Cheap Discrete-Time Processing of Speech Signals (Book) (John R., Jr. Deller, John G. Proakis, John H.L. Hansen) Price
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| AUTHOR: | John R., Jr. Deller, John G. Proakis, John H.L. Hansen |
| CATEGORY: | Book |
| MANUFACTURER: | Macmillan Coll Div |
| ISBN: | 0023283017 |
| TYPE: | Digital techniques, Discrete-time systems, Science/Mathematics, Signal Processing (Communication Engineering), Signal processing, Speech processing systems, Technology & Industrial Arts, Telecommunications |
| MEDIA: | Hardcover |
| # OF MEDIA: | 1 |
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Customer Reviews of Discrete-Time Processing of Speech Signals
Great Conceptual Reference This book covers many aspects of speech signal processing. In doing so, it is a great conceptual primer, but people with specific interests in one aspect or other of speech signal processing may look into other books. I have found it very valuable in clarifying certain concepts and an essential reference for my thesis. Some readers may find this book frustrating in some aspects because they are not familiar with the background of certain topics. It is often best to reread the conceptual portion of those chapters and look for other resources that explain the details of those topics in a more tangible language.
A good reference, but too theoretical
This book is very thorough, but at times it seems like the authors go out of their way to keep their discussion on a very theoretical level.
Chapter 1: A highly theoretical review of DSP. You need good knowledge of DSP to understand it.
Chapter 2: Goes over the human speech production and recognition systems. Here you get some practical info on the spectral and time-domain properties that distinguish speech sounds.
Chapter 3: Describes a model of the speech production based on a series of pulses passed through filters that correspond to features of the human speech production system. Practical issues such as which zero and pole values work best are left as an exercise to the reader.
Chapter 4: A lot of mathematics relating long-term statistical properties to those of a short frame of speech data. Contains good info on how to find recursive formulas for statistical properties of speech frames. It is a great shame that the authors don't include examples in MATLAB or pseudo code.
Chapter 5: Linear Prediction. Discusses a mathematical algorithm for creating a prediction filter that could be used to predict the next value in a series of data. In speech processing we are interested in using the coefficients of this prediction filter to encapsulate the properties of a speech frame. Examples of 1st,, 2nd, and 3rd order filters would have gone along way to illustrate how to implement this. There are some good formulas to measure the degree of similarities between speech frames based on their LP filter coefficients.
Chapter 6: Introduces the concept of the cepstrum. Cepstral analysis allows you to de-convolve speech data to separate the excitation source from the vocal tract filter. That way you can lifter out (a play on filter out) the excitation (responsible for pitch) and focus only on the vowel sounds. As always, how to make it work is left as an exercise.
The rest of the book is about speech coding and speech recognition. My class did not cover the later chapters, so I only read the parts that applied to projects.
The book helped me understand speech processing journal articles which tend to assume a lot of background knowledge.
The theoretical background that this book provides is necessary; good engineers need to understand the underpinnings of their bag of tricks. It is painful, however, at times. To apply the information in this book, you will certainly need a good mentor and a lot of tinkering in MATLAB.
Great Book on the Topic
The book is probably the best reference on the field. The authors take their utmost effort to explain even some of the most subtle details but in a unified theoretical fashion. Must buy for anyone interested in the Speech processing Area