Multimodal Neuroimaging Computing For The Characterization Of Neurodegenerative Disorders

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Multimodal Neuroimaging Computing for the Characterization of Neurodegenerative Disorders

Author : Sidong Liu
Publisher : Springer
ISBN 13 : 9811035334
Total Pages : 153 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Multimodal Neuroimaging Computing for the Characterization of Neurodegenerative Disorders by : Sidong Liu

Download or read book Multimodal Neuroimaging Computing for the Characterization of Neurodegenerative Disorders written by Sidong Liu and published by Springer. This book was released on 2017-01-11 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis covers various facets of brain image computing methods and illustrates the scientific understanding of neurodegenerative disorders based on four general aspects of multimodal neuroimaging computing: neuroimaging data pre-processing, brain feature modeling, pathological pattern analysis, and translational model development. It demonstrates how multimodal neuroimaging computing techniques can be integrated and applied to neurodegenerative disease research and management, highlighting relevant examples and case studies. Readers will also discover a number of interesting extension topics in longitudinal neuroimaging studies, subject-centered analysis, and the brain connectome. As such, the book will benefit all health informatics postgraduates, neuroscience researchers, neurology and psychiatry practitioners, and policymakers who are interested in medical image computing and computer-assisted interventions. “br>

Multimodal Brain Image Analysis

Author : Li Shen
Publisher : Springer
ISBN 13 : 3319021265
Total Pages : 268 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Multimodal Brain Image Analysis by : Li Shen

Download or read book Multimodal Brain Image Analysis written by Li Shen and published by Springer. This book was released on 2013-08-15 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Third International Workshop on Multimodal Brain Image Analysis, MBIA 2013, held in Nagoya, Japan, on September 22, 2013 in conjunction with the 16th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI. The 24 revised full papers presented were carefully reviewed and selected from 35 submissions. The papers are organized in topical sections on analysis, methodologies, algorithms, software systems, validation approaches, benchmark datasets, neuroscience and clinical applications.

Data Analysis for Neurodegenerative Disorders

Author : Deepika Koundal
Publisher : Springer Nature
ISBN 13 : 9819921546
Total Pages : 267 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Data Analysis for Neurodegenerative Disorders by : Deepika Koundal

Download or read book Data Analysis for Neurodegenerative Disorders written by Deepika Koundal and published by Springer Nature. This book was released on 2023-05-31 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the challenges involved in handling medical big data in the diagnosis of neurological disorders. It discusses how to optimally reduce the number of neuropsychological tests during the classification of these disorders by using feature selection methods based on the diagnostic information of enrolled subjects. The book includes key definitions/models and covers their applications in different types of signal/image processing for neurological disorder data. An extensive discussion on the possibility of enhancing the abilities of AI systems using the different data analysis is included. The book recollects several applicable basic preliminaries of the different AI networks and models, while also highlighting basic processes in image processing for various neurological disorders. It also reports on several applications to image processing and explores numerous topics concerning the role of big data analysis in addressing signal and image processing in various real-world scenarios involving neurological disorders. This cutting-edge book highlights the analysis of medical data, together with novel procedures and challenges for handling neurological signals and images. It will help engineers, researchers and software developers to understand the concepts and different models of AI and data analysis. To help readers gain a comprehensive grasp of the subject, it focuses on three key features: ● Presents outstanding concepts and models for using AI in clinical applications involving neurological disorders, with clear descriptions of image representation, feature extraction and selection. ● Highlights a range of techniques for evaluating the performance of proposed CAD systems for the diagnosis of neurological disorders. ● Examines various signal and image processing methods for efficient decision support systems. Soft computing, machine learning and optimization algorithms are also included to improve the CAD systems used.

Multimodal Electroencephalography and Near-infrared Spectroscopy Neuroimaging Measurement and Analysis

Author : Paolo Giacometti
Publisher :
ISBN 13 :
Total Pages : 432 pages
Book Rating : 4.:/5 (881 download)

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Book Synopsis Multimodal Electroencephalography and Near-infrared Spectroscopy Neuroimaging Measurement and Analysis by : Paolo Giacometti

Download or read book Multimodal Electroencephalography and Near-infrared Spectroscopy Neuroimaging Measurement and Analysis written by Paolo Giacometti and published by . This book was released on 2014 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: This project focuses on the development of research tools and methods that are used to study the relationship between neural activity and subsequent hemodynamic responses in the human brain. This relationship, referred to as neurovascular coupling, involves complex interactions between neurons, glial cells and vascular endothelial cells. Noninvasive functional neuroimaging studies that combine multiple modalities can be used to study neurovascular coupling to identify its characteristics in various populations. Neurovascular coupling has been studied using a variety of combinations of brain imaging systems such as electroencephalography (EEG), near-infrared spectroscopy (NIRS), magnetoencephalography (MEG), functional magnetic resonance imaging (MRI), transcrannial magnetic stimulation (TMS), and positron emission tomography (PET), among others. It has been studied to gain a better understanding of brain function, and to better understand a variety of neurodegenerative diseases and the mechanisms that affect cognitive function. We have developed a noninvasive head probe that combines NIRS and EEG to monitor and record neurovascular brain activity with whole head coverage. It is low cost, easy to use, fabricate, and assemble, and is designed and manufactured for compatibility with MRI and MEG. In addition, we have devoted significant efforts towards design optimization of the components to maximize performance metrics, such as electrical and optical connectivity, positioning accuracy and precision, and to minimize issues with mechanical stability or reusability. We have also developed simulation software to optimize NIRS probe design by automatically computing the coordinates of all electrode and optode positions on a surface mesh of a head. Finally, we completed an analysis of joint forward and inverse models for combined EEG and NIRS. These models contain all the necessary data to perform tomographic reconstructions of measurement data recorded using the NIRS-EEG head probe. They also show the correspondence between the sensitivity of EEG and NIRS to the brain. The research tools developed in this project provide an integrated human interface and software tools for the investigation of fundamental questions regarding neurovascular coupling using multimodal EEG and NIRS.

Magnetoencephalography

Author : Selma Supek
Publisher : Springer
ISBN 13 : 3642330452
Total Pages : 999 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Magnetoencephalography by : Selma Supek

Download or read book Magnetoencephalography written by Selma Supek and published by Springer. This book was released on 2014-08-07 with total page 999 pages. Available in PDF, EPUB and Kindle. Book excerpt: Magnetoencephalography (MEG) is an invaluable functional brain imaging technique that provides direct, real-time monitoring of neuronal activity necessary for gaining insight into dynamic cortical networks. Our intentions with this book are to cover the richness and transdisciplinary nature of the MEG field, make it more accessible to newcomers and experienced researchers and to stimulate growth in the MEG area. The book presents a comprehensive overview of MEG basics and the latest developments in methodological, empirical and clinical research, directed toward master and doctoral students, as well as researchers. There are three levels of contributions: 1) tutorials on instrumentation, measurements, modeling, and experimental design; 2) topical reviews providing extensive coverage of relevant research topics; and 3) short contributions on open, challenging issues, future developments and novel applications. The topics range from neuromagnetic measurements, signal processing and source localization techniques to dynamic functional networks underlying perception and cognition in both health and disease. Topical reviews cover, among others: development on SQUID-based and novel sensors, multi-modal integration (low field MRI and MEG; EEG and fMRI), Bayesian approaches to multi-modal integration, direct neuronal imaging, novel noise reduction methods, source-space functional analysis, decoding of brain states, dynamic brain connectivity, sensory-motor integration, MEG studies on perception and cognition, thalamocortical oscillations, fetal and neonatal MEG, pediatric MEG studies, cognitive development, clinical applications of MEG in epilepsy, pre-surgical mapping, stroke, schizophrenia, stuttering, traumatic brain injury, post-traumatic stress disorder, depression, autism, aging and neurodegeneration, MEG applications in cognitive neuropharmacology and an overview of the major open-source analysis tools.

Pattern Recognition and Computer Vision

Author : Huimin Ma
Publisher : Springer Nature
ISBN 13 : 3030880109
Total Pages : 649 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Pattern Recognition and Computer Vision by : Huimin Ma

Download or read book Pattern Recognition and Computer Vision written by Huimin Ma and published by Springer Nature. This book was released on 2021-10-22 with total page 649 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 4-volume set LNCS 13019, 13020, 13021 and 13022 constitutes the refereed proceedings of the 4th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2021, held in Beijing, China, in October-November 2021. The 201 full papers presented were carefully reviewed and selected from 513 submissions. The papers have been organized in the following topical sections: Object Detection, Tracking and Recognition; Computer Vision, Theories and Applications, Multimedia Processing and Analysis; Low-level Vision and Image Processing; Biomedical Image Processing and Analysis; Machine Learning, Neural Network and Deep Learning, and New Advances in Visual Perception and Understanding.

Multimodal Brain Image Analysis

Author : Pew-Thian Yap
Publisher : Springer
ISBN 13 : 3642335306
Total Pages : 235 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Multimodal Brain Image Analysis by : Pew-Thian Yap

Download or read book Multimodal Brain Image Analysis written by Pew-Thian Yap and published by Springer. This book was released on 2012-09-18 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Workshop on Multimodal Brain Image Analysis, held in conjunction with MICCAI 2012, in Nice, France, in October 2012. The 19 revised full papers presented were carefully reviewed and selected from numerous submissions. The objective of this workshop is to forward the state of the art in analysis methodologies, algorithms, software systems, validation approaches, benchmark datasets, neuroscience, and clinical applications.

International Conference on Innovative Computing and Communications

Author : Ashish Khanna
Publisher : Springer
ISBN 13 : 9789811625961
Total Pages : 830 pages
Book Rating : 4.6/5 (259 download)

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Book Synopsis International Conference on Innovative Computing and Communications by : Ashish Khanna

Download or read book International Conference on Innovative Computing and Communications written by Ashish Khanna and published by Springer. This book was released on 2021-09-01 with total page 830 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes high-quality research papers presented at the Fourth International Conference on Innovative Computing and Communication (ICICC 2021), which is held at the Shaheed Sukhdev College of Business Studies, University of Delhi, Delhi, India, on February 20–21, 2021. Introducing the innovative works of scientists, professors, research scholars, students and industrial experts in the field of computing and communication, the book promotes the transformation of fundamental research into institutional and industrialized research and the conversion of applied exploration into real-time applications.

Neuroimaging in Dementia

Author : Frederik Barkhof
Publisher : Springer Science & Business Media
ISBN 13 : 3642008186
Total Pages : 295 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Neuroimaging in Dementia by : Frederik Barkhof

Download or read book Neuroimaging in Dementia written by Frederik Barkhof and published by Springer Science & Business Media. This book was released on 2011-02-11 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: This up-to-date, superbly illustrated book is a practical guide to the effective use of neuroimaging in the patient with cognitive decline. It sets out the key clinical and imaging features of the various causes of dementia and directs the reader from clinical presentation to neuroimaging and on to an accurate diagnosis whenever possible. After an introductory chapter on the clinical background, the available "toolbox" of structural and functional neuroimaging techniques is reviewed in detail, including CT, MRI and advanced MR techniques, SPECT and PET, and image analysis methods. The imaging findings in normal ageing are then discussed, followed by a series of chapters that carefully present and analyze the key findings in patients with dementias. Throughout, a practical approach is adopted, geared specifically to the needs of clinicians (neurologists, radiologists, psychiatrists, geriatricians) working in the field of dementia, for whom this book will prove an invaluable resource.

Artificial Intelligence in Neuroscience: Affective Analysis and Health Applications

Author : José Manuel Ferrández Vicente
Publisher : Springer Nature
ISBN 13 : 3031062426
Total Pages : 675 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Artificial Intelligence in Neuroscience: Affective Analysis and Health Applications by : José Manuel Ferrández Vicente

Download or read book Artificial Intelligence in Neuroscience: Affective Analysis and Health Applications written by José Manuel Ferrández Vicente and published by Springer Nature. This book was released on 2022-05-24 with total page 675 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volume set LNCS 13258 and 13259 constitutes the proceedings of the International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2022, held in Puerto de la Cruz, Tenerife, Spain in May – June 2022. The total of 121 contributions was carefully reviewed and selected from 203 submissions. The papers are organized in two volumes, with the following topical sub-headings: Part I: Machine Learning in Neuroscience; Neuromotor and Cognitive Disorders; Affective Analysis; Health Applications, Part II: Affective Computing in Ambient Intelligence; Bioinspired Computing Approaches; Machine Learning in Computer Vision and Robot; Deep Learning; Artificial Intelligence Applications.

Pattern Recognition and Computer Vision

Author : Shiqi Yu
Publisher : Springer Nature
ISBN 13 : 3031189108
Total Pages : 737 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Pattern Recognition and Computer Vision by : Shiqi Yu

Download or read book Pattern Recognition and Computer Vision written by Shiqi Yu and published by Springer Nature. This book was released on 2022-10-27 with total page 737 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 4-volume set LNCS 13534, 13535, 13536 and 13537 constitutes the refereed proceedings of the 5th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2022, held in Shenzhen, China, in November 2022. The 233 full papers presented were carefully reviewed and selected from 564 submissions. The papers have been organized in the following topical sections: Theories and Feature Extraction; Machine learning, Multimedia and Multimodal; Optimization and Neural Network and Deep Learning; Biomedical Image Processing and Analysis; Pattern Classification and Clustering; 3D Computer Vision and Reconstruction, Robots and Autonomous Driving; Recognition, Remote Sensing; Vision Analysis and Understanding; Image Processing and Low-level Vision; Object Detection, Segmentation and Tracking.

Artificial Intelligence in the Age of Neural Networks and Brain Computing

Author : Robert Kozma
Publisher : Academic Press
ISBN 13 : 0323958168
Total Pages : 398 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Artificial Intelligence in the Age of Neural Networks and Brain Computing by : Robert Kozma

Download or read book Artificial Intelligence in the Age of Neural Networks and Brain Computing written by Robert Kozma and published by Academic Press. This book was released on 2023-10-27 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence in the Age of Neural Networks and Brain Computing, Second Edition demonstrates that present disruptive implications and applications of AI is a development of the unique attributes of neural networks, mainly machine learning, distributed architectures, massive parallel processing, black-box inference, intrinsic nonlinearity, and smart autonomous search engines. The book covers the major basic ideas of "brain-like computing" behind AI, provides a framework to deep learning, and launches novel and intriguing paradigms as possible future alternatives. The present success of AI-based commercial products proposed by top industry leaders, such as Google, IBM, Microsoft, Intel, and Amazon, can be interpreted using the perspective presented in this book by viewing the co-existence of a successful synergism among what is referred to as computational intelligence, natural intelligence, brain computing, and neural engineering. The new edition has been updated to include major new advances in the field, including many new chapters. Developed from the 30th anniversary of the International Neural Network Society (INNS) and the 2017 International Joint Conference on Neural Networks (IJCNN Authored by top experts, global field pioneers, and researchers working on cutting-edge applications in signal processing, speech recognition, games, adaptive control and decision-making Edited by high-level academics and researchers in intelligent systems and neural networks Includes all new chapters, including topics such as Frontiers in Recurrent Neural Network Research; Big Science, Team Science, Open Science for Neuroscience; A Model-Based Approach for Bridging Scales of Cortical Activity; A Cognitive Architecture for Object Recognition in Video; How Brain Architecture Leads to Abstract Thought; Deep Learning-Based Speech Separation and Advances in AI, Neural Networks

Biomarkers from Multi-tracer and Multi-modal Neuroimaging in Age-related Neurodegenerative Diseases

Author : Ping Wu
Publisher : Frontiers Media SA
ISBN 13 : 2889769569
Total Pages : 329 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Biomarkers from Multi-tracer and Multi-modal Neuroimaging in Age-related Neurodegenerative Diseases by : Ping Wu

Download or read book Biomarkers from Multi-tracer and Multi-modal Neuroimaging in Age-related Neurodegenerative Diseases written by Ping Wu and published by Frontiers Media SA. This book was released on 2022-09-12 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt:

International Conference on Innovative Computing and Communications

Author : Ashish Khanna
Publisher : Springer Nature
ISBN 13 : 9811625972
Total Pages : 812 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis International Conference on Innovative Computing and Communications by : Ashish Khanna

Download or read book International Conference on Innovative Computing and Communications written by Ashish Khanna and published by Springer Nature. This book was released on 2021-08-31 with total page 812 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes high-quality research papers presented at the Fourth International Conference on Innovative Computing and Communication (ICICC 2021), which is held at the Shaheed Sukhdev College of Business Studies, University of Delhi, Delhi, India, on February 20–21, 2021. Introducing the innovative works of scientists, professors, research scholars, students and industrial experts in the field of computing and communication, the book promotes the transformation of fundamental research into institutional and industrialized research and the conversion of applied exploration into real-time applications.

Deep Learning Approaches for Early Diagnosis of Neurodegenerative Diseases

Author : Rodriguez, Raul Villamarin
Publisher : IGI Global
ISBN 13 :
Total Pages : 346 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Deep Learning Approaches for Early Diagnosis of Neurodegenerative Diseases by : Rodriguez, Raul Villamarin

Download or read book Deep Learning Approaches for Early Diagnosis of Neurodegenerative Diseases written by Rodriguez, Raul Villamarin and published by IGI Global. This book was released on 2024-02-14 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: Within the context of global health challenges posed by intractable neurodegenerative diseases like Alzheimer's and Parkinson's, the significance of early diagnosis is critical for effective intervention, and scientists continue to discover new methods of detection. However, actual diagnosis goes beyond detection to include a significant analysis of combined data for many cases, which presents a challenge of several complicated calculations. Deep Learning Approaches for Early Diagnosis of Neurodegenerative Diseases stands as a groundbreaking work at the intersection of artificial intelligence and neuroscience. The book orchestrates a symphony of cutting-edge techniques and progressions in early detection by assembling eminent experts from the domains of deep learning and neurology. Through a harmonious blend of research areas and pragmatic applications, this monumental work charts the transformative course to revolutionize the landscape of early diagnosis and management of neurodegenerative disorders. Within the pages, readers will embark through the intricate landscape of neurodegenerative diseases, the fundamental underpinnings of deep learning, the nuances of neuroimaging data acquisition and preprocessing, the alchemy of feature extraction and representation learning, and the symphony of deep learning models tailored for neurodegenerative disease diagnosis. The book also delves into integrating multimodal data to augment diagnosis, the imperative of rigorously evaluating and validating deep learning models, and the ethical considerations and challenges entwined with deep learning for neurodegenerative diseases.

Medical Image Computing and Computer Assisted Intervention − MICCAI 2017

Author : Maxime Descoteaux
Publisher : Springer
ISBN 13 : 3319661795
Total Pages : 713 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Medical Image Computing and Computer Assisted Intervention − MICCAI 2017 by : Maxime Descoteaux

Download or read book Medical Image Computing and Computer Assisted Intervention − MICCAI 2017 written by Maxime Descoteaux and published by Springer. This book was released on 2017-09-03 with total page 713 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three-volume set LNCS 10433, 10434, and 10435 constitutes the refereed proceedings of the 20th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2017, held inQuebec City, Canada, in September 2017. The 255 revised full papers presented were carefully reviewed and selected from 800 submissions in a two-phase review process. The papers have been organized in the following topical sections: Part I: atlas and surface-based techniques; shape and patch-based techniques; registration techniques, functional imaging, connectivity, and brain parcellation; diffusion magnetic resonance imaging (dMRI) and tensor/fiber processing; and image segmentation and modelling. Part II: optical imaging; airway and vessel analysis; motion and cardiac analysis; tumor processing; planning and simulation for medical interventions; interventional imaging and navigation; and medical image computing. Part III: feature extraction and classification techniques; and machine learning in medical image computing.

Information Processing in Medical Imaging

Author : Marc Niethammer
Publisher : Springer
ISBN 13 : 3319590502
Total Pages : 691 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Information Processing in Medical Imaging by : Marc Niethammer

Download or read book Information Processing in Medical Imaging written by Marc Niethammer and published by Springer. This book was released on 2017-06-06 with total page 691 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 25th International Conference on Information Processing in Medical Imaging, IPMI 2017, held at the Appalachian State University, Boon, NC, USA, in June 2017. The 53 full papers presented in this volume were carefully reviewed and selected from 147 submissions. They were organized in topical sections named: analysis on manifolds; shape analysis; disease diagnosis/progression; brain networks an connectivity; diffusion imaging; quantitative imaging; imaging genomics; image registration; segmentation; general image analysis.