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Non-negative Matrix Factorization Techniques

Non-negative Matrix Factorization Techniques

by Ganesh R. Naik
Epub (Kobo), Epub (Adobe)
Publication Date: 31/05/2016
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This book collects new results, concepts and further developments of NMF. The open problems discussed include, e.g. in bioinformatics: NMF and its extensions applied to gene expression, sequence analysis, the functional characterization of genes, clustering and text mining etc. The research results previously scattered in different scientific journals and conference proceedings are methodically collected and presented in a unified form. While readers can read the book chapters sequentially, each chapter is also self-contained. This book can be a good reference work for researchers and engineers interested in NMF, and can also be used as a handbook for students and professionals seeking to gain a better understanding of the latest applications of NMF.

ISBN:
9783662483312
9783662483312
Category:
Electronics engineering
Format:
Epub (Kobo), Epub (Adobe)
Publication Date:
31-05-2016
Language:
English
Publisher:
Springer Berlin Heidelberg
Ganesh R. Naik

Ganesh Naik ranked as Top 2% of researchers in Biomedical Engineering (Stanford University Research), is a leading expert in biomedical engineering and signal processing. He received his Ph.D. degree in Electronics Engineering, specializing in biomedical engineering and signal processing, from RMIT University, Melbourne, Australia, in December 2009.

He held a Postdoctoral Research Fellow position at MARCS Institute, Western Sydney University (WSU) between July 2017 to July 2020 and worked on a CRC project for sleep. During his tenure at WSU, he has developed several novel algorithms for wearables related to sleep projects. Before that, he held a Chancellor's Post-Doctoral Research Fellowship position in the Centre for Health Technologies, University of Technology Sydney (UTS), between February 2013 and June 2017.

As an early mid-career researcher, he has edited 12 books, authored around 150 papers in peer-reviewed journals and conferences. Ganesh serves as an associate editor for IEEE ACCESS, Frontiers in Neurorobotics, and two Springer journals (Circuits, Systems, and Signal Processing and Australasian Physical & Engineering Sciences in Medicine). He is a Baden-Wurttemberg Scholarship recipient from Berufsakademie, Stuttgart, Germany (2006-2007). In 2010, he was awarded an ISSI overseas fellowship from Skilled Institute Victoria, Australia.

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Signal processing Numerical analysis Image processing Electronics engineering Artificial intelligence Computer vision Biomedical engineering
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