Genomic Signal Processing And Statistics
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Genomic Signal Processing And Statistics
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Author :
language : en
Publisher:
Release Date : 2005
Genomic Signal Processing And Statistics written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Cellular signal transduction categories.
This book provides tutorial-level overviews and addresses the specific needs of genomic signal processing students and researchers as a reference book. It aims to address current genomic challenges by exploiting potential synergies between genomics, signal processing, and statistics, with special emphasis on signal processing and statistical tools for structural and functional understanding of genomic data.
Genomic Signal Processing
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Author : Ilya Shmulevich
language : en
Publisher: Princeton University Press
Release Date : 2014-09-08
Genomic Signal Processing written by Ilya Shmulevich and has been published by Princeton University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-09-08 with Science categories.
Genomic signal processing (GSP) can be defined as the analysis, processing, and use of genomic signals to gain biological knowledge, and the translation of that knowledge into systems-based applications that can be used to diagnose and treat genetic diseases. Situated at the crossroads of engineering, biology, mathematics, statistics, and computer science, GSP requires the development of both nonlinear dynamical models that adequately represent genomic regulation, and diagnostic and therapeutic tools based on these models. This book facilitates these developments by providing rigorous mathematical definitions and propositions for the main elements of GSP and by paying attention to the validity of models relative to the data. Ilya Shmulevich and Edward Dougherty cover real-world situations and explain their mathematical modeling in relation to systems biology and systems medicine. Genomic Signal Processing makes a major contribution to computational biology, systems biology, and translational genomics by providing a self-contained explanation of the fundamental mathematical issues facing researchers in four areas: classification, clustering, network modeling, and network intervention.
Genomic Signal Processing And Statistics
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Author : Edward R. Dougherty
language : en
Publisher: Hindawi Publishing Corporation
Release Date : 2005
Genomic Signal Processing And Statistics written by Edward R. Dougherty and has been published by Hindawi Publishing Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with DNA microarrays categories.
Recent advances in genomic studies have stimulated synergetic research and development in many cross-disciplinary areas. Processing the vast genomic data, especially the recent large-scale microarray gene expression data, to reveal the complex biological functionality, represents enormous challenges to signal processing and statistics. This perspective naturally leads to a new field, genomic signal processing (GSP), which studies the processing of genomic signals by integrating the theory of signal processing and statistics. Written by an international, interdisciplinary team of authors, this invaluable edited volume is accessible to students just entering this emergent field, and to researchers, both in academia and in industry, in the fields of molecular biology, engineering, statistics, and signal processing. The book provides tutorial-level overviews and addresses the specific needs of genomic signal processing students and researchers as a reference book. The book aims to address current genomic challenges by exploiting potential synergies between genomics, signal processing, and statistics, with special emphasis on signal processing and statistical tools for structural and functional understanding of genomic data. The first part of this book provides a brief history of genomic research and a background introduction from both biological and signal-processing/statistical perspectives, so that readers can easily follow the material presented in the rest of the book. In what follows, overviews of state-of-the-art techniques are provided. We start with a chapter on sequence analysis, and follow with chapters on feature selection, classification, and clustering of microarray data. We then discuss the modeling, analysis, and simulation of biological regulatory networks, especially gene regulatory networks based on Boolean and Bayesian approaches. Visualization and compression of gene data, and supercomputer implementation of genomic signal processing systems are also treated. Finally, we discuss systems biology and medical applications of genomic research as well as the future trends in genomic signal processing and statistics research.
2013 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips 2013
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Author :
language : en
Publisher:
Release Date : 2013
2013 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips 2013 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with categories.
2011 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips 2011
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Author :
language : en
Publisher:
Release Date : 2011
2011 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips 2011 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with categories.
2011 Ieee International Workshop On Genomic Signal Processing And Statistics
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2011-12-07
2011 Ieee International Workshop On Genomic Signal Processing And Statistics written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-12-07 with categories.
2010 Ieee International Workshop On Genomic Signal Processing And Statistics
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2011-02
2010 Ieee International Workshop On Genomic Signal Processing And Statistics written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-02 with categories.
2012 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips
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Author : IEEE Electrical Insulation Society Staff
language : en
Publisher:
Release Date : 2012-12-02
2012 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips written by IEEE Electrical Insulation Society Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-02 with categories.
2009 Ieee International Workshop On Genomic Signal Processing And Statistics
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2009
2009 Ieee International Workshop On Genomic Signal Processing And Statistics written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with categories.
2013 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips 2013
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Author :
language : en
Publisher:
Release Date : 2013
2013 Ieee International Workshop On Genomic Signal Processing And Statistics Gensips 2013 written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with Bioinformatics categories.