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Fundamentals of Statistical Processing Steven Kay

Fundamentals of Statistical Processing By Steven Kay

Fundamentals of Statistical Processing by Steven Kay


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Summary

Intended for practicing engineers and scientists who design and analyze signal processing systems. This work offers a unified presentation of parameter estimation for those involved in the design and implementation of statistical signal processing algorithms.

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Fundamentals of Statistical Processing Summary

Fundamentals of Statistical Processing: Estimation Theory, Volume 1 by Steven Kay

For practicing engineers and scientists who design and analyze signal processing systems, i.e., to extract information from noisy signals - radar engineer, sonar engineer, geophysicist, oceanographer, biomedical engineer, communications engineer, economist, statistician, physicist, etc. A unified presentation of parameter estimation for those involved in the design and implementation of statistical signal processing algorithms.

Table of Contents



1. Introduction.


2. Minimum Variance Unbiased Estimation.


3. Cramer-Rao Lower Bound.


4. Linear Models.


5. General Minimum Variance Unbiased Estimation.


6. Best Linear Unbiased Estimators.


7. Maximum Likelihood Estimation.


8. Least Squares.


9. Method of Moments.


10. The Bayesian Philosophy.


11. General Bayesian Estimators.


12. Linear Bayesian Estimators.


13. Kalman Filters.


14. Summary of Estimators.


15. Extension for Complex Data and Parameters.


Appendix: Review of Important Concepts.


Glossary of Symbols and Abbreviations.

Additional information

CIN0133457117G
9780133457117
0133457117
Fundamentals of Statistical Processing: Estimation Theory, Volume 1 by Steven Kay
Used - Good
Hardback
Pearson Education (US)
19930405
608
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in good condition, but if you are not entirely satisfied please get in touch with us

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