An Introduction to Signal Detection and Estimation (Springer Texts in Electrical Engineering)

The purpose of this book is to introduce the reader to the basic theory of signal detection and estimation. It is assumed that the reader has a working knowledge of applied probability and random processes such as that taught in a typical first-semester graduate engineering course on these subjects. This material is covered, for example, in the book by Wong (1983) in this series. More advanced concepts in these areas are introduced where needed, primarily in Chapters VI and VII, where continuous-time problems are treated. This book is adapted from a one-semester, second-tier graduate course taught at the University of Illinois and at Princeton University. However, this material can also be used for a shorter or first-tier course by restricting coverage to Chapters I through V, which for the most part can be read with a background of only the basics of applied probability, including random vectors and conditional expectations. Sufficient background for the latter option is given for example in the book by Thomas (1986), also in this series. This treatment is also suitable for use as a text in other modes. For example, two smaller courses, one in signal detection (Chapters II, III, and VI) and one in estimation (Chapters IV, V, and VII), can be taught from the materials as organized here. Similarly, an introductory-level course (Chapters I through IV) followed by a more advanced course (Chapters V through VII) is another possibility.

"...many diagrams are used to illustrate how statistical procedures are implemented...The book is organized in a particularly nice and useful way. The level of mathematical difficulty rises very gradually...Great care is exercised to explain the meaning of each result..." -- Mathematical Review

"Students will find the book a very useful, comprehensive, and accessible introduction to detection and estimation techniques...Renders the theories of the field accessible to an average graduate student...[also] a valuable addition to their library as a handy reference to key ideas and techniques." -- IEEE Communications Magazine