Connectionists: New Monograph about Multiway Analysis and Blind Signal Processing
A. Cichocki
a.cichocki at riken.jp
Sat Aug 8 04:38:40 EDT 2009
Dear Connectionists,
I would like to announce a new book (research monograph)
related to Multi-way Blind Source Separation:
*Nonnegative Matrix and Tensor Factorizations:
Applications to Exploratory Multi-way Data Analysis
and Blind Source Separation, John Wiley,
ISBN: 978-0-470-74666-0, (504 pages), September 2009,
by A. Cichocki, R. Zdunek, A.-H. Phan, and S. Amari:
*Selected material (preprint) are available at
http://www.bsp.brain.riken.jp/%7Ecia/NMF_NTF_book/NMF-NTF-book-Chapter1_2-contents.pdf
For details, see also our web pages and
http://as.wiley.com/WileyCDA/WileyTitle/productCd-0470746661.html
Key features:
* Acts as a single source reference guide to NMF, NTF, NTD, PARAFAC,
TUCKER models collating information that is widely dispersed in
current literature, including the authors' own recently developed
techniques in the subject area.
* Uses generalized cost functions such as Bregman, Alpha and Beta
divergences, to present practical implementations of several types
of robust algorithms, in particular Multiplicative, Alternating
Least Squares, Projected Gradient and Quasi Newton algorithms.
* Includes pseudo codes and optimized MATLAB source codes for almost
all nonlinear algorithms presented in the book.
* Provides some potential applications in various areas including
neuroscience, BCI, data mining, text mining, email surveillance,
musical instrument classification, face recognition, handwritten
digit recognition, texture classification, Raman spectroscopy,
fluorescence spectroscopy, hyper-spectral imaging, chemical shift
imaging, and gene expression classifications.
Andrzej Cichocki
=================
Laboratory for Advanced Brain Signal Processing,
RIKEN Brain Science Institute, JAPAN
http://www.bsp.brain.riken.jp/
http://www.bsp.brain.riken.jp/~cia/
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