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Stat 301 – Day 37 Bootstrapping, cont (5.5)
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Last Time - Bootstrapping A simulation tool for exploring the sampling distribution of a statistic, using only the information in the obtained sample! In particular, standard error of the statistic Median, “trimmed mean,” (heart transplant data)… Confidence interval: statistic + t SE(statistic) 95% Percentile CI: No “technical conditions” other than random sample!
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Two samples? Investigation 5.5.1 (p. 454) Transplants.mtw What was random in this study? Independent random samples from two populations? Random assignment to treatment groups?
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Investigation 5.5.1 (d) Treat as random samples but consider the difference in medians Bootstrap each sample, calculate difference in medians How would you describe this distribution? Percentile confidence interval (f-h) Observed difference statistically significant?
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Investigation 5.5.1 (j) Treat as randomly assigned groups How would you describe this distribution? Observed difference statistically significant? Confidence interval?
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HW Note Exercise #42: Should really be using randomization distribution but go ahead in use bootstrap samples for fish oil and control groups
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For Thursday Finish HW 8? Schematic of (most common) statistical procedures Examples 5.1, 5.2; chapter summary; technology summary
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