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96年 - 96 國立交通大學管碩士班考試入學試題_交通運輸研究所、運輸科技與管理學系:統計學#124786
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9. (20%) Show that, for a simple linear regression model, the following statements are true:
(b)
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(a) the probability that at the next tossing of the coin heads will show;
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(b) a posterior probability of 0.3 ≤ X ≤ 0.7, given the coin is tossed 10 times and heads shows 6 times?
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2. (10%) The random variables X and Y are independent and each is uniformly distributed in the interval (0, a). Find and plot the density of the random variable Z = |X - Y| ?
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(a) the sampling distribution of
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(b) the mean and standard deviation of the distribution of
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4. (10%) Suppose that a system contains a certain type of component whose time (in years) to failure is given by the random variable T, distributed exponentially with mean time to failure 5 years. If 50 of these components are installed in different systems, what is the probability that at least 5 of them are still functioning at the end of 8 years?
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(a) Find the maximum likelihood estimation (MLE) of λ, based on a random sample size n?
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(b) Describe a practical situation in which one would suspect that the shift exponential distribution is a plausible model?
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6. (8%) Consider the following confidence interval for μ with known standard deviation σ: where α1 + α2 = α. Now we usually find the interval for α1 = α2 = α/2, not the ones for α1 ≠ α2. Show if there is any advantage to a "symmetric" confidence interval?
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7. (12%) To test the hypothesis that a coin is fair (i.e., p = 0.5) by a number of tosses of the coin, we wish to impose the following restrictions:(1) The probability of rejecting the hypothesis when it is actually correct must be 0.05 at most.(2) The probability of accepting the hypothesis when actually p differs from 0.5 by 0.1 or more(i.e., p ≥ 0.6 or p ≤ 0.4) must be 0.05 at most.Determine the minimum sample size that is necessary, and state the resulting decision rule?
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