iid 1. Let Y₁,..., Yn ~ N(μ, σ²) and Y ΣΥ = Use your answer to 6.41 from HW1 to argue that n Y~N (μ, 22), and then use the MGF method to find the distribution of: Z = Y γ-μ σ/√n 6.41 Let Y₁, Y2,..., Y, be independent, normal random variables, each with mean μ and variance o². Let a1, a2, ..., an denote known constants. Find the density function of the linear combination U = Σa Yi
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solve the question based on hw 1, 1.41
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- X1,X2,...,Xn are i.i.d. random variables from N(0,θ) distribution. Here, θ= σ2 >0is the variance of the distribution, and is an unknown parameter. Find the MLE of θ(no need tocalculate the second derivative).Assume that the weight of hamsters is Normally distributed with μ = 1.2 lbs and σ = 0.25 lbs. Suppose I randomly select 5 hamsters. What is P(X < 1.15)? (Use 3 decimal places)Let X1, . . . , Xn a random sample from a Uniform distribution on the interval [0, 2θ + 1].(a) Find the MLE of θ.(b) Find the MLE for the variance of the distribution of Xi.
- Let X1,...,Xn ∼ iid Pois(θ), and we wish to estimate φ = Pθ(X = 0) = e−θ. Consider Yi = I (Xi = 0). Show that ∑ni=1 Yi follows a Bin(n, φ) distribution. (d) Using Y1 , . . . , Yn find an unbiased estimator for φ. (e) Is the estimator in (d) the MLE for φ?Probability & Statisticshe average American gets a haircut every 41 days. Is the average larger for college students? The data below shows the results of a survey of 16 college students asking them how many days elapse between haircuts. Assume that the distribution of the population is normal. 38, 40, 44, 39, 50, 53, 47, 46, 51, 40, 49, 42, 38, 43, 54, 45 What can be concluded at the the αα = 0.05 level of significance level of significance? The test statistic Correct = (please show your answer to 3 decimal places.) The p-value = (Please show your answer to 3 decimal places.) The p-value is αα Based on this, we should the null hypothesis.
- What does this formula compute? E (Y-Y')² N Oest Select one: O a. Variance of Y b. Variance of the slope c. Standard deviation of Y O d. Standard error of the slopeLet X1, . . . , Xn be iid from Exp(β). Find the distribution of the sample maximum Y = X(n). Is this an exponential distribution? (This question was rejected this morning. I did double check and there is no missing info with this question.)iid *1. Let Y1,..., Yn * uniform(0, 1). Find the distribution of their geometric mean: U = i=1 (Hint: consider first finding the distribution of –n log U.) - N (µ, o2). Find the distribution of Y and show that P(Y s e") = 0.5 (i.e., e" is *2. Let log Y the median of Y).
- Let X be a random variable normally distributed with mean μx 1. Find the mean μy of Y. 2. Find the standard deviation oy of Y. 3. Find the PDF fy of Y and evaluate fy (5). (My, oy, fy (5)) = ___________). = 6 and standard deviation ox = 4. Let Y = 4X + 5.I need help with parts “c”, “d, and “e” thanks.Consider a random sample from NB(r, p) where the parameter r is known to be 3. An experiment is run with n = 10 trials and the sample mean is observed to be x̄ = 0.6. (a) Derive a formula for the MLE p̂ as a function of n, r and X̄ . (b) Find the estimate of p. (c) Find the MLE for the population mean.