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For upper-level undergraduate courses in deterministic and stochastic signals and system engineering
An Integrative Approach to Signals, Systems and Inference
Signals, Systems and Inference is a comprehensive text that builds on introductory courses in time- and frequency-domain analysis of signals and systems, and in probability. Directed primarily to upper-level undergraduates and beginning graduate students in engineering and applied science branches, this new textbook pioneers a novel course of study. Instead of the usual leap from broad introductory subjects to highly specialized advanced subjects, this engaging and inclusive text creates a study track for a transitional course. Properties and representations of deterministic signals and systems are reviewed and elaborated on, including group delay and the structure and behavior of state-space models.
The text also introduces and interprets correlation functions and power spectral densities for describing and processing random signals. Application contexts include pulse amplitude modulation, observer-based feedback control, optimum linear filters for minimum mean-square-error estimation, and matched filtering for signal detection. Model-based approaches to inference are emphasized, in particular for state estimation, signal estimation, and signal detection. The text explores ideas, methods and tools common to numerous fields involving signals, systems and inference: signal processing, control, communication, time-series analysis, financial engineering, biomedicine, and many others. Signals, Systems, and Inference is a long-awaited and flexible text that can be used for a rigorous course in a broad range of engineering and applied science curricula.
- Sales Rank: #287938 in Books
- Published on: 2015-04-11
- Original language: English
- Number of items: 1
- Dimensions: 9.20" h x 1.10" w x 7.20" l, .0 pounds
- Binding: Hardcover
- 608 pages
Most helpful customer reviews
10 of 12 people found the following review helpful.
Excellent textbook for an upper-level undergraduate student interested in communications ...
By efj
Excellent textbook for an upper-level undergraduate student interested in communications and control. It was written over a number of years as the authors taught a course based on the material at MIT (6.011). A random handful of the problems at the end of each chapter serve as the problem sets, and there are exams for the course available on the MIT OCW website: http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-011-introduction-to-communication-control-and-signal-processing-spring-2010/
This book requires a strong foundation in signals and systems (see Oppenheim's classic Signals and Systems text, which is used in MIT's 6.003 course) as well as probability (see Bertsekas and Tsitsiklis's text, Introduction to Probability, used for MIT's 6.041 course).
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