NJIT Academic Integrity CODE: All Students should be aware that the Department of Mathematical Sciences takes the University Code on Academic Integrity at NJIT very seriously and enforces it strictly. This means that there must not be any forms of plagiarism, i.e., copying of homework, class projects, or lab assignments, or any form of cheating in quizzes and exams. Under the University Code on Academic Integrity, students are obligated to report any such activities to the Instructor.
Math 448: Stochastic Simulation
Number of Credits: 3
Course Description: An introduction in the use of computer simulation to study stochastic models. Topics include the generation of samples of continuous and discrete random variables and processes with applications to stochastic models, statistical analysis of the results, and variance reduction techniques. Effective From: Spring 2009.
Prerequisites: Math 333 or Math 244 and Math 340 with a grade of C or better.
Textbook: Simulation, Fourth Edition by Sheldon Ross. ISBN-13: 978-0-12-598063-0, ISBN-10: 0-12-598063-9. Publisher: Academic Press.
Instructor: (for specific course-related information, follow the link below)
Math 448-001 |
Grading Policy: The final grade in this course will be determined as follows:
▪ Homework/Quizzes: |
20% |
▪ Midterm Exam 1: |
25% |
▪ Midterm Exam 2: |
25% |
▪ Final Exam: |
30% |
Your final letter grade will be based on the
following tentative curve. This curve may be adjusted slightly at the end of the semester.
A |
90-100 |
C |
68-74 |
B+ |
85-89 |
D |
50-67 |
B |
80-84 |
F |
0-49 |
C+ |
75-79 |
|
|
Drop Date: Please note that the University Drop Date November 6, 2012 deadline will be strictly enforced.
Homework Policy: All assignments must be turned in on time. Late assignments are NOT accepted. Even though not every problem in an assignment may be graded, you are expected to attempt all of them. As a standing assignment, you should read the relevant sections of the textbook prior to lecture.
Additional Policies:
Attendance: Attendance at all classes will be recorded and is mandatory. Please make sure you read and fully understand the Department’s Attendance Policy. This policy will be strictly enforced.
Examinations: There will be two midterm examinations and a final examination. The final examination date, time, and location will be determined by the university during the final exam week. Exams are held on the following days:
Exam 1: |
September 27, 2012 |
Exam 2: |
October 29, 2011 |
Final Exam Week: |
December 14-20, 2012 |
Makeup Exam Policy: There will be No make-up EXAMS during the semester. In the event the Final Exam is not taken, under rare circumstances where the student has a legitimate reason for missing the final exam, a makeup exam will be administered by the math department. In any case the student must notify the Math Department Office and the Instructor that the exam will be missed and present written verifiable proof of the reason for missing the exam, e.g., a doctors note, police report, court notice, etc., clearly stating the date AND time of the mitigating problem.
Further Assistance: For further questions, students should contact their Instructor. All Instructors have regular office hours during the week. These office hours are listed at the link above by clicking on the Instructor’s name. Teaching Assistants are also available in the math learning center.
Cellular Phones: All cellular phones and beepers must be switched off during all class times.
MATH DEPARTMENT CLASS POLICIES LINK
All DMS students must familiarize themselves with and adhere to the Department of Mathematical Sciences Course Policies, in addition to official university-wide policies. DMS takes these policies very seriously and enforces them strictly. For DMS Course Policies, please click here.
M |
Labor Day ~ No classes |
|
T |
Last Day to Withdraw from this course |
|
T |
Classes follow a Thursday Schedule |
|
W |
Classes follow a Friday Schedule |
|
R-Su |
Thanksgiving Recess |
|
R |
Reading Day |
|
F- R |
Final Exams |
Course Topics & assignments*:
*For assignments, see course webpage. Below is a tentative distribution of topics
Week |
Date
|
Topics
|
|
1
|
9/6 (R) |
Elements of probability
Conditional probability, independence,
random variables, expectation, variance, Chebyshev’s
inequality, law of large numbers |
|
2
|
9/10 (M) |
Elements of probability
Discrete random variables: binomial, Poisson, geometric,
negative binomial, and hypergeometric
Continuous random variables: uniform, normal, and
exponential.
Conditional expectation and variance |
|
3
|
9/17 (M) |
Probability and stochastic processes
The Poisson process and gamma random variables
The nonhomogeneous Poisson process |
|
4
|
9/24 (M) |
Review for midterm exam 1 |
|
└► |
MID TERM EXAM 1:
Thursday ~ September 27, 2012 |
||
5
|
10/1 (M) |
Generating discrete random variables
The inverse transform method, acceptance-rejection
technique, the composition approach |
|
6 |
10/8 (M) |
Generating continuous random variables
Inverse transform, rejection method, polar method
for generating normal random variables |
|
7 |
10/15(M) |
Generating processes (continued)
Generating a Poisson process
Generating a nonhomogeneous Poisson process |
|
8
|
10/22(M) |
Generating processes (continued)
Generating a nonhomogeneous Poisson process
(continued)
Review for mid term exam 2 |
|
9
|
10/29(M) |
└► |
MID TERM EXAM 2:
Monday ~ October 29, 2012 |
Variance reduction techniques
Antithetic variates |
|||
10
|
11/5 (M) |
Variance reduction techniques (continued)
Control variates
Variance reduction by conditioning |
|
11
|
11/12(M) |
Variance reduction techniques (continued)
Stratified sampling
Importance sampling |
|
12 |
11/19(M) |
Variance reduction techniques (continued)
Importance sampling |
|
13 |
11/26(M) |
Statistical analysis of simulated data
Sample mean and sample variance
Interval estimates of
a population mean
The bootstrap |
|
14 |
12/3 (M) |
Discrete event simulation approach
Queueing systems |
|
15 |
12/10(M) |
Review for final exam
|
|
|
12/14-12/20 |
FINAL EXAM WEEK |
Prepared By: Prof. Sundar Subramanian
Last revised: May 15, 2012