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Lecture 15 Dustin Lueker
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The width of a confidence interval ◦ Increases as the confidence level increases ◦ Increases as the error probability decreases ◦ Increases as the standard error increases ◦ Increases as the sample size n decreases 2STA 291 Summer 2010 Lecture 15
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n≥30 n<30 STA 291 Summer 2010 Lecture 153
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Start with the confidence interval formula assuming that the population standard deviation is known Mathematically we need to solve the above equation for n 4STA 291 Summer 2010 Lecture 15
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The sample proportion is an unbiased and efficient estimator of the population proportion ◦ The proportion is a special case of the mean 5STA 291 Summer 2010 Lecture 15
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6 To calculate the confidence interval, we use the Central Limit Theorem (np and nq ≥ 5) ◦ What if this isn’t satisfied? Instead of the typical estimator, we will use Then the formula for confidence interval becomes STA 291 Summer 2010 Lecture 15
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As with a confidence interval for the sample mean a desired sample size for a given margin of error (ME) and confidence level can be computed for a confidence interval about the sample proportion ◦ This formula requires guessing before taking the sample, or taking the safe but conservative approach of letting =.5 Why is this the worst case scenario? Or the conservative approach? 7STA 291 Summer 2010 Lecture 15
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Two independent samples ◦ Different subjects in the different samples ◦ Two subpopulations Ex: Male/Female ◦ The two samples constitute independent samples from two subpopulations Two dependent samples ◦ Natural matching between an observation in one sample and an observation in the other sample Ex: Two measurements of the same subject Left/right hand Performance before/after training ◦ Important: Data sets with dependent samples require different statistical methods than data sets with independent samples 8STA 291 Summer 2010 Lecture 15
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Is the proportion who favor national health insurance different for Democrats and Republicans? ◦ Democrats and Republicans would be your two samples ◦ Yes and No would be your responses, how you’d find your proportions Is the proportion of people who experience pain different for the two treatment groups? ◦ Those taking the drug and placebo would be your two samples Could also have them take different drugs ◦ No pain or pain would be your responses, how you’d find your proportions 9STA 291 Summer 2010 Lecture 15
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Take independent samples from both groups Sample sizes are denoted by n 1 and n 2 ◦ To use the large sample approach both samples should be greater than 30 Subscript notation is same for sample means 10STA 291 Summer 2010 Lecture 15
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In the 1992 General Social Survey, 350 subjects reported the time spent every day watching television. The sample yielded a mean of 4.1 and a standard deviation of 3.3. In the 2004 survey, 1965 subjects yielded a sample mean of 2.8 hours with a standard deviation of 2. ◦ Construct a 95% confidence interval for the difference between the means in 1992 and 2004. Is it plausible that the mean was the same in both years? 11STA 291 Summer 2010 Lecture 15
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For large samples ◦ For this we will consider a large sample to be those with at least five observations for each choice (success, failure) All we will deal with in this class Large sample confidence interval for p 1 -p 2 12STA 291 Summer 2010 Lecture 15
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Two year Italian study on the effect of condoms on the spread of HIV ◦ Heterosexual couples where one partner was infected with HIV virus 171 couples who always used condoms, 3 partners became infected with HIV 55 couples who did not always use a condom, 8 partners became infected with HIV ◦ Estimate the infection rates for the two groups ◦ Construct a 95% confidence interval to compare them What can you conclude about the effect of condom use on being infected with HIV from the confidence interval? Was your Sex Ed teacher lying to you? 13STA 291 Summer 2010 Lecture 15
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