Principles of signal detection and parameter estimation

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...

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Glavni avtor: Levy, Bernard C.
Format: Livre numérique
Jezik:Anglais
Izdano: New York, NY : Springer US 2008.
Cham : Springer Nature
Teme:
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Edition sous un autre format:• Principles of signal detection and parameter estimation, Bernard C. Levy, New York, Springer, 2008, 1 vol. (XVIII-639 p.), 978-0-387-76542-6
• Information processing in medical imaging, 13th International Conference, IPMI '93 Flagstaff, Arizona, USA, June 14-18, 1993, proceedings, H.H. Barrett, A.F. Gmitro (eds.), Berlin, Springer-Verlag, 1993, 1 vol. (XVI-567 p.), Lecture notes in computer science, 3-540-56800-X
• Principles of Signal Detection and Parameter Estimation, Texte imprimé, 9781441945655
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505 0 |a 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. 
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520 |a 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 comprehensive in scope and addresses signal processing and communication applications with an emphasis on fundamental principles. In addition to standard topics normally covered in such a course, the author incorporates recent advances, such as the asymptotic performance of detectors, sequential detection, generalized likelihood ratio tests (GLRTs), robust detection, the detection of Gaussian signals in noise, the expectation maximization algorithm, and the detection of Markov chain signals. Numerous examples and detailed derivations along with homework problems following each chapter are included. 
650 |a Détection du signal 
650 |a Estimation de paramètres 
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