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Brain Image Analysis Using Blind Source Separation

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Blind Source Separation

Blind Source Separation Book
Author : Xianchuan Yu,Dan Hu,Jindong Xu
Publisher : John Wiley & Sons
Release : 2013-12-13
ISBN : 1118679873
Language : En, Es, Fr & De

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Book Description :

A systematic exploration of both classic and contemporaryalgorithms in blind source separation with practical casestudies The book presents an overview of Blind Source Separation, arelatively new signal processing method. Due to themultidisciplinary nature of the subject, the book has been writtenso as to appeal to an audience from very different backgrounds.Basic mathematical skills (e.g. on matrix algebra and foundationsof probability theory) are essential in order to understand thealgorithms, although the book is written in an introductory,accessible style. This book offers a general overview of the basics of BlindSource Separation, important solutions and algorithms, and in-depthcoverage of applications in image feature extraction, remotesensing image fusion, mixed-pixel decomposition of SAR images,image object recognition fMRI medical image processing, geochemicaland geophysical data mining, mineral resources prediction andgeoanomalies information recognition. Firstly, the background andtheory basics of blind source separation are introduced, whichprovides the foundation for the following work. Matrix operation,foundations of probability theory and information theory basics areincluded here. There follows the fundamental mathematical model andfairly new but relatively established blind source separationalgorithms, such as Independent Component Analysis (ICA) and itsimproved algorithms (Fast ICA, Maximum Likelihood ICA, OvercompleteICA, Kernel ICA, Flexible ICA, Non-negative ICA, Constrained ICA,Optimised ICA). The last part of the book considers the very recentalgorithms in BSS e.g. Sparse Component Analysis (SCA) andNon-negative Matrix Factorization (NMF). Meanwhile, in-depth casesare presented for each algorithm in order to help the readerunderstand the algorithm and its application field. A systematic exploration of both classic and contemporaryalgorithms in blind source separation with practical casestudies Presents new improved algorithms aimed at differentapplications, such as image feature extraction, remote sensingimage fusion, mixed-pixel decomposition of SAR images, image objectrecognition, and MRI medical image processing With applications in geochemical and geophysical data mining,mineral resources prediction and geoanomalies informationrecognition Written by an expert team with accredited innovations in blindsource separation and its applications in natural science Accompanying website includes a software system providing codesfor most of the algorithms mentioned in the book, enhancing thelearning experience Essential reading for postgraduate students and researchersengaged in the area of signal processing, data mining, imageprocessing and recognition, information, geosciences, lifesciences.

Handbook of Blind Source Separation

Handbook of Blind Source Separation Book
Author : Pierre Comon,Christian Jutten
Publisher : Academic Press
Release : 2010-02-17
ISBN : 9780080884943
Language : En, Es, Fr & De

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Book Description :

Edited by the people who were forerunners in creating the field, together with contributions from 34 leading international experts, this handbook provides the definitive reference on Blind Source Separation, giving a broad and comprehensive description of all the core principles and methods, numerical algorithms and major applications in the fields of telecommunications, biomedical engineering and audio, acoustic and speech processing. Going beyond a machine learning perspective, the book reflects recent results in signal processing and numerical analysis, and includes topics such as optimization criteria, mathematical tools, the design of numerical algorithms, convolutive mixtures, and time frequency approaches. This Handbook is an ideal reference for university researchers, R&D engineers and graduates wishing to learn the core principles, methods, algorithms, and applications of Blind Source Separation. Covers the principles and major techniques and methods in one book Edited by the pioneers in the field with contributions from 34 of the world’s experts Describes the main existing numerical algorithms and gives practical advice on their design Covers the latest cutting edge topics: second order methods; algebraic identification of under-determined mixtures, time-frequency methods, Bayesian approaches, blind identification under non negativity approaches, semi-blind methods for communications Shows the applications of the methods to key application areas such as telecommunications, biomedical engineering, speech, acoustic, audio and music processing, while also giving a general method for developing applications

Signals and Images

Signals and Images Book
Author : Rosângela Fernandes Coelho,Vitor Heloiz Nascimento,Ricardo Lopes de Queiroz,João Marcos Travassos Romano,Charles Casimiro Cavalcante
Publisher : CRC Press
Release : 2018-09-03
ISBN : 1498722377
Language : En, Es, Fr & De

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Book Description :

Signals and Images: Advances and Results in Speech, Estimation, Compression, Recognition, Filtering, and Processing cohesively combines contributions from field experts to deliver a comprehensive account of the latest developments in signal processing. These experts detail the results of their research related to audio and speech enhancement, acoustic image estimation, video compression, biometric recognition, hyperspectral image analysis, tensor decomposition with applications in communications, adaptive sparse-interpolated filtering, signal processing for power line communications, bio-inspired signal processing, seismic data processing, arithmetic transforms for spectrum computation, particle filtering in cooperative networks, three-dimensional television, and more. This book not only shows how signal processing theory is applied in current and emerging technologies, but also demonstrates how to tackle key problems such as how to enhance speech in the time domain, improve audio quality, and meet the desired electrical consumption target for controlling carbon emissions. Signals and Images: Advances and Results in Speech, Estimation, Compression, Recognition, Filtering, and Processing serves as a guide to the next generation of signal processing solutions for speech and video coding, hearing aid devices, big data processing, smartphones, smart digital communications, acoustic sensors, and beyond.

Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes

Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes Book
Author : Karâa, Wahiba Ben Abdessalem
Publisher : IGI Global
Release : 2015-11-03
ISBN : 1466688122
Language : En, Es, Fr & De

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Book Description :

Every second, users produce large amounts of image data from medical and satellite imaging systems. Image mining techniques that are capable of extracting useful information from image data are becoming increasingly useful, especially in medicine and the health sciences. Biomedical Image Analysis and Mining Techniques for Improved Health Outcomes addresses major techniques regarding image processing as a tool for disease identification and diagnosis, as well as treatment recommendation. Highlighting current research intended to advance the medical field, this publication is essential for use by researchers, advanced-level students, academicians, medical professionals, and technology developers. An essential addition to the reference material available in the field of medicine, this timely publication covers a range of applied research on data mining, image processing, computational simulation, data visualization, and image retrieval.

Parallel and Distributed Computing Applications and Technologies

Parallel and Distributed Computing  Applications and Technologies Book
Author : Kim-Meow Liew,Hong Shen,Simon See,Wentong Cai,Pingzhi Fan,Susumu Horiguchi
Publisher : Springer Science & Business Media
Release : 2004-12-02
ISBN : 3540240136
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed proceedings of the 5th International Conference on Parallel and Distributed Computing, Applications and Technologies; PDCAT 2004, held in Singapore in December 2004. The 173 papers presented were carefully reviewed and selected from 242 submissions. The papers focus on parallel and distributed computing from the perspectives of algorithms, networking and architecture, software systems and technologies, and applications. Besides classical topics from high performance computing, major recent developments are addressed, such as molecular computing, date mining, knowledge discovery, optical networks, secure computing and communications, wireless networks, mobile computing, component-based systems, Internet computing, and Web Technologies.

Image Analysis and Recognition

Image Analysis and Recognition Book
Author : Aurélio Campilho,Mohamed Kamel
Publisher : Springer
Release : 2006-09-21
ISBN : 3540448969
Language : En, Es, Fr & De

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Book Description :

The two-volume set LNCS 4141, and LNCS 4142 constitutes the refereed proceedings of the Third International Conference on Image Analysis and Recognition, ICIAR 2006. The volumes present 71 revised full papers and 92 revised poster papers together with 2 invited lectures. Volume II includes papers on pattern recognition for image analysis, computer vision, biometrics, shape and matching, brain imaging, remote sensing image processing, and more.

Functional Brain Mapping and the Endeavor to Understand the Working Brain

Functional Brain Mapping and the Endeavor to Understand the Working Brain Book
Author : Francesco Signorelli,Domenico Chirchiglia
Publisher : BoD – Books on Demand
Release : 2013-06-19
ISBN : 9535111604
Language : En, Es, Fr & De

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Book Description :

Functional brain mapping has by now gained a high impact on research and clinical practice: huge funds are unveiled all over the world in order to boost the research and clinical applications of this field of neuroscience. The most successful approach to unlock the mysteries of the brain, to tell it with Jay Ingram, is to bring together an interdisciplinary network of scientists and clinicians and encourage an interchange of ideas. It is this crossfire we try to promote with this book.

Cognition and neuroimaging in schizophrenia

Cognition and neuroimaging in schizophrenia Book
Author : Kenneth Hugdahl,Vince D. Calhoun
Publisher : Frontiers E-books
Release : 2022-05-27
ISBN : 2889190714
Language : En, Es, Fr & De

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Book Description :

Last year we edited a Frontiers Research Topic on “An update on neurocognitive impairment in schizophrenia and depression”. We are now following-up this initiative with a new invitation, focusing on “Cognition and neuroimaging in schizophrenia”, thus narrowing the focus on schizophrenia, but expanding the focus to functional and structural neuroimaging to reveal the underlying neuronal architecture behind cognitive impairments. A second focus is closing in on auditory hallucinations and "hearing voices" in the general population by non-psychotic individuals. This has become an important topic in research on schizophrenia and could cast new light on commonalities in symptom-like behavior in non-clinical and clinical “voice hearers” and hallucinating individuals, that in turn could say something about a continuum of symptoms. A third focus is on network connectivity and connectome mapping in schizophrenia using novel state-of-the-art neuroimaging analysis tools. Schizophrenia has long been considered a disease of disconnectivity and thus special emphasis is given to work which addresses the schizophrenia macro-connectome including both functional and structural aspects. Central to such an approach are recent discoveries of intrinsic resting state networks that are task independent, and/or activated in the absence of a cognitive task. Possible impairments in the dynamic interactions between large-scale networks may prove new insights into the neurobiology of schizophrenia and schizophrenia symptoms.

Inter and Intra subject Variability in Brain Imaging and Decoding

Inter  and Intra subject Variability in Brain Imaging and Decoding Book
Author : Tzyy-Ping Jung,Corey J. Keller,Junhua Li,Yuan-Pin Lin,Masaki Nakanishi,Johanna Wagner,Chun-Shu Wei,Wei Wu,Yu Zhang
Publisher : Frontiers Media SA
Release : 2022-01-19
ISBN : 2889740870
Language : En, Es, Fr & De

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Book Description :

Download Inter and Intra subject Variability in Brain Imaging and Decoding book written by Tzyy-Ping Jung,Corey J. Keller,Junhua Li,Yuan-Pin Lin,Masaki Nakanishi,Johanna Wagner,Chun-Shu Wei,Wei Wu,Yu Zhang, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Blind Source Separation

Blind Source Separation Book
Author : Yong Xiang,Dezhong Peng,Zuyuan Yang
Publisher : Springer
Release : 2014-09-16
ISBN : 9812872272
Language : En, Es, Fr & De

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Book Description :

This book provides readers a complete and self-contained set of knowledge about dependent source separation, including the latest development in this field. The book gives an overview on blind source separation where three promising blind separation techniques that can tackle mutually correlated sources are presented. The book further focuses on the non-negativity based methods, the time-frequency analysis based methods, and the pre-coding based methods, respectively.

Multimodal Brain Image Analysis and Mathematical Foundations of Computational Anatomy

Multimodal Brain Image Analysis and Mathematical Foundations of Computational Anatomy Book
Author : Dajiang Zhu,Jingwen Yan,Heng Huang,Li Shen,Paul M. Thompson,Carl-Fredrik Westin,Xavier Pennec,Sarang Joshi,Mads Nielsen,Tom Fletcher,Stanley Durrleman,Stefan Sommer
Publisher : Springer Nature
Release : 2019-10-10
ISBN : 3030332268
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed joint proceedings of the 4th International Workshop on Multimodal Brain Image Analysis, MBAI 2019, and the 7th International Workshop on Mathematical Foundations of Computational Anatomy, MFCA 2019, held in conjunction with the 22nd International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2019, in Shenzhen, China, in October 2019. The 16 full papers presented at MBAI 2019 and the 7 full papers presented at MFCA 2019 were carefully reviewed and selected. The MBAI papers intend to move forward the state of the art in multimodal brain image analysis, in terms of analysis methodologies, algorithms, software systems, validation approaches, benchmark datasets, neuroscience, and clinical applications. The MFCA papers are devoted to statistical and geometrical methods for modeling the variability of biological shapes. The goal is to foster the interactions between the mathematical community around shapes and the MICCAI community around computational anatomy applications.

Independent Component Analysis and Signal Separation

Independent Component Analysis and Signal Separation Book
Author : Mike E. Davies,Christopher C. James,Samer A. Abdallah,Mark D. Plumbley
Publisher : Springer
Release : 2007-12-20
ISBN : 3540744940
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed proceedings of the 7th International Conference on Independent Component Analysis and Blind Source Separation, ICA 2007, held in London, UK, in September 2007. It covers algorithms and architectures, applications, medical applications, speech and signal processing, theory, and visual and sensory processing.

Adaptive Blind Signal and Image Processing

Adaptive Blind Signal and Image Processing Book
Author : Andrzej Cichocki,Shun-ichi Amari
Publisher : John Wiley & Sons
Release : 2002-06-14
ISBN : 9780471607915
Language : En, Es, Fr & De

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Book Description :

With solid theoretical foundations and numerous potential applications, Blind Signal Processing (BSP) is one of the hottest emerging areas in Signal Processing. This volume unifies and extends the theories of adaptive blind signal and image processing and provides practical and efficient algorithms for blind source separation: Independent, Principal, Minor Component Analysis, and Multichannel Blind Deconvolution (MBD) and Equalization. Containing over 1400 references and mathematical expressions Adaptive Blind Signal and Image Processing delivers an unprecedented collection of useful techniques for adaptive blind signal/image separation, extraction, decomposition and filtering of multi-variable signals and data. Offers a broad coverage of blind signal processing techniques and algorithms both from a theoretical and practical point of view Presents more than 50 simple algorithms that can be easily modified to suit the reader's specific real world problems Provides a guide to fundamental mathematics of multi-input, multi-output and multi-sensory systems Includes illustrative worked examples, computer simulations, tables, detailed graphs and conceptual models within self contained chapters to assist self study Accompanying CD-ROM features an electronic, interactive version of the book with fully coloured figures and text. C and MATLAB user-friendly software packages are also provided MATLAB is a registered trademark of The MathWorks, Inc. By providing a detailed introduction to BSP, as well as presenting new results and recent developments, this informative and inspiring work will appeal to researchers, postgraduate students, engineers and scientists working in biomedical engineering, communications, electronics, computer science, optimisations, finance, geophysics and neural networks.

Latent Variable Analysis and Signal Separation

Latent Variable Analysis and Signal Separation Book
Author : Emmanuel Vincent,Arie Yeredor,Zbyněk Koldovský,Petr Tichavský
Publisher : Springer
Release : 2015-08-14
ISBN : 3319224824
Language : En, Es, Fr & De

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Book Description :

This book constitutes the proceedings of the 12th International Conference on Latent Variable Analysis and Signal Separation, LVA/ICS 2015, held in Liberec, Czech Republic, in August 2015. The 61 revised full papers presented – 29 accepted as oral presentations and 32 accepted as poster presentations – were carefully reviewed and selected from numerous submissions. Five special topics are addressed: tensor-based methods for blind signal separation; deep neural networks for supervised speech separation/enhancement; joined analysis of multiple datasets, data fusion, and related topics; advances in nonlinear blind source separation; sparse and low rank modeling for acoustic signal processing.

World Congress of Medical Physics and Biomedical Engineering 2006

World Congress of Medical Physics and Biomedical Engineering 2006 Book
Author : Sun I. Kim,Tae S. Suh
Publisher : Springer Science & Business Media
Release : 2007-05-07
ISBN : 3540368396
Language : En, Es, Fr & De

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Book Description :

These proceedings of the World Congress 2006, the fourteenth conference in this series, offer a strong scientific program covering a wide range of issues and challenges which are currently present in Medical physics and Biomedical Engineering. About 2,500 peer reviewed contributions are presented in a six volume book, comprising 25 tracks, joint conferences and symposia, and including invited contributions from well known researchers in this field.

Unsupervised Signal Processing

Unsupervised Signal Processing Book
Author : João Marcos Travassos Romano,Romis Attux,Charles Casimiro Cavalcante,Ricardo Suyama
Publisher : CRC Press
Release : 2018-09-03
ISBN : 1420019465
Language : En, Es, Fr & De

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Book Description :

Unsupervised Signal Processing: Channel Equalization and Source Separation provides a unified, systematic, and synthetic presentation of the theory of unsupervised signal processing. Always maintaining the focus on a signal processing-oriented approach, this book describes how the subject has evolved and assumed a wider scope that covers several topics, from well-established blind equalization and source separation methods to novel approaches based on machine learning and bio-inspired algorithms. From the foundations of statistical and adaptive signal processing, the authors explore and elaborate on emerging tools, such as machine learning-based solutions and bio-inspired methods. With a fresh take on this exciting area of study, this book: Provides a solid background on the statistical characterization of signals and systems and on linear filtering theory Emphasizes the link between supervised and unsupervised processing from the perspective of linear prediction and constrained filtering theory Addresses key issues concerning equilibrium solutions and equivalence relationships in the context of unsupervised equalization criteria Provides a systematic presentation of source separation and independent component analysis Discusses some instigating connections between the filtering problem and computational intelligence approaches. Building on more than a decade of the authors’ work at DSPCom laboratory, this book applies a fresh conceptual treatment and mathematical formalism to important existing topics. The result is perhaps the first unified presentation of unsupervised signal processing techniques—one that addresses areas including digital filters, adaptive methods, and statistical signal processing. With its remarkable synthesis of the field, this book provides a new vision to stimulate progress and contribute to the advent of more useful, efficient, and friendly intelligent systems.

Simultaneous EEG and FMRI

Simultaneous EEG and FMRI Book
Author : Markus Ullsperger,Stefan Debener
Publisher : Oxford University Press
Release : 2010-05-28
ISBN : 0195372735
Language : En, Es, Fr & De

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Book Description :

This text is intended to aid researchers who plan to set up a simultaneous EEG-fMRI laboratory and those who are interested in integrating electrophysiological and hemodynamic data. As will be obvious from the different chapters, this is a dynamically developing field in which several approaches are being tested and compared.

Graphs in Biomedical Image Analysis and Integrating Medical Imaging and Non Imaging Modalities

Graphs in Biomedical Image Analysis and Integrating Medical Imaging and Non Imaging Modalities Book
Author : Danail Stoyanov,Zeike Taylor,Enzo Ferrante,Adrian V. Dalca,Anne Martel,Lena Maier-Hein,Sarah Parisot,Aristeidis Sotiras,Bartlomiej Papiez,Mert R. Sabuncu,Li Shen
Publisher : Springer
Release : 2018-09-15
ISBN : 3030006891
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed joint proceedings of the Second International Workshop on Graphs in Biomedical Image Analysis, GRAIL 2018 and the First International Workshop on Integrating Medical Imaging and Non-Imaging Modalities, Beyond MIC 2018, held in conjunction with the 21st International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2018, in Granada, Spain, in September 2018. The 6 full papers presented at GRAIL 2018 and the 5 full papers presented at BeYond MIC 2018 were carefully reviewed and selected. The GRAIL papers cover a wide range of develop graph-based models for the analysis of biomedical images and encourage the exploration of graph-based models for difficult clinical problems within a variety of biomedical imaging contexts. The Beyond MIC papers cover topics of novel methods with significant imaging and non-imaging components, addressing practical applications and new datasets

4th European Conference of the International Federation for Medical and Biological Engineering 23 27 November 2008 Antwerp Belgium

4th European Conference of the International Federation for Medical and Biological Engineering 23   27 November 2008  Antwerp  Belgium Book
Author : Jos van der Sloten,Pascal Verdonck,Marc Nyssen,Jens Haueisen
Publisher : Springer Science & Business Media
Release : 2009-02-04
ISBN : 3540892087
Language : En, Es, Fr & De

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Book Description :

The 4th European Congress of the International Federation for Medical and Biological Federation was held in Antwerp, November 2008. 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

Internet and Distributed Computing Systems

Internet and Distributed Computing Systems Book
Author : Yang Xiang,Jingtao Sun,Giancarlo Fortino,Antonio Guerrieri,Jason J. Jung
Publisher : Springer
Release : 2018-10-16
ISBN : 3030027384
Language : En, Es, Fr & De

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Book Description :

This book constitutes the proceedings of the 11th International Conference on Internet and Distributed Computing Systems, IDCS 2018, held in Tokyo, Japan, in October 2018. The 21 full papers presented together with 5 poster and 2 short papers in this volume were carefully reviewed and selected from 40 submissions. This conference desired to look for inspiration in diverse areas (e.g., infrastructure and system design, software development, big data, control theory, artificial intelligence, IoT, self-adaptation, emerging models, paradigms, applications and technologies related to Internet-based distributed systems) to develop new ways to design and mange such complex and adaptive computation resources.