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Exam (elaborations)

ISYE 6644 Midterm Exam Study Guide: Simulation & Probability

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This document is a study guide for the midterm exam of the ISYE 6644 course, focusing on simulation and probability modeling. It covers core concepts in generating random variates, Arena simulation software, stochastic processes (e.g., Poisson, Brownian motion), and statistical analysis. The content includes a wide range of questions and verified answers on topics like Monte Carlo methods, pseudo-random number generators (LCG), and discrete-event simulation.

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ISYE 6644 MIDTERM EXAM |
NEWEST EXAM COMPREHENSIVE
QUESTIONS AND VERIFIED
ANSWERS GRADED A+
The multivariate normal distribution's covariance matrix sigma can be
decomposed into the form sigma = CC^T. What does the C informally
stand for? - ✔✔✔ Correct Answer > Cholesky


TRUE or FALSE? The time between Poisson(lambda) arrivals are i.i.d.
Exp(lambda). - ✔✔✔ Correct Answer > True. As long as lambda doesn't
change over time.[ln(U)/ln(0.4)] or [ln(1-U)/ln(0.4)]


Suppose that U and V are PRNs. Let X=U+V. Simulate this 5000 times,
and draw a histogram of the 5000 numbers. What p.d.f. does the
histogram look like? - ✔✔✔ Correct Answer > Triangular.


In general, the majorizing function t(x) is itself a p.d.f. f(x)? - ✔✔✔
Correct Answer > False


Suppose that X is a continuous RV with p.d.f. f(x) = 30x^4(1-x) for
0<x<1. What's a good method that you can use to generate a
realization of X? - ✔✔✔ Correct Answer > Acceptance-Rejection




1

,Consider four observations from some unknown distribution, X1=1.5,
X2 = -3.7, X3=2.7, and X4= 0.6. What is the fourth order statistic,
denoted X(4)? - ✔✔✔ Correct Answer > 2.7. X(4) means the largest of
the sample of 4 observations.


TRUE or FALSE? In Arena, a primitive QUEUE block can connect with
a PROCESS module? - ✔✔✔ Correct Answer > False


TRUE or FALSE? The times between nonhomogeneous Poisson(lambda)
arrivals are i.i.d. Exp(lambda)? - ✔✔✔ Correct Answer > False. They are
independent but the distribution changes as the arrival rate changes over
time.


TRUE or FALSE? In Arena, you can pre-assign a service time as an
attribute before you actually get to the server that you'll be using. -
✔✔✔ Correct Answer > True


TRUE or FALSE? In Arena, the SEIZE, DELAY, RELEASE
functionalities are in multiple templates. - ✔✔✔ Correct Answer > True


How would you simulate the sum of two 6-sided dice tosses? - ✔✔✔
Correct Answer > [6U1] + [6U2]


If U is Unif(0,1), how can we simulate a Geom(0.6) random variate? -




2

, ✔✔✔ Correct Answer >


Let H and W denote a person's height and weight. Which of the
following best describes the joint distribution of (H,W)? - ✔✔✔ Correct
Answer > Bivariate normal distribution with positive correlation
coefficient.




Which of the following are true? - ✔✔✔ Correct Answer > The closer
the majorizing function t(x) is to the true p.d.f. f(x), the more efficient
the A-R algorithm is; h(y) = t(y)/integral of t(x) is itself a p.d.f., random
variates from h(y) should be "easy" to generate


Suppose that an airline can experience three types of departure delays
- A, B, and C, which occur with probabilities 0.4, 0.1, and 0.5,
respectively. Delays A, B, and C are exponential, normal, and Weibull,
respectively. YES or NO? Would the composition method be a good
choice to generate a delay time for this scenario? - ✔✔✔ Correct
Answer > Yes. Composition would be much more efficient than figuring
out and delaying with the crazy c.d.f. of the overall delay.


What is the recommended method to generate nonhomogeneous
Poisson arrivals? - ✔✔✔ Correct Answer > Thinning


Brownian motion is also known as... - ✔✔✔ Correct Answer > Wiener
process




3

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