Blind Identification and Separation of Complex-valued Signals (FOCUS Series) Book PDF, ePub eBook

Join our eBook service for unlimited books & audiobooks. Get a free 7 day subscription! ↓↓↓↓↓


Book Descriptions:
Blind identification consists of estimating a multi-dimensional system only through the use of its output, and source separation, the blind estimation of the inverse of the system. Estimation is generally carried out using different statistics of the output.
The authors of this book consider the blind identification and source separation problem in the complex-domain, where the available statistical properties are richer and include non-circularity of the sources – underlying components. They define identifiability conditions and present state-of-the-art algorithms that are based on algebraic methods as well as iterative algorithms based on maximum likelihood theory.

Contents

1. Mathematical Preliminaries.
2. Estimation by Joint Diagonalization.
3. Maximum Likelihood ICA.

About the Authors

Eric Moreau is Professor of Electrical Engineering at the University of Toulon, France. His research interests concern statistical signal processing, high order statistics and matrix/tensor decompositions with applications to data analysis, telecommunications and radar.
Tülay Adali is Professor of Electrical Engineering and Director of the Machine Learning for Signal Processing Laboratory at the University of Maryland, Baltimore County, USA. Her research interests concern statistical and adaptive signal processing, with an emphasis on nonlinear and complex-valued signal processing, and applications in biomedical data analysis and communications.

Blind identification consists of estimating a multidimensional system through the use of only its output. Source separation is concerned with the blind estimation of the inverse of the system. The estimation is generally performed by using different statistics of the outputs.
The authors consider the blind estimation of a multiple input/multiple output (MIMO) system that mixes a number of underlying signals of interest called sources. They also consider the case of direct estimation of the inverse system for the purpose of source separation. They then describe the estimation theory associated with the identifiability conditions and dedicated algebraic algorithms. The algorithms depend critically on (statistical and/or time frequency) properties of complex sources that will be precisely described.

Blind Identification and Separation of Complex-valued Signals (FOCUS Series) by Eric Moreau, Tulay Adali

From reader reviews:

Ricky Hayes:

What do you concerning book? It is not important together with you? Or just adding material when you really need something to explain what you problem? How about your extra time? Or are you busy individual? If you don't have spare time to perform others business, it is gives you the sense of being bored faster. And you have time? What did you do? Everybody has many questions above. They have to answer that question due to the fact just their can do which. It said that about guide. Book is familiar on every person. Yes, it is suitable. Because start from on guardería until university need this specific Blind Identification and Separation of Complex-valued Signals (FOCUS Series) to read.

Clifford Caldwell:

Reading a e-book tends to be new life style in this era globalization. With reading through you can get a lot of information which will give you benefit in your life. With book everyone in this world can share their idea. Books can also inspire a lot of people. Lots of author can inspire their own reader with their story or their experience. Not only situation that share in the publications. But also they write about the data about something that you need example. How to get the good score toefl, or how to teach your young ones, there are many kinds of book which exist now. The authors these days always try to improve their ability in writing, they also doing some analysis before they write with their book. One of them is this Blind Identification and Separation of Complex-valued Signals (FOCUS Series).

Dana Richardson:

Do you like reading a book? Confuse to looking for your selected book? Or your book seemed to be rare? Why so many query for the book? But almost any people feel that they enjoy for reading. Some people likes reading, not only science book but additionally novel and Blind Identification and Separation of Complex-valued Signals (FOCUS Series) or even others sources were given information for you. After you know how the good a book, you feel need to read more and more. Science reserve was created for teacher or maybe students especially. Those ebooks are helping them to include their knowledge. In different case, beside science e-book, any other book likes Blind Identification and Separation of Complex-valued Signals (FOCUS Series) to make your spare time far more colorful. Many types of book like here.

Brooke Lambeth:

Some individuals said that they feel bored when they reading a publication. They are directly felt this when they get a half parts of the book. You can choose the actual book Blind Identification and Separation of Complex-valued Signals (FOCUS Series) to make your personal reading is interesting. Your current skill of reading ability is developing when you including reading. Try to choose straightforward book to make you enjoy to see it and mingle the feeling about book and reading through especially. It is to be initial opinion for you to like to open up a book and learn it. Beside that the book Blind Identification and Separation of Complex-valued Signals (FOCUS Series) can to be your brand new friend when you're experience alone and confuse with what must you're doing of this time.