Principles of Signal Detection and Parameter Estimation

• Main Author: Levy, Bernard C. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Boston, MA : Springer US, 2008.
• Subjects: Engineering.; Information theory.; Statistics.; Electrical engineering.; Communications Engineering, Networks.; Signal, Image and Speech Processing.; Information and Communication, Circuits.; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.

This new textbook is for contemporary signal detection and parameter estimation courses offered at the advanced undergraduate and graduate levels. It presents a unified treatment of detection problems arising in radar/sonar signal processing and modern digital communication systems. The material is...

Table of Contents:

• I Foundations
• Binary and Mary Hypothesis Testing
• Tests with Repeated Observations
• Parameter Estimation Theory
• Composite Hypothesis Testing
• Robust Detection
• II Gaussian Detection
• Karhunen Loeve Expansion of Gaussian Processes
• Detection of Known Signals in Gaussian Noise
• Detection of Signals with Unknown Parameters
• Detection of Gaussian Signals in WGN
• EM Estimation and Detection of Gaussian Signals with unknown parameters
• III Markov Chain Detection
• Detection of Markov Chains with Known Parameters
• Detection of Markov Chains with Unknown Parameters.