Genomic Signal Processing and Statistics

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Publisher : Hindawi Publishing Corporation
ISBN 13 : 9775945070
Total Pages : 456 pages
Book Rating : 4.7/5 (759 download)

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Book Synopsis Genomic Signal Processing and Statistics by : Edward R. Dougherty

Download or read book Genomic Signal Processing and Statistics written by Edward R. Dougherty and published by Hindawi Publishing Corporation. This book was released on 2005 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Genomic Signal Processing

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Publisher : Princeton University Press
ISBN 13 : 1400865263
Total Pages : 314 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Genomic Signal Processing by : Ilya Shmulevich

Download or read book Genomic Signal Processing written by Ilya Shmulevich and published by Princeton University Press. This book was released on 2014-09-08 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Poultry Genetics, Breeding, and Biotechnology

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Publisher : CABI
ISBN 13 : 9780851998459
Total Pages : 724 pages
Book Rating : 4.9/5 (984 download)

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Book Synopsis Poultry Genetics, Breeding, and Biotechnology by : W. M. Muir

Download or read book Poultry Genetics, Breeding, and Biotechnology written by W. M. Muir and published by CABI. This book was released on 2003-06-18 with total page 724 pages. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive research book represents the first complete integration of current knowledge in this area. It addresses issues associated with poultry breeding particularly by examining quantitative and molecular genetics and the uses of transgenic technology. A special section covers the important area of disease resistance and transmission.

Advances in Nonlinear Signal and Image Processing

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Publisher : Hindawi Publishing Corporation
ISBN 13 : 9775945372
Total Pages : 375 pages
Book Rating : 4.7/5 (759 download)

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Book Synopsis Advances in Nonlinear Signal and Image Processing by : Stephen Marshall

Download or read book Advances in Nonlinear Signal and Image Processing written by Stephen Marshall and published by Hindawi Publishing Corporation. This book was released on 2006 with total page 375 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Proceedings Second International Conference on Information Processing

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Publisher : I. K. International Pvt Ltd
ISBN 13 : 8190694243
Total Pages : 690 pages
Book Rating : 4.1/5 (96 download)

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Book Synopsis Proceedings Second International Conference on Information Processing by : L. M. Patnaik

Download or read book Proceedings Second International Conference on Information Processing written by L. M. Patnaik and published by I. K. International Pvt Ltd. This book was released on 2013-12-30 with total page 690 pages. Available in PDF, EPUB and Kindle. Book excerpt: The proceedings features several key-note addresses in the areas of advanced information processing tools. This area has been recognized to be one of the key five technologies poised to shape the modern society in the next decade. It aptly focuses on the tools and techniques for the development of Information Systems. Emphasis is on pattern recognition and image processing, software engineering, mobile ad hoc networks, security aspects in computer networks, signal processing and hardware synthesis, optimization techniques, data mining and information processing.

Computational and Statistical Approaches to Genomics

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Publisher : Springer Science & Business Media
ISBN 13 : 0387262881
Total Pages : 426 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis Computational and Statistical Approaches to Genomics by : Wei Zhang

Download or read book Computational and Statistical Approaches to Genomics written by Wei Zhang and published by Springer Science & Business Media. This book was released on 2007-12-26 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of this book adds eight new contributors to reflect a modern cutting edge approach to genomics. It contains the newest research results on genomic analysis and modeling using state-of-the-art methods from engineering, statistics, and genomics. These tools and models are then applied to real biological and clinical problems. The book’s original seventeen chapters are also updated to provide new initiatives and directions.

Genomic and Molecular Neuro-oncology

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Publisher : Jones & Bartlett Learning
ISBN 13 : 9780763722616
Total Pages : 384 pages
Book Rating : 4.7/5 (226 download)

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Book Synopsis Genomic and Molecular Neuro-oncology by : Wei Zhang

Download or read book Genomic and Molecular Neuro-oncology written by Wei Zhang and published by Jones & Bartlett Learning. This book was released on 2004 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes and illustrates the latest genomic and molecular techniques that are rapidly transforming the practice of clinical neuro-oncology and the direction of scientific investigation in modern brain tumor research. Each of the chapters provides a review of a specific subfield of contemporary molecular neuro-oncology, including recently implemented diagnostic and research applications. Among the important technical areas covered are the analysis of genomic instability, approaches to tumor invasion and angiogenesis, animal models, gene expression profiling, tissue microarray technology, mRNA splicing, functional genomics and genomics informatics. This book focuses on the latest genomics, molecular, and informatic approaches to neuro-oncology.

The Statistical Analysis of Compositional Data

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Publisher :
ISBN 13 : 9781930665781
Total Pages : 416 pages
Book Rating : 4.6/5 (657 download)

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Book Synopsis The Statistical Analysis of Compositional Data by : John Aitchison

Download or read book The Statistical Analysis of Compositional Data written by John Aitchison and published by . This book was released on 2003 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Originally published in 1986, this text contains a new Foreword, extensive postscript detailing developments in the field since its first publication, and a selection of more recent literature references. The work provides a clear and systematic account of statistical methods designed to meet the special needs of the compositional data analyst. (Mathematics)

Mathematics of Bioinformatics

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Publisher : John Wiley & Sons
ISBN 13 : 1118099524
Total Pages : 231 pages
Book Rating : 4.1/5 (18 download)

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Book Synopsis Mathematics of Bioinformatics by : Matthew He

Download or read book Mathematics of Bioinformatics written by Matthew He and published by John Wiley & Sons. This book was released on 2011-03-16 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematics of Bioinformatics: Theory, Methods, and Applications provides a comprehensive format for connecting and integrating information derived from mathematical methods and applying it to the understanding of biological sequences, structures, and networks. Each chapter is divided into a number of sections based on the bioinformatics topics and related mathematical theory and methods. Each topic of the section is comprised of the following three parts: an introduction to the biological problems in bioinformatics; a presentation of relevant topics of mathematical theory and methods to the bioinformatics problems introduced in the first part; an integrative overview that draws the connections and interfaces between bioinformatics problems/issues and mathematical theory/methods/applications.

5th European Conference of the International Federation for Medical and Biological Engineering 14 - 18 September 2011, Budapest, Hungary

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Publisher : Springer Science & Business Media
ISBN 13 : 3642235085
Total Pages : 1477 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis 5th European Conference of the International Federation for Medical and Biological Engineering 14 - 18 September 2011, Budapest, Hungary by : Ákos Jobbágy

Download or read book 5th European Conference of the International Federation for Medical and Biological Engineering 14 - 18 September 2011, Budapest, Hungary written by Ákos Jobbágy and published by Springer Science & Business Media. This book was released on 2012-02-02 with total page 1477 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents the 5th European Conference of the International Federation for Medical and Biological Engineering (EMBEC), held in Budapest, 14-18 September, 2011. The scientific discussion on the conference and in this conference proceedings include the following issues: - Signal & Image Processing - ICT - Clinical Engineering and Applications - Biomechanics and Fluid Biomechanics - Biomaterials and Tissue Repair - Innovations and Nanotechnology - Modeling and Simulation - Education and Professional

MacHine-Learning Based Sequence Analysis, Bioinformatics and Nanopore Transduction Detection

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Publisher : Lulu.com
ISBN 13 : 1257645250
Total Pages : 436 pages
Book Rating : 4.2/5 (576 download)

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Book Synopsis MacHine-Learning Based Sequence Analysis, Bioinformatics and Nanopore Transduction Detection by : Stephen Winters-Hilt

Download or read book MacHine-Learning Based Sequence Analysis, Bioinformatics and Nanopore Transduction Detection written by Stephen Winters-Hilt and published by Lulu.com. This book was released on 2011-05-01 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is intended to be a simple and accessible book on machine learning methods and their application in computational genomics and nanopore transduction detection. This book has arisen from eight years of teaching one-semester courses on various machine-learning, cheminformatics, and bioinformatics topics. The book begins with a description of ad hoc signal acquisition methods and how to orient on signal processing problems with the standard tools from information theory and signal analysis. A general stochastic sequential analysis (SSA) signal processing architecture is then described that implements Hidden Markov Model (HMM) methods. Methods are then shown for classification and clustering using generalized Support Vector Machines, for use with the SSA Protocol, or independent of that approach. Optimization metaheuristics are used for tuning over algorithmic parameters throughout. Hardware implementations and short code examples of the various methods are also described.

Informatics and Machine Learning

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Publisher : John Wiley & Sons
ISBN 13 : 1119716748
Total Pages : 596 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Informatics and Machine Learning by : Stephen Winters-Hilt

Download or read book Informatics and Machine Learning written by Stephen Winters-Hilt and published by John Wiley & Sons. This book was released on 2022-01-06 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: Informatics and Machine Learning Discover a thorough exploration of how to use computational, algorithmic, statistical, and informatics methods to analyze digital data Informatics and Machine Learning: From Martingales to Metaheuristics delivers an interdisciplinary presentation on how analyze any data captured in digital form. The book describes how readers can conduct analyses of text, general sequential data, experimental observations over time, stock market and econometric histories, or symbolic data, like genomes. It contains large amounts of sample code to demonstrate the concepts contained within and assist with various levels of project work. The book offers a complete presentation of the mathematical underpinnings of a wide variety of forms of data analysis and provides extensive examples of programming implementations. It is based on two decades worth of the distinguished author’s teaching and industry experience. A thorough introduction to probabilistic reasoning and bioinformatics, including Python shell scripting to obtain data counts, frequencies, probabilities, and anomalous statistics, or use with Bayes’ rule An exploration of information entropy and statistical measures, including Shannon entropy, relative entropy, maximum entropy (maxent), and mutual information A practical discussion of ad hoc, ab initio, and bootstrap signal acquisition methods, with examples from genome analytics and signal analytics Perfect for undergraduate and graduate students in machine learning and data analytics programs, Informatics and Machine Learning: From Martingales to Metaheuristics will also earn a place in the libraries of mathematicians, engineers, computer scientists, and life scientists with an interest in those subjects.

Information Theory and Statistical Learning

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Publisher : Springer Science & Business Media
ISBN 13 : 0387848150
Total Pages : 443 pages
Book Rating : 4.3/5 (878 download)

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Book Synopsis Information Theory and Statistical Learning by : Frank Emmert-Streib

Download or read book Information Theory and Statistical Learning written by Frank Emmert-Streib and published by Springer Science & Business Media. This book was released on 2009 with total page 443 pages. Available in PDF, EPUB and Kindle. Book excerpt: This interdisciplinary text offers theoretical and practical results of information theoretic methods used in statistical learning. It presents a comprehensive overview of the many different methods that have been developed in numerous contexts.

Computational Advancement in Communication Circuits and Systems

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Publisher : Springer
ISBN 13 : 8132222741
Total Pages : 498 pages
Book Rating : 4.1/5 (322 download)

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Book Synopsis Computational Advancement in Communication Circuits and Systems by : Koushik Maharatna

Download or read book Computational Advancement in Communication Circuits and Systems written by Koushik Maharatna and published by Springer. This book was released on 2015-03-17 with total page 498 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises the proceedings of 1st International Conference on Computational Advancement in Communication Circuits and Systems (ICCACCS 2014) organized by Narula Institute of Technology under the patronage of JIS group, affiliated to West Bengal University of Technology. The conference was supported by Technical Education Quality Improvement Program (TEQIP), New Delhi, India and had technical collaboration with IEEE Kolkata Section, along with publication partner by Springer. The book contains 62 refereed papers that aim to highlight new theoretical and experimental findings in the field of Electronics and communication engineering including interdisciplinary fields like Advanced Computing, Pattern Recognition and Analysis, Signal and Image Processing. The proceedings cover the principles, techniques and applications in microwave & devices, communication & networking, signal & image processing, and computations & mathematics & control. The proceedings reflect the conference’s emphasis on strong methodological approaches and focus on applications within the domain of Computational Advancement in Communication Circuits and Systems. The content also emphasizes the emerging technologies in the Electronics and Communication field together in close examinations of practices, problems and trends.

Handbook of Statistical Bioinformatics

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Publisher : Springer Science & Business Media
ISBN 13 : 3642163459
Total Pages : 621 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Handbook of Statistical Bioinformatics by : Henry Horng-Shing Lu

Download or read book Handbook of Statistical Bioinformatics written by Henry Horng-Shing Lu and published by Springer Science & Business Media. This book was released on 2011-05-17 with total page 621 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerous fascinating breakthroughs in biotechnology have generated large volumes and diverse types of high throughput data that demand the development of efficient and appropriate tools in computational statistics integrated with biological knowledge and computational algorithms. This volume collects contributed chapters from leading researchers to survey the many active research topics and promote the visibility of this research area. This volume is intended to provide an introductory and reference book for students and researchers who are interested in the recent developments of computational statistics in computational biology.

The Minimum Description Length Principle

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Publisher : MIT Press
ISBN 13 : 0262072815
Total Pages : 736 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis The Minimum Description Length Principle by : Peter D. Grünwald

Download or read book The Minimum Description Length Principle written by Peter D. Grünwald and published by MIT Press. This book was released on 2007 with total page 736 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introduction to the MDL Principle provides a reference accessible to graduate students and researchers in statistics, pattern classification, machine learning, and data mining, to philosophers interested in the foundations of statistics, and to researchers in other applied sciences that involve model selection.

SSP ...

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Publisher :
ISBN 13 :
Total Pages : 708 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis SSP ... by :

Download or read book SSP ... written by and published by . This book was released on 2005 with total page 708 pages. Available in PDF, EPUB and Kindle. Book excerpt: