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Parameter Estimation for Scientists and Engineers~tqw~ darksiderg
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Parameter Estimation for Scientists and Engineers
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Type.................: Ebook
Part Size............: 12,151,239 bytes
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Posted by............: ~tqw~
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Release Notes
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The subject of this book is estimating parameters of expectation models of
statistical observations. The book describes the most important aspects of the
subject for applied scientists and engineers. This group of users is often not
aware of estimators other than least squares. Therefore one purpose of this book
is to show that statistical parameter estimation has much more to offer than
least squares estimation alone. In the approach of this book, knowledge of the
distribution of the observations is involved in the choice of estimators. A
further advantage of the chosen approach is that it unifies the underlying
theory and reduces it to a relatively small collection of coherent, generally
applicable principles and notions.
Table of Contents
Preface.
1 Introduction.
2 Parametric Models of Observations.
3 Distributions of Observations.
4 Precision and Accuracy.
5 Precise and Accurate Estimation.
6 Numerical Methods for Parameter Estimation.
7 Solutions or Partial Solutions to Problems.
Appendix A: Statistical Results.
Appendix B: Vectors and Matrices.
Appendix C: Positive Semidefinite and Positive Definite Matrices.
Appendix D: Vector and Matrix Differentiation.
References.
Topic Index.
Product Details
* ISBN: 0470147814
* ISBN-13: 9780470147818
* Format: Textbook Hardcover, 296pp
* Publisher: Wiley, John & Sons, Incorporated
* Pub. Date: July 2007
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