Detection and Estimation
ELEG667 (Spring of 2012)
Instructor:
Dr. Xiang-Gen Xia
Office:
311 Evans Hall
Email/Phone:
xxia@ee.udel.edu, (302)831-8038
Time:
M. W. 4:35pm-5:50pm
Place:
Gore Hall, Room 306
Office Hours:
W: 3:00-4:00pm
Grading Policy:
- Homeworks: 30%
- Midterm Project: 30%
- Final Project: 40%
Textbook:
H. Vincent Poor,
An Introduction to Signal Detecion and Estimation,
2nd Ed., Springer,
New York, 1994.
References:
- S. M. Key, Fundamentals of Statistical Signal Processing: Detection Theory, Prentice-Hall, New Jersey, 1998.
- S. M. Key, Fundamentals of Statistical Signal Processing: Estimation Theory, Prentice-Hall, New Jersey, 1993.
Course Description:
This course covers the fundamentals of detection and
estimation theory for statistical signal processing. The topics include
hypothesis testing theory, signal detection theory for both
deterministic and random signals, signal estimation theory with various
optimal estimators for both deterministic and random parameters, and
their properties and performance analysis.
Prerequisites: ELEG 305/306, ELEG 310 or equivalent courses
Course Contents:
- Introduction and Basics on Probability Distributions
- Elements of Hypothesis Testing
- Signal Detecion in Discrete Time
- Elements of Parameter Estimation
- Elements of Signal Estimation
Lecture Notes