Detection and Estimation Theory

E E 527 XE

Course Description

Statistical estimation theory and performance measures: maximum likelihood estimation, Cramer-Rao bound, Bayesian estimation, optimal demodulation, signal design. Introduction to graphical models. Hidden Markov models and Kalman filter. Classical statistical decision theory, decision criteria, binary and composite hypothesis tests. Error probability and Chernoff bound. Applications.

3 credits

Questions

Instructor Contact

Aleksandar Dogandzic
ald@iastate.edu
515-294-0500

Contact Us

Engineering-LAS Online Learning
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Ames, IA 50011-2273
Main Office: elo@iastate.edu
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Curriculum Development: elodev@iastate.edu