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- X1, X2 are independent continuous random variables with a uniform distribution in the interval (a, b). Calculate the moment generating function, expected value, variance of random variable Y = X1 + X2The probability mass function of a discrete random variable is: 7-x p(x) = a=) G) for x = 1,2,., 14 (a) Compute Pr{35) (c) Compute the expected value, the variance, and the standard deviation.Develop a random variate generator for a random variable X with the pdf if 0Let X1,...,Xn be a random sample from the distribution f(x) = 2x, 0 < x < 1. Find the distribution of the sample maximum X(n)Continuous random variables can assume infinitely many values corresponding to points on a line interval. True FalseLet X and Y be continuous random variables with joint distribution function, F (x,y). Let g (X,Y) and h (X,Y) be functions of X and Y. PROVE Var(a + X) = Var (X)Let X₁ and X₂ be two independent random variables with normal distributions N (1,9) and N(-3,16), respectively. Find the moment generating function of Y= X₁ + X₂. What distribution is associated with this moment generating function?The Poisson distribution for a discrete variable x = 0, 1, 2, ... and real parameter λ is (a) Prove that the mean of such a distribution is (b) Prove that the variance of such a distribution is (c) The mode of a distribution is the value of x that has the maximum probability. Prove that the mode of a Poisson distribution is the greatest integer that does not exceed λ, i.e., the mode is λ. (If λ is an integer, then both λ and λ − 1 are modes.) (d) Consider two equally probable categories having Poisson distributions but with differing parameters; assume for definiteness λ1 > λ2. What is the Bayes classification decision? (e) What is the Bayes errors rate?A loss random variable X has a continuous uniform distribution on the interval (0, 100). An insurance policy on the loss pays the full amount of the loss if the loss is less than or equal to 40. If the loss is above 40 but less than or equal to 80, then the insurance pays 40 plus one-half of the loss in excess of 40. If the loss is above 80, the insurance pays 60. If Y denotes the amount paid by the insurance when a loss occurs, find the variance of Y. 1020 A) B) 1040 C) c) 1060 D) 1080 3 1110 E) 3 3 3Let X be a continuous random variable with PDF f(x) = ²/(2-x) for-1 ≤x≤c and f(x) = 0 otherwise. (a) Explaining your work, find the value of the constant c. (b) What is P(X > 1)? (c) Calculate the expectation of X. (d) Calculate the variance of X.Let X1, . X,, be n independent random variables with PDF laje- if x > 0, 10 fx, (x) = i = 1,2, ...,n. if x, 0 V i. Find the distribution of Y = min{X1, X2,..., X,) and Z = max{X1, X2,..., X„}.Q1 (a) A fair coin is tossed 5 times and the random variable X counts the number of headsthat come in the 5 tosses. Use the definition of expected value for discrete randomvariables to compute the expected value of X. (b) The continuous random variable T has f(t) = 2/t3t ≥ 10 t < 1as its probability densityfunction. Use the definition of expected value for continuous random variables tocompute the expected value of T.SEE MORE QUESTIONS