ( groups i and j) = _________.

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Given the following data: Given the following data:   a. What is the value of F obt b. What is the value of ? c. What is the value of SS total ? a. What is the value of F obt b. What is the value of ? c. What is the value of SS total ?

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Is the Type I error rate higher when doing a priori comparisons or when doing the Tukey HSD test? Explain.

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The ANOVA is robust regardless of whether or not sample sizes are equal.

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With a priori comparisons, there is no correction for the inflated probability of making a Type I error.

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Define simple randomized group design.

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Describe the sampling distribution of F .

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In general, which of the following tests is the most powerful test to detect a difference between group means?

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What is the value of F obt? What is the value of F <sub>obt</sub>?

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The F ratio increases as _________.

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