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Author : Jue Zhang
Publisher : Frontiers Media SA
ISBN 13 : 2889637506
Total Pages : 177 pages
Book Rating : 4.8/5 (896 download)
Download or read book Advances of Neuroimaging and Data Analysis written by Jue Zhang and published by Frontiers Media SA. This book was released on 2020-06-05 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Jian Kang
Publisher : Frontiers Media SA
ISBN 13 : 2889451283
Total Pages : 186 pages
Book Rating : 4.8/5 (894 download)
Download or read book Recent Advances and Challenges on Big Data Analysis in Neuroimaging written by Jian Kang and published by Frontiers Media SA. This book was released on 2017-05-17 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big data is revolutionizing our ability to measure and study the human brain. New technology increases the resolution of images that are being study as well as enables researchers to study the brain as it functions. These technological advances are combined with efforts to collect neuroimaging data on large numbers of subjects, in some cases longitudinally. This combination of advances in measurement and scope of studies requires novel development in the statistical analysis. Fast, scalable, robust and accurate models and approaches need to be developed to make headway on these problems. This volume represents a unique collection of researchers providing deep insights on the statistical analysis of big neuroimaging data.
Author :
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (136 download)
Download or read book Recent Advances and Challenges on Big Data Analysis in Neuroimaging written by and published by . This book was released on 2017 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big data is revolutionizing our ability to measure and study the human brain. New technology increases the resolution of images that are being study as well as enables researchers to study the brain as it functions. These technological advances are combined with efforts to collect neuroimaging data on large numbers of subjects, in some cases longitudinally. This combination of advances in measurement and scope of studies requires novel development in the statistical analysis. Fast, scalable, robust and accurate models and approaches need to be developed to make headway on these problems. This volume represents a unique collection of researchers providing deep insights on the statistical analysis of big neuroimaging data.
Author : Atsushi Kawaguchi
Publisher : CRC Press
ISBN 13 : 1000369870
Total Pages : 214 pages
Book Rating : 4.0/5 (3 download)
Download or read book Multivariate Analysis for Neuroimaging Data written by Atsushi Kawaguchi and published by CRC Press. This book was released on 2021-07-01 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes methods for statistical brain imaging data analysis from both the perspective of methodology and from the standpoint of application for software implementation in neuroscience research. These include those both commonly used (traditional established) and state of the art methods. The former is easier to do due to the availability of appropriate software. To understand the methods it is necessary to have some mathematical knowledge which is explained in the book with the help of figures and descriptions of the theory behind the software. In addition, the book includes numerical examples to guide readers on the working of existing popular software. The use of mathematics is reduced and simplified for non-experts using established methods, which also helps in avoiding mistakes in application and interpretation. Finally, the book enables the reader to understand and conceptualize the overall flow of brain imaging data analysis, particularly for statisticians and data-scientists unfamiliar with this area. The state of the art method described in the book has a multivariate approach developed by the authors’ team. Since brain imaging data, generally, has a highly correlated and complex structure with large amounts of data, categorized into big data, the multivariate approach can be used as dimension reduction by following the application of statistical methods. The R package for most of the methods described is provided in the book. Understanding the background theory is helpful in implementing the software for original and creative applications and for an unbiased interpretation of the output. The book also explains new methods in a conceptual manner. These methodologies and packages are commonly applied in life science data analysis. Advanced methods to obtain novel insights are introduced, thereby encouraging the development of new methods and applications for research into medicine as a neuroscience.
Author : Yao Wu
Publisher : Frontiers Media SA
ISBN 13 : 2832511899
Total Pages : 201 pages
Book Rating : 4.8/5 (325 download)
Download or read book Innovative applications with artificial intelligence methods in neuroimaging data analysis written by Yao Wu and published by Frontiers Media SA. This book was released on 2023-02-08 with total page 201 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Kostas Fountas
Publisher : BoD – Books on Demand
ISBN 13 : 9535109235
Total Pages : 236 pages
Book Rating : 4.5/5 (351 download)
Download or read book Novel Frontiers of Advanced Neuroimaging written by Kostas Fountas and published by BoD – Books on Demand. This book was released on 2013-01-09 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: Emerging imaging modalities continuously increase the diagnostic sensitivity and accuracy of neuroimaging, and have transformed diagnostic radiology into a powerful research and clinical tool. Various novel neuroimaging modalities have become of paramount importance, not only in establishing diagnosis but also in guiding surgical intervention, and in evaluating the treatment effect. Advanced MR based techniques such as Fractional Anisotropy, Diffusion Tensor Imaging, Proton Spectroscopy, and task-generated as well as resting-state functional MRI have tremendously increased the power of the modern neuroscientist’s armamentarium. The employment of advanced neuroimaging techniques have been expanded in the scientific fields of neuropsychology, consumer’s psychology, and forensic medicine. Our current textbook presents exactly a collection of such innovative work, and explores new frontiers, and future applications of neuroimaging
Author : Ioannis Tsougos
Publisher : CRC Press
ISBN 13 : 1351216538
Total Pages : 239 pages
Book Rating : 4.3/5 (512 download)
Download or read book Advanced MR Neuroimaging written by Ioannis Tsougos and published by CRC Press. This book was released on 2017-12-04 with total page 239 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the last decade, some of the greatest achievements in the field of neuroimaging have been related to remarkable advances in magnetic resonance techniques, including diffusion, perfusion, magnetic resonance spectroscopy, and functional MRI. Such techniques have provided valuable insights into tissue microstructure, microvasculature, metabolism and brain connectivity. Previously available mostly in research environments, these techniques are now becoming part of everyday clinical practice in a plethora of clinical MR systems. Nevertheless, despite growing interest and wider acceptance, there remains a lack of a comprehensive body of knowledge on the subject, exploring the intrinsic complexity and physical difficulty of the techniques. This book focuses on the basic principles and theories of diffusion, perfusion, magnetic resonance spectroscopy, and functional MRI. It also explores their clinical applications and places emphasis on the associated artifacts and pitfalls with a comprehensive and didactic approach. This book aims to bridge the gap between research applications and clinical practice. It will serve as an educational manual for neuroimaging researchers and radiologists, neurologists, neurosurgeons, and physicists with an interest in advanced MR techniques. It will also be a useful reference text for experienced clinical scientists who wish to optimize their multi-parametric imaging approach.
Author : Jurong Ding
Publisher : Frontiers Media SA
ISBN 13 : 2889761274
Total Pages : 196 pages
Book Rating : 4.8/5 (897 download)
Download or read book Advanced Neuroimaging Methods in Brain Disorders written by Jurong Ding and published by Frontiers Media SA. This book was released on 2022-05-05 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Alexis Netis Simpkins
Publisher : Frontiers Media SA
ISBN 13 : 2832539084
Total Pages : 320 pages
Book Rating : 4.8/5 (325 download)
Download or read book Big data analytics to advance stroke and cerebrovascular disease: A tool to bridge translational and clinical research written by Alexis Netis Simpkins and published by Frontiers Media SA. This book was released on 2023-12-26 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : William D. Penny
Publisher : Elsevier
ISBN 13 : 0080466508
Total Pages : 656 pages
Book Rating : 4.0/5 (84 download)
Download or read book Statistical Parametric Mapping: The Analysis of Functional Brain Images written by William D. Penny and published by Elsevier. This book was released on 2011-04-28 with total page 656 pages. Available in PDF, EPUB and Kindle. Book excerpt: In an age where the amount of data collected from brain imaging is increasing constantly, it is of critical importance to analyse those data within an accepted framework to ensure proper integration and comparison of the information collected. This book describes the ideas and procedures that underlie the analysis of signals produced by the brain. The aim is to understand how the brain works, in terms of its functional architecture and dynamics. This book provides the background and methodology for the analysis of all types of brain imaging data, from functional magnetic resonance imaging to magnetoencephalography. Critically, Statistical Parametric Mapping provides a widely accepted conceptual framework which allows treatment of all these different modalities. This rests on an understanding of the brain's functional anatomy and the way that measured signals are caused experimentally. The book takes the reader from the basic concepts underlying the analysis of neuroimaging data to cutting edge approaches that would be difficult to find in any other source. Critically, the material is presented in an incremental way so that the reader can understand the precedents for each new development. This book will be particularly useful to neuroscientists engaged in any form of brain mapping; who have to contend with the real-world problems of data analysis and understanding the techniques they are using. It is primarily a scientific treatment and a didactic introduction to the analysis of brain imaging data. It can be used as both a textbook for students and scientists starting to use the techniques, as well as a reference for practicing neuroscientists. The book also serves as a companion to the software packages that have been developed for brain imaging data analysis. An essential reference and companion for users of the SPM software Provides a complete description of the concepts and procedures entailed by the analysis of brain images Offers full didactic treatment of the basic mathematics behind the analysis of brain imaging data Stands as a compendium of all the advances in neuroimaging data analysis over the past decade Adopts an easy to understand and incremental approach that takes the reader from basic statistics to state of the art approaches such as Variational Bayes Structured treatment of data analysis issues that links different modalities and models Includes a series of appendices and tutorial-style chapters that makes even the most sophisticated approaches accessible
Author : Hernando Ombao
Publisher : CRC Press
ISBN 13 : 1315356201
Total Pages : 755 pages
Book Rating : 4.3/5 (153 download)
Download or read book Handbook of Neuroimaging Data Analysis written by Hernando Ombao and published by CRC Press. This book was released on 2016-11-18 with total page 755 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores various state-of-the-art aspects behind the statistical analysis of neuroimaging data. It examines the development of novel statistical approaches to model brain data. Designed for researchers in statistics, biostatistics, computer science, cognitive science, computer engineering, biomedical engineering, applied mathematics, physics, and radiology, the book can also be used as a textbook for graduate-level courses in statistics and biostatistics or as a self-study reference for Ph.D. students in statistics, biostatistics, psychology, neuroscience, and computer science.
Author : Xi Cheng
Publisher : Frontiers Media SA
ISBN 13 : 2889196771
Total Pages : 390 pages
Book Rating : 4.8/5 (891 download)
Download or read book Recent Advances and the Future Generation of Neuroinformatics Infrastructure written by Xi Cheng and published by Frontiers Media SA. This book was released on 2015-12-11 with total page 390 pages. Available in PDF, EPUB and Kindle. Book excerpt: The huge volume of multi-modal neuroimaging data across different neuroscience communities has posed a daunting challenge to traditional methods of data sharing, data archiving, data processing and data analysis. Neuroinformatics plays a crucial role in creating advanced methodologies and tools for the handling of varied and heterogeneous datasets in order to better understand the structure and function of the brain. These tools and methodologies not only enhance data collection, analysis, integration, interpretation, modeling, and dissemination of data, but also promote data sharing and collaboration. This Neuroinformatics Research Topic aims to summarize the state-of-art of the current achievements and explores the directions for the future generation of neuroinformatics infrastructure. The publications present solutions for data archiving, data processing and workflow, data mining, and system integration methodologies. Some of the systems presented are large in scale, geographically distributed, and already have a well-established user community. Some discuss opportunities and methodologies that facilitate large-scale parallel data processing tasks under a heterogeneous computational environment. We wish to stimulate on-going discussions at the level of the neuroinformatics infrastructure including the common challenges, new technologies of maximum benefit, key features of next generation infrastructure, etc. We have asked leading research groups from different research areas of neuroscience/neuroimaging to provide their thoughts on the development of a state of the art and highly-efficient neuroinformatics infrastructure. Such discussions will inspire and help guide the development of a state of the art, highly-efficient neuroinformatics infrastructure.
Author : Todd C. Handy
Publisher : MIT Press
ISBN 13 : 0262013088
Total Pages : 271 pages
Book Rating : 4.2/5 (62 download)
Download or read book Brain Signal Analysis written by Todd C. Handy and published by MIT Press. This book was released on 2009 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent developments in the tools and techniques of data acquisition and analysis in cognitive electrophysiology.
Author : Sangam Kanekar
Publisher : Elsevier Health Sciences
ISBN 13 : 032379422X
Total Pages : 217 pages
Book Rating : 4.3/5 (237 download)
Download or read book Advanced Neuroimaging in Brain Tumors, An Issue of Radiologic Clinics of North America, E-Book written by Sangam Kanekar and published by Elsevier Health Sciences. This book was released on 2021-05-13 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: This issue of Radiologic Clinics focuses on Advanced Neuroimaging in Brain Tumors and is edited by Dr. Sangam Kanekar. Articles will include: Imaging findings of new entities and patterns in brain tumor: IDH mutant, IDH wildtype, Codeletion, and MGMT methylation; CT and MR perfusion imaging in neuro-oncology; Application of diffusion weighted imaging (DWI) and diffusion tensor imaging (DTI) in the pre- and post-surgical evaluation of brain tumor; Clinical applications of magnetic resonance spectroscopy (MRS) in of brain tumors: grading and recurrence; Cellular and molecular imaging with PET and SPECT in brain tumors; Role of Functional MRI (fMRI) in the presurgical mapping of brain tumor; Imaging surveillance of gliomas: role of advanced imaging techniques; Neoplastic meningitis and paraneoplastic syndrome—role of imaging; Imaging of neurologic injury following oncologic therapy; RadioGenomics of brain tumor; Imaging mimics of brain tumors; Imaging of tumor syndromes; and more!
Author : Alessandro Grecucci
Publisher : Frontiers Media SA
ISBN 13 : 2889453162
Total Pages : 143 pages
Book Rating : 4.8/5 (894 download)
Download or read book Advanced Neuroimaging Methods for Studying Autism Disorder written by Alessandro Grecucci and published by Frontiers Media SA. This book was released on 2017-11-16 with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last twenty years, many attempts have been made to provide neurobiological models of autism. Functional, structural and connectivity analyses have highlighted reduced responses in key social areas, such as amygdala, medial prefrontal cortex, cingulate cortex, and superior temporal sulcus. However, these studies present discrepant results and some of them have been questioned for methodological limitations. The aim of this research topic is to present advanced neuroimaging methods able to capture the complexity of the neural deficits displayed in autism. This special issue presents new studies using structural and functional MRI, as well as magnetoencephalography, and novel protocols to analyze data (Analysis of Cluster Variability, Noise Reduction Strategies, Source-based Morphometry, Functional Connectivity Density, Restriction Spectrum Imaging and the others). We believe it is time to integrate data provided by different techniques and methodologies in order to have a better understanding of autism.
Author : Sandy Ryza
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491972904
Total Pages : 280 pages
Book Rating : 4.4/5 (919 download)
Download or read book Advanced Analytics with Spark written by Sandy Ryza and published by "O'Reilly Media, Inc.". This book was released on 2017-06-12 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the second edition of this practical book, four Cloudera data scientists present a set of self-contained patterns for performing large-scale data analysis with Spark. The authors bring Spark, statistical methods, and real-world data sets together to teach you how to approach analytics problems by example. Updated for Spark 2.1, this edition acts as an introduction to these techniques and other best practices in Spark programming. You’ll start with an introduction to Spark and its ecosystem, and then dive into patterns that apply common techniques—including classification, clustering, collaborative filtering, and anomaly detection—to fields such as genomics, security, and finance. If you have an entry-level understanding of machine learning and statistics, and you program in Java, Python, or Scala, you’ll find the book’s patterns useful for working on your own data applications. With this book, you will: Familiarize yourself with the Spark programming model Become comfortable within the Spark ecosystem Learn general approaches in data science Examine complete implementations that analyze large public data sets Discover which machine learning tools make sense for particular problems Acquire code that can be adapted to many uses
Author : Behroze Adi Vachha
Publisher : Frontiers Media SA
ISBN 13 : 2889667448
Total Pages : 81 pages
Book Rating : 4.8/5 (896 download)
Download or read book Advanced Neuroimaging of Brain Metastases written by Behroze Adi Vachha and published by Frontiers Media SA. This book was released on 2021-05-05 with total page 81 pages. Available in PDF, EPUB and Kindle. Book excerpt:
