Pattern Analysis Of The Human Connectome

Author : Dewen Hu
Publisher : Springer Nature
ISBN 13 : 9813295236
Total Pages : 258 pages
Book Rating : 4.30/5 ( download)

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Download or read book Pattern Analysis of the Human Connectome written by Dewen Hu and published by Springer Nature. This book was released on 2019-11-12 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent advances in pattern analysis of the human connectome. The human connectome, measured by magnetic resonance imaging at the macroscale, provides a comprehensive description of how brain regions are connected. Based on machine learning methods, multiviarate pattern analysis can directly decode psychological or cognitive states from brain connectivity patterns. Although there are a number of works with chapters on conventional human connectome encoding (brain-mapping), there are few resources on human connectome decoding (brain-reading). Focusing mainly on advances made over the past decade in the field of manifold learning, sparse coding, multi-task learning, and deep learning of the human connectome and applications, this book helps students and researchers gain an overall picture of pattern analysis of the human connectome. It also offers valuable insights for clinicians involved in the clinical diagnosis and treatment evaluation of neuropsychiatric disorders.

Author : Henry Kennedy
Publisher : Springer
ISBN 13 : 3319277774
Total Pages : 173 pages
Book Rating : 4.76/5 ( download)

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Download or read book Micro-, Meso- and Macro-Connectomics of the Brain written by Henry Kennedy and published by Springer. This book was released on 2016-03-10 with total page 173 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book has brought together leading investigators who work in the new arena of brain connectomics. This includes ‘macro-connectome’ efforts to comprehensively chart long-distance pathways and functional networks; ‘micro-connectome’ efforts to identify every neuron, axon, dendrite, synapse, and glial process within restricted brain regions; and ‘meso-connectome’ efforts to systematically map both local and long-distance connections using anatomical tracers. This book highlights cutting-edge methods that can accelerate progress in elucidating static ‘hard-wired’ circuits of the brain as well as dynamic interactions that are vital for brain function. The power of connectomic approaches in characterizing abnormal circuits in the many brain disorders that afflict humankind is considered. Experts in computational neuroscience and network theory provide perspectives needed for synthesizing across different scales in space and time. Altogether, this book provides an integrated view of the challenges and opportunities in deciphering brain circuits in health and disease.

Author : Olaf Sporns
Publisher : MIT Press
ISBN 13 : 0262017903
Total Pages : 253 pages
Book Rating : 4.09/5 ( download)

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Download or read book Discovering the Human Connectome written by Olaf Sporns and published by MIT Press. This book was released on 2012-08-31 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: A pioneer in the field outlines new empirical and computational approaches to mapping the neural connections of the human brain. Crucial to understanding how the brain works is connectivity, and the centerpiece of brain connectivity is the connectome, a comprehensive description of how neurons and brain regions are connected. In this book, Olaf Sporns surveys current efforts to chart these connections—to map the human connectome. He argues that the nascent field of connectomics has already begun to influence the way many neuroscientists collect, analyze, and think about their data. Moreover, the idea of mapping the connections of the human brain in their entirety has captured the imaginations of researchers across several disciplines including human cognition, brain and mental disorders, and complex systems and networks. Discovering the Human Connectome offers the first comprehensive overview of current empirical and computational approaches in this rapidly developing field.

Author : Trygve B. Leergaard
Publisher : Frontiers E-books
ISBN 13 : 2889191079
Total Pages : 251 pages
Book Rating : 4.79/5 ( download)

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Download or read book Mapping the connectome: Multi-level analysis of brain connectivity written by Trygve B. Leergaard and published by Frontiers E-books. This book was released on with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : Markus D. Schirmer
Publisher : Academic Press
ISBN 13 : 0323852815
Total Pages : 480 pages
Book Rating : 4.14/5 ( download)

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Download or read book Connectome Analysis written by Markus D. Schirmer and published by Academic Press. This book was released on 2023-06-30 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: Connectome Analysis: Characterization, Methods, and Analysis is a comprehensive companion for the analysis of brain networks, or connectomes. The book provides sources of constituent structural and functional MRI signals, network construction and practices for analysis, cutting-edge methods that address the latest challenges in neuroscience, and the fundamentals of network theory in the context of giving practical methods for building connectomes for analysis. Emphasis is placed on quality control of the individual analysis steps. Subsequent chapters discuss networks in neuroscience in clinical and general populations, including how findings are related to underlying neurophysiology and neuropsychology. This book is aimed at students and early-career researchers in brain connectomics and neuroimaging who have a background in computer science, mathematics and physics, as well as more broadly to neuroscientists and psychologists who want to start incorporating connectomics into their research. Provides practical recommendations on how to construct, assess and analyze brain networks Gives an understanding of all the technical methods for connectome analysis Presents the basic network theoretical principles typically used in neuroscience Covers the latest tools and data repositories that are freely available for the reader to carry out connectomic analyses

Author : Alex Fornito
Publisher : Academic Press
ISBN 13 : 0124081185
Total Pages : 494 pages
Book Rating : 4.85/5 ( download)

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Download or read book Fundamentals of Brain Network Analysis written by Alex Fornito and published by Academic Press. This book was released on 2016-03-04 with total page 494 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fundamentals of Brain Network Analysis is a comprehensive and accessible introduction to methods for unraveling the extraordinary complexity of neuronal connectivity. From the perspective of graph theory and network science, this book introduces, motivates and explains techniques for modeling brain networks as graphs of nodes connected by edges, and covers a diverse array of measures for quantifying their topological and spatial organization. It builds intuition for key concepts and methods by illustrating how they can be practically applied in diverse areas of neuroscience, ranging from the analysis of synaptic networks in the nematode worm to the characterization of large-scale human brain networks constructed with magnetic resonance imaging. This text is ideally suited to neuroscientists wanting to develop expertise in the rapidly developing field of neural connectomics, and to physical and computational scientists wanting to understand how these quantitative methods can be used to understand brain organization. Extensively illustrated throughout by graphical representations of key mathematical concepts and their practical applications to analyses of nervous systems Comprehensively covers graph theoretical analyses of structural and functional brain networks, from microscopic to macroscopic scales, using examples based on a wide variety of experimental methods in neuroscience Designed to inform and empower scientists at all levels of experience, and from any specialist background, wanting to use modern methods of network science to understand the organization of the brain

Author : Nassir Navab
Publisher : Springer
ISBN 13 : 3319245716
Total Pages : 720 pages
Book Rating : 4.13/5 ( download)

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Download or read book Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2015 written by Nassir Navab and published by Springer. This book was released on 2015-09-28 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set LNCS 9349, 9350, and 9351 constitutes the refereed proceedings of the 18th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2015, held in Munich, Germany, in October 2015. Based on rigorous peer reviews, the program committee carefully selected 263 revised papers from 810 submissions for presentation in three volumes. The papers have been organized in the following topical sections: quantitative image analysis I: segmentation and measurement; computer-aided diagnosis: machine learning; computer-aided diagnosis: automation; quantitative image analysis II: classification, detection, features, and morphology; advanced MRI: diffusion, fMRI, DCE; quantitative image analysis III: motion, deformation, development and degeneration; quantitative image analysis IV: microscopy, fluorescence and histological imagery; registration: method and advanced applications; reconstruction, image formation, advanced acquisition - computational imaging; modelling and simulation for diagnosis and interventional planning; computer-assisted and image-guided interventions.

Author : Mario Vento
Publisher : Springer Nature
ISBN 13 : 3030299309
Total Pages : 129 pages
Book Rating : 4.09/5 ( download)

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Download or read book Computer Analysis of Images and Patterns written by Mario Vento and published by Springer Nature. This book was released on 2019-08-22 with total page 129 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of two workshops held at the 18th International Conference on Computer Analysis of Images and Patterns, CAIP 2019, held in Salerno, Italy, in September 2019: First Workshop on Deep-learning based Computer Vision for UAV, DL-UAV 2019, and the First Workshop on Visual Computing and Machine Learning for Biomedical Applications, ViMaBi 2019. The 12 papers presented in this volume were carefully reviewed and selected from 16 submissions and focus on all aspects of visual computing and machine learning for biomedical applications, and deep-learning based computer vision for UAV.

Author : Sebastian Seung
Publisher : Houghton Mifflin Harcourt
ISBN 13 : 0547508182
Total Pages : 389 pages
Book Rating : 4.84/5 ( download)

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Download or read book Connectome written by Sebastian Seung and published by Houghton Mifflin Harcourt. This book was released on 2012 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: The audacious effort to map the brain--and along with it mental afflictions, from autism to schizophrenia--by a rising star in neuroscience.

Author : Sebastian Kubitschko
Publisher : Springer
ISBN 13 : 3319407007
Total Pages : 330 pages
Book Rating : 4.05/5 ( download)

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Download or read book Innovative Methods in Media and Communication Research written by Sebastian Kubitschko and published by Springer. This book was released on 2016-12-26 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: This collection reflects the need for suitable methods to answer emerging questions that result from the ever-changing media environment. As media technologies and infrastructures become inseparably interwoven with social constellations, scholars from varying disciplines increasingly investigate their characteristics, functioning, relevance and impact – facing new methodological challenges as well as opportunities. Innovative Methods in Media and Communication Research engages with the substantial need to rethink established methods to research acute changes in the media environment. The book gathers chapters dedicated to the multifacetedness and liveliness of emerging methods – from lifelogging and ethnography to digital methods and visualization – while embedding them in the rich history of interdisciplinary empirical research. Innovation here is a call for widening and rethinking research methods to stimulate a sophisticated debate on and exploration of contemporary methodological approaches for scholars at various levels of academic life. Accompanied by introductory sections of prominent scholars, the majority of empirical studies gathered in this volume are accomplished through early-career scholars who strive to advance cutting-edge and in parts even provocative approaches for the study of media and communication. The book's four sections on Materiality, Technology, Experience and Visualization are introduced by Saskia Sassen, Noortje Marres, Sarah Pink and Lev Manovich.