automated eeg based diagnosis of neurological disorders inventing the future of neurology

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Automated Eeg Based Diagnosis Of Neurological Disorders

Author : Hojjat Adeli
ISBN : 1439815321
Genre : Medical
File Size : 89. 28 MB
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Based on the authors’ groundbreaking research, Automated EEG-Based Diagnosis of Neurological Disorders: Inventing the Future of Neurology presents a research ideology, a novel multi-paradigm methodology, and advanced computational models for the automated EEG-based diagnosis of neurological disorders. It is based on the ingenious integration of three different computing technologies and problem-solving paradigms: neural networks, wavelets, and chaos theory. The book also includes three introductory chapters that familiarize readers with these three distinct paradigms. After extensive research and the discovery of relevant mathematical markers, the authors present a methodology for epilepsy diagnosis and seizure detection that offers an exceptional accuracy rate of 96 percent. They examine technology that has the potential to impact and transform neurology practice in a significant way. They also include some preliminary results towards EEG-based diagnosis of Alzheimer’s disease. The methodology presented in the book is especially versatile and can be adapted and applied for the diagnosis of other brain disorders. The senior author is currently extending the new technology to diagnosis of ADHD and autism. A second contribution made by the book is its presentation and advancement of Spiking Neural Networks as the seminal foundation of a more realistic and plausible third generation neural network.

Future Generation Information Technology

Author : Jung-Hyun Lee
ISBN : 9783642175695
Genre : Computers
File Size : 78. 86 MB
Format : PDF
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As information technology (IT) becomes specialized and fragmented, it is easy to lose sight that many topics have common threads and because of this, advances in one s- discipline may transmit to another. The presentation of results between different s- disciplines encourages this interchange for the advancement of IT as a whole. This volume comprises the selection of papers presented at the Second International Mega-Conference on Future Generation Information Technology (FGIT 2010), composed of the following 11 international conferences: Advanced Software Engineering and Its Applications (ASEA 2010), Bio-Science and Bio- Technology (BSBT 2010), Control and Automation (CA 2010), Disaster Recovery and Business Continuity (DRBC 2010), Database Theory and Application (DTA 2010), Future Generation Communication and Networking (FGCN 2010), Grid and Distributed Computing (GDC 2010), Multimedia, Computer Graphics and Broadcasting (MulGraB 2010), Security Technology (SecTech 2010), Signal Processing, Image Processing and Pattern Recognition (SIP 2010), as well as u- and e-Service, Science and Technology (UNESST 2010). In total, 1,630 papers were submitted to FGIT 2010 from 30 countries. The submitted papers went through a rigorous reviewing process and 395 papers were accepted. Of these 395 papers, 60 were assigned to this volume. In addition, this volume contains 7 invited papers and abstracts. Of the remaining accepted papers, 269 were distributed among 8 volumes of proceedings published by Springer in the CCIS series. 66 papers were withdrawn due to technical reasons.

Neural Information Processing

Author : Akira Hirose
ISBN : 9783319466811
Genre : Computers
File Size : 49. 94 MB
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The four volume set LNCS 9947, LNCS 9948, LNCS 9949, and LNCS 9950 constitues the proceedings of the 23rd International Conference on Neural Information Processing, ICONIP 2016, held in Kyoto, Japan, in October 2016. The 296 full papers presented were carefully reviewed and selected from 431 submissions. The 4 volumes are organized in topical sections on deep and reinforcement learning; big data analysis; neural data analysis; robotics and control; bio-inspired/energy efficient information processing; whole brain architecture; neurodynamics; bioinformatics; biomedical engineering; data mining and cybersecurity workshop; machine learning; neuromorphic hardware; sensory perception; pattern recognition; social networks; brain-machine interface; computer vision; time series analysis; data-driven approach for extracting latent features; topological and graph based clustering methods; computational intelligence; data mining; deep neural networks; computational and cognitive neurosciences; theory and algorithms.

Advanced Signal Processing On Brain Event Related Potentials

Author : Fengyu Cong
ISBN : 9789814623100
Genre : Technology & Engineering
File Size : 37. 93 MB
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This book is devoted to the application of advanced signal processing on event-related potentials (ERPs) in the context of electroencephalography (EEG) for the cognitive neuroscience. ERPs are usually produced through averaging single-trials of preprocessed EEG, and then, the interpretation of underlying brain activities is based on the ordinarily averaged EEG. We find that randomly fluctuating activities and artifacts can still present in the averaged EEG data, and that constant brain activities over single trials can overlap with each other in time, frequency and spatial domains. Therefore, before interpretation, it will be beneficial to further separate the averaged EEG into individual brain activities. The book proposes systematic approaches pre-process wavelet transform (WT), independent component analysis (ICA), and nonnegative tensor factorization (NTF) to filter averaged EEG in time, frequency and space domains to sequentially and simultaneously obtain the pure ERP of interest. Software of the proposed approaches will be open-accessed. Contents:IntroductionWavelet Filter Design Based on Frequency Responses for Filtering ERP Data With Duration of One EpochIndividual-Level ICA to Extract the ERP Components from the Averaged EEG DataMulti-Domain Feature of the ERP Extracted by NTF: New Approach for Group-Level Analysis of ERPsAnalysis of Ongoing EEG by NTF During Real-World Music ExperiencesAppendix: Introduction to Basic Knowledge of Mismatch Negativity Readership: Undergraduate, graduate, researchers and professionals in the field of neurology/neuroscience, medical imaging, psychology, biomedical engineering and computer science. Key Features:Advanced signal processing approaches can be applied on averaged EEG to extract ERPs' componentsFiltering ERPs in time, frequency and space domains sequentially and simultaneouslyDemo of ERP data and MATLAB codes are open-access for the advanced signal processing approaches on ERPsKeywords:Event-Related Potentials (ERPs);Digital Filter;Wavelet Filter;Independent Component Analysis;Tensor Decomposition;Nonnegative Tensor Factorization;Time-Frequency Representation

Advanced Models Of Neural Networks

Author : Gerasimos Rigatos
ISBN : 9783662437643
Genre : Computers
File Size : 58. 42 MB
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This book provides a complete study on neural structures exhibiting nonlinear and stochastic dynamics, elaborating on neural dynamics by introducing advanced models of neural networks. It overviews the main findings in the modelling of neural dynamics in terms of electrical circuits and examines their stability properties with the use of dynamical systems theory. It is suitable for researchers and postgraduate students engaged with neural networks and dynamical systems theory.

Architecting The Cloud

Author : Michael J. Kavis
ISBN : 9781118826461
Genre : Computers
File Size : 75. 84 MB
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An expert guide to selecting the right cloud service model for your business Cloud computing is all the rage, allowing for the delivery of computing and storage capacity to a diverse community of end-recipients. However, before you can decide on a cloud model, you need to determine what the ideal cloud service model is for your business. Helping you cut through all the haze, Architecting the Cloud is vendor neutral and guides you in making one of the most critical technology decisions that you will face: selecting the right cloud service model(s) based on a combination of both business and technology requirements. Guides corporations through key cloud design considerations Discusses the pros and cons of each cloud service model Highlights major design considerations in areas such as security, data privacy, logging, data storage, SLA monitoring, and more Clearly defines the services cloud providers offer for each service model and the cloud services IT must provide Arming you with the information you need to choose the right cloud service provider, Architecting the Cloud is a comprehensive guide covering everything you need to be aware of in selecting the right cloud service model for you.

Cyberpsychology And The Brain

Author : Thomas D. Parsons
ISBN : 9781107094871
Genre : Medical
File Size : 54. 21 MB
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This book proposes a framework for integrating neuroscience and cyberpsychology for the study of social, cognitive, and affective processes.

Fundamentals Of Neurologic Disease

Author : Larry Ernest Davis
ISBN : 1888799846
Genre : Medical
File Size : 23. 72 MB
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This textbook is intended for students in neurology and a variety of related disciplines who wish to learn the basic principles of neurology and to understand common neurologic diseases. It is designed to be read from cover to cover in a 3-4 week neurology rotation, or in a classroom situation, giving the reader a thorough understanding of the fundamentals of neurology. encountering a patient with a neurologic problem, the key elements of the neurologic exam, and an overview of common neurologic tests. They discuss how to use the history and neurologic exam to localize the patient's problem to specific neuroanatomic sites and to use the neuroanatomic information along with results of appropriate laboratory tests to establish a diagnosis. diseases presenting at different neuroanatomic sites along the neuroaxis, from muscle to the cerebral cortex, and chapters on diseases that have similarpathophysiologies. The authors selected 58 neurologic diseases based on their frequency, ability to represent that category of neurologic disease, value in teaching neuroscience concepts, and diagnostic importance. Each chapter begins with an overview to understand the common features of this group of diseases. Selected diseases are then discussed with an emphasis on the pathophysiology, major clinical features, major laboratory findings, and the principles of disease management. This book covers both adult and pediatric neurologic diseases as well as selected neurosurgical diseases. a neurology service or in the classroom. * The book focuses on the most important neurologic diseases, carefully selected based on frequency, ability to represent that category of neurologic disease, value in teaching neuroscience concepts, and diagnostic importance. Thus, students with a limited period of time can focus on the most important neurologic diseases that they need to understand. This is in contrast to existing texts that list virtually every disease within each category, with each disease given almost equal weight regardless of its importance, as a result of which the student can easily become confused as to which disease are important to understand. including the basic principles of the test, when the test is helpful, and some general principles toward interpretation of the results. This approach helps students understand in the later chapters why certain tests are recommended for specific diseases. * Each disease chapter begins with an extensive introduction that includes the features of illnesses that occur at that anatomic location or class of disease. This helps a reader understand how to localize neurologic illnesses that in turn leads to improved differential diagnosis and the better ordering of diagnostic tests. It also helps the reader understand how the nervous system is organized and how disease in each part can lead to specific types of signs and symptoms. books that just list signs and symptoms, diagnostic tests ordered, and drugs with doses that can be used. This book allows the student to better understand the etiology, the pathology and how the pathology causes neurologic signs and symptoms. * Two color printing of illustrations greatly improves readability. No other common student book has this.

Ethics And Neuromarketing

Author : Andrew R. Thomas
ISBN : 9783319456096
Genre : Business & Economics
File Size : 52. 95 MB
Format : PDF
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This book addresses the emerging field of neuromarketing, which, at its core, aims to better understand the impact of marketing stimuli by observing and interpreting human emotions. It includes contributions from leading researchers and practitioners, venturing beyond the tactics and strategies of neuromarketing to consider the ethical implications of applying powerful tools for data collection. The rationale behind neuromarketing is that human decision-making is not primarily a conscious process. Instead, there is increasing evidence that the willingness to buy products and services is an emotional process where the brain uses short cuts to accelerate the decision-making process. At the intersection of economics, neuroscience, consumer behavior, and cognitive psychology, neuromarketing focuses on which emotions are relevant in human decision-making, and uses this knowledge to make marketing more effective. The knowledge is applied in product design; enhancing promotions and advertising, pricing, professional services, and store design; and improving the consumer experience as a whole. The foundation for all of this activity is data gathering and analysis. Like many new processes and innovations, much of neuromarketing is operating far ahead of current governmental compliance and regulation and thus current practices are raising ethical issues. For example, facial recognition software, used to monitor and detect a wide range of micro-expressions, has been tested at several airports—under the guise of security and counterterrorism. To what extent is it acceptable to screen the entire population using these powerful and intrusive techniques without getting passengers’ consent? Citing numerous examples from the public and private sectors, the editors and contributing authors argue that while the United States has catalyzed technological advancements, European companies and governments are more progressive when it comes to defining ethical parameters and developing policies. This book details many of those efforts, and offers rational, constructive approaches to laying an ethical foundation for neuromarketing efforts.

Neurorehabilitation Technology

Author : David J. Reinkensmeyer
ISBN : 9783319286037
Genre : Medical
File Size : 66. 76 MB
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This revised, updated second edition provides an accessible, practical overview of major areas of technical development and clinical application in the field of neurorehabilitation movement therapy. The initial section provides a rationale for technology application in movement therapy by summarizing recent findings in neuroplasticity and motor learning. The following section then explains the state of the art in human-machine interaction requirements for clinical rehabilitation practice. Subsequent sections describe the ongoing revolution in robotic therapy for upper extremity movement and for walking, and then describe other emerging technologies including electrical stimulation, virtual reality, wearable sensors, and brain-computer interfaces. The promises and limitations of these technologies in neurorehabilitation are discussed. Throughout the book the chapters provide detailed practical information on state-of-the-art clinical applications of these devices following stroke, spinal cord injury, and other neurologic disorders. The text is illustrated throughout with photographs and schematic diagrams which serve to clarify the information for the reader. Neurorehabilitation Technology, Second Edition is a valuable resource for neurologists, biomedical engineers, roboticists, rehabilitation specialists, physiotherapists, occupational therapists and those training in these fields.

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