• Wrong document? Swap it for free
  • Written by students who passed
  • Immediately available after payment
  • Read online or as PDF
Sell
Where do you study
Your language
Document preview thumbnail
Preview 2 out of 14 pages
Exam (elaborations)

ISYE-6644 Simulation 2025/2026 – 200+ Verified Exam Questions with Correct Answers | Probability, Distributions, MLE, Hypothesis Testing, Output Analysis & Ranking Methods

Document preview thumbnail
Preview 2 out of 14 pages

This ISYE-6644 Simulation 2025/2026 complete exam preparation guide contains over 200 verified questions with correct answers, covering the full scope of simulation modeling, statistical estimation, and output analysis concepts tested in the course. The material includes probability theory fundamentals, sample variance and bias, properties of estimators, and maximum likelihood estimation (MLE) for common distributions such as Poisson, Bernoulli, Normal, and Exponential. Learners will also master the method of moments, mean squared error calculations, and the invariance property of MLE. The guide addresses hypothesis testing using χ² goodness-of-fit, Kolmogorov–Smirnov tests, and interpretation of Type I errors. It explains finite-horizon versus steady-state simulations, dealing with initialization bias, and techniques like batch means for confidence interval estimation. Advanced comparison methods such as common random numbers (CRN), antithetic variates, control variates, and ranking & selection procedures (Bechhofer, indifference-zone methods) are thoroughly covered. Distribution identification questions (Binomial, Geometric, Negative Binomial, Normal, Triangular) further strengthen practical knowledge. This makes the resource ideal for industrial engineering students, operations research majors, data science trainees, and analytics professionals preparing for ISYE-6644 or similar graduate-level simulation courses. Instructors can also use it as a complete question bank for practice tests, assignments, and revision workshops. Keywords: simulation, probability, distributions, MLE, hypothesis testing, χ² test, output analysis, batch means, CRN, antithetic variates, ranking and selection

Content preview

ISYE-6644 Simulation 2025/2026 Exam
Questions and Answers | A+ Score
Assured



(8.3) Find the sample variance of -3, -2, -1, 0, 1, 2, 3 - 🧠 ANSWER ✔✔14/3 (or

4.666). If sample is entire population than variance is 4.


(8.1) M/M/1 queue - 🧠 ANSWER ✔✔queue length having a single server.


(8.3) If the expected value of your estimator equals the parameter that you're trying

to estimate, then your estimator is unbiased. True of False - 🧠 ANSWER ✔✔True.

This is the definition of unbiasedness

(8.3) If X1, X2, ..., Xn are i.i.d. with mean mu, then the sample mean X-bar is

unbiased for mu. True or False - 🧠 ANSWER ✔✔True.


(8.4) What is the MSE (Mean Squared Error) of an estimator? - 🧠 ANSWER

✔✔Bias^2 + Variance

, (8.3) What is the expected value of the mean of a Pois(λ) random variable? - 🧠

ANSWER ✔✔λ is the mean and the variance


(8.3) What is the expected sample variance s^2 of a Pois(λ) random variable? - 🧠

ANSWER ✔✔λ is the sample variance and the mean


(8.4) Suppose that estimator A has bias = 3 and variance = 12, while estimator B

has bias -2 and variance = 14. Which estimator (A or B) has the lower mean

squared error? - 🧠 ANSWER ✔✔B is lower. Bias^2 + Variance: 18 < 21


MLE - 🧠 ANSWER ✔✔Maximum Likelihood Estimator - "A method of

estimating the parameters of a distribution by maximizing a likelihood function, so

that under the assumed statistical model the observed data is most probable."

(8.4) Suppose that X1=4, X2=3, X3=5 are i.i.d. realizations from an Exp(λ)

distribution. What is the MLE of λ? - 🧠 ANSWER ✔✔0.25


(8.5/8.6) If X1=2, X2=−2, and X3=0 are i.i.d. realizations from a Nor(μ , σ^2)

distribution, what is the value of the maximum likelihood estimate for the variance

σ^2? - 🧠 ANSWER ✔✔8/3. MLE of σ^2 is the summation of the squared

differences (Xi - μ), all divided by n.

Document information

Uploaded on
August 9, 2025
Number of pages
14
Written in
2025/2026
Type
Exam (elaborations)
Contains
Questions & answers
$15.99

Wrong document? Swap it for free Within 14 days of purchase and before downloading, you can choose a different document. You can simply spend the amount again.
Written by students who passed
Immediately available after payment
Read online or as PDF

Seller avatar
Reputation scores are based on the amount of documents a seller has sold for a fee and the reviews they have received for those documents. There are three levels: Bronze, Silver and Gold. The better the reputation, the more your can rely on the quality of the sellers work.
NinjaNerd
3.4
(79)
Sold
427
Followers
6
Items
16030
Last sold
18 hours ago




Why students choose Stuvia

Created by fellow students, verified by reviews

Quality you can trust: written by students who passed their tests and reviewed by others who've used these notes.

Didn't get what you expected? Choose another document

No worries! You can instantly pick a different document that better fits what you're looking for.

Pay as you like, start learning right away

No subscription, no commitments. Pay the way you're used to via credit card and download your PDF document instantly.

Student with book image

“Bought, downloaded, and aced it. It really can be that simple.”

Alisha Student

Working on your references?

Create accurate citations in APA, MLA and Harvard with our free citation generator.

Working on your references?

Frequently asked questions