CONCORDIA
UNIVERSITY
Department
of Electrical and Computer Engineering
ENCS
6161 - Probability and Stochastic Processes - Winter 2017
INSTRUCTOR:
Dr. M. R. Soleymani , Office: EV-5.125, Telephone:
848-2424 ext. 4103
Office Hours: Tuesday, Thursday, 14:00 to 16:00.
TEXT:
Alberto
Leon-Garcia, Probability and Random Processes for Electrical Engineering,
3rd. Ed., Addison Wesley, 2007
REFERENCES:
- A. Papoulis and S.U. Pillai, Probability, Random
Variables and Stochastic Processes , 4th. Ed., McGraw-Hill, 2002.
LECTURE NOTES
OLD EXAMS
AREAS
TO BE COVERED:
- Probability: Random
experiments, axioms of probability, conditional probability and
statistical independence.
- Random Variables: CDF
and pdf, functions of random variables, expected value of random
variables, Chebyshev inequality,
Chernoff bound, Chi-square test, characteristic
function, probability generating function, entropy.
- Multiple random
variables: joint pdf, conditional probability and conditional
expectation, correlation and covariance,
jointly Gaussian random variables, Mean Square Estimation.
- Sum of random
variables, Law of Large Numbers, Central Limit Theorem, Confidence
Intervals.
- Random Processes: Mean,
Autocorrelation and Autocovariance, Ergodicity,
Stationarity.
- Filtering of Random
Signals: Power Spectral Density, Response of Linear Systems to Random
Signals,
Prediction and Estimation, Kalman Filtering.
- Markov Chains and the
Elements of Queuing Theory.
GRADING SCHEME:
Midterm: 30%.
(March 6,2017)
Final: 70%.
IMPORTANT
NOTICE:
- Failing to write the
midterm results in losing the 30% assigned to the midterm. In the case of
medical emergency,
a student may be given permission to re-write the midterm.
- The midterm and the
Final exams will be closed book. Only one two-sided 8.5 by 11 crib sheet
can be brought to the exam.
- Although assignments do
not carry any marks, they are very important for the understanding of the
course material.
Therefore, you are strongly encouraged to do them on time and with
sufficient care.
Time:
Monday 17:45 to 20:15.
Room: H 407
First day of class: Jan. 9, 2017.
LIST OF ASSIGNMENTS:
Assignment 1
Assignment 2
Assignment 3
Assignment 4
Assignment 5
Assignment 6
Assignment 7
Assignment 8
Assignment 9
Assignment
10
Assignment 11
Assignment
12