Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation




eBook Title for Download :Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation (Format : pdf , Language : English)

Plot :

This book provides a broad survey of models and efficient algorithms for Nonnegative Matrix Factorization (NMF). This includes NMF’s various extensions and modifications, especially Nonnegative Tensor Factorizations (NTF) and Nonnegative Tucker Decompositions (NTD). NMF/NTF and their extensions are increasingly used as tools in signal and image processing, and data analysis, having garnered interest due to their capability to provide new insights and relevant information about the complex latent relationships in experimental data sets. It is suggested that NMF can provide meaningful components with physical interpretations; for example, in bioinformatics, NMF and its extensions have been successfully applied to gene expression, sequence analysis, the functional characterization of genes, clustering and text mining. As such, the authors focus on the algorithms that are most useful in practice, looking at the fastest, most robust, and suitable for large-scale models.

Key features: Acts as a single source reference guide to NMF, 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. Provides a comparative analysis of the different methods in order to identify approximation error and complexity. Includes pseudo codes and optimized MATLAB source codes for almost all algorithms presented in the book.

The increasing interest in nonnegative matrix and tensor factorizations, as well as decompositions and sparse representation of data, will ensure that this book is essential reading for engineers, scientists, researchers, industry practitioners and graduate students across signal and image processing; neuroscience; data mining and data analysis; computer science; bioinformatics; speech processing; biomedical engineering; and multimedia.



Author(s) Book :Andrzej Cichocki, Anh Huy Phan, Rafal Zdunek, Shun-ichi Amari
Publish Year :2009 Publisher : Wiley
You can check by ISBN10/ISBN13 : 0470746661/9780470746660
Pages :501

Start the download Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation




or press here : Download Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation

All Book readable online or download on PDF and mor formats for PC PDA MAC IPAD mobile and more devices. Here Best Online Internet Library
You can download e-Books online now on English, ebooks on French, Books on German, Books on Italian, Books on Spanish, Books on Other Languages. Also you can find AUDIO Books in mp3 formats

Keywords for this page :
Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation pdf download
download ebook pdf
download ebook read
ebook Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation download links
ebook business training
Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation ebook for free
free Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation book
Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation Download File





























Other Book for download in CFM PDF DJVU Quality (audio in MP3 now):
Primate Craniofacial Function and Biology Ebook For Free
Everything Counts: 52 Remarkable Ways to Inspire Excellence and Drive Results Book Download
Book of Chess Strategy Ebook For Nook
Natural Gas Production Engineering Free Ebook
Drilling Data Handbook Pdf Download
Progress in Pattern Recognition, Speech and Image Analysis: 8th Iberoamerican Congress on Pattern Recognition, CIARP 2003, Havana, Cuba, November 26-29, ... Pdf Download
Format Pdf Death Before Birth Ebook
Free George Forty - The Desert War Book
Acrobat VMware certified professional test prep Ebook
Acrobat Anatomy, Histology, and Cell Biology PreTest Self-Assessment and Review Ebook
Atlas of Mesotherapy in Skin Rejuvenation Download File
Ebook Language and Ethnicity (Key Topics in Sociolinguistics) Download
Free Minds and Computers: The Philosophy of Artificial Intelligence Book
Ebook Virtualizing an Infrastructure With System P and Linux Download
Once Upon a Time in the Italian West Ebook To Nook
Acrobat Magnetization Oscillations and Waves Ebook
Solidarity: From Civic Friendship to a Global Legal Community Book Download Online
Free Renormalization Book
Ebook APPLIED BIOMEDICAL ENGINEERING MECHANICS Download