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Eeg Based Experiment Design For Major Depressive Disorder
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Book Synopsis EEG-Based Experiment Design for Major Depressive Disorder by : Aamir Saeed Malik
Download or read book EEG-Based Experiment Design for Major Depressive Disorder written by Aamir Saeed Malik and published by Academic Press. This book was released on 2019-05-17 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: EEG-Based Experiment Design for Major Depressive Disorder: Machine Learning and Psychiatric Diagnosis introduces EEG-based machine learning solutions for diagnosis and assessment of treatment efficacy for a variety of conditions. With a unique combination of background and practical perspectives for the use of automated EEG methods for mental illness, it details for readers how to design a successful experiment, providing experiment designs for both clinical and behavioral applications. This book details the EEG-based functional connectivity correlates for several conditions, including depression, anxiety, and epilepsy, along with pathophysiology of depression, underlying neural circuits and detailed options for diagnosis. It is a necessary read for those interested in developing EEG methods for addressing challenges for mental illness and researchers exploring automated methods for diagnosis and objective treatment assessment.
Book Synopsis EEG-Based Experiment Design for Major Depressive Disorder by : Aamir Saeed Malik
Download or read book EEG-Based Experiment Design for Major Depressive Disorder written by Aamir Saeed Malik and published by Academic Press. This book was released on 2019-05-16 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: EEG-Based Experiment Design for Major Depressive Disorder: Machine Learning and Psychiatric Diagnosis introduces EEG-based machine learning solutions for diagnosis and assessment of treatment efficacy for a variety of conditions. With a unique combination of background and practical perspectives for the use of automated EEG methods for mental illness, it details for readers how to design a successful experiment, providing experiment designs for both clinical and behavioral applications. This book details the EEG-based functional connectivity correlates for several conditions, including depression, anxiety, and epilepsy, along with pathophysiology of depression, underlying neural circuits and detailed options for diagnosis. It is a necessary read for those interested in developing EEG methods for addressing challenges for mental illness and researchers exploring automated methods for diagnosis and objective treatment assessment. Written to assist in neuroscience experiment design using EEG Provides a step-by-step approach for designing clinical experiments using EEG Includes example datasets for affected individuals and healthy controls Lists inclusion and exclusion criteria to help identify experiment subjects Features appendices detailing subjective tests for screening patients Examines applications for personalized treatment decisions
Book Synopsis Designing EEG Experiments for Studying the Brain by : Aamir Saeed Malik
Download or read book Designing EEG Experiments for Studying the Brain written by Aamir Saeed Malik and published by Academic Press. This book was released on 2017-05-25 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designing EEG Experiments for Studying the Brain: Design Code and Example Datasets details the design of various brain experiments using electroencephalogram (EEG). Providing guidelines for designing an EEG experiment, it is primarily for researchers who want to venture into this field by designing their own experiments as well as those who are excited about neuroscience and want to explore various applications related to the brain. The first chapter describes how to design an EEG experiment and details the various parameters that should be considered for success, while remaining chapters provide experiment design for a number of neurological applications, both clinical and behavioral. As each chapter is accompanied with experiment design codes and example datasets, those interested can quickly design their own experiments or use the current design for their own purposes. Helpful appendices provide various forms for one’s experiment including recruitment forms, feedback forms, ethics forms, and recommendations for related hardware equipment and software for data acquisition, processing, and analysis. Written to assist neuroscientists in experiment designs using EEG Presents a step-by-step approach to designing both clinical and behavioral EEG experiments Includes experiment design codes and example datasets Provides inclusion and exclusion criteria to help correctly identify experiment subjects and the minimum number of samples Includes appendices that provide recruitment forms, ethics forms, and various subjective tests associated with each of the chapters
Book Synopsis Advancing the Neurophysiological Understanding of Stress by : Siwen Wang
Download or read book Advancing the Neurophysiological Understanding of Stress written by Siwen Wang and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stress has been a prevalent part of modern life, particularly during the time of the pandemic. While short-term stress may cause little harm to productivity, if left untreated for a long period of time, it could eventually lead to anxiety and depression, which significantly decrease the quality of life. Such a problem is even more severe among students. A recent survey conducted in 2020 with 15,346 graduate and professional students had shown that 32% of them screened positive for major depressive disorder. This study, which took place in a real-world classroom, aims to uncover some of the neuronal mechanisms behind stress among young adults with their recorded EEG data. Such understanding could provide the theoretical foundation for stress reduction and prevention techniques such as real-time stress detection and non-invasive neurostimulation. This thesis is structured into four chapters. In the first chapter, the author introduced the importance of the problem, the experiment design, and the dataset. In the next chapter, the author began the stress analysis by studying the power spectral density of the 30 EEG electrodes. Results showed that most theta (4-8Hz) and alpha (8-13Hz) frequency bands in the frontal, central, and right parietal regions showed statistical significance among the elevated and normal stress groups. While the power spectra information is helpful for understanding stress, it is important to remember that EEG signals are mixtures of source activities, which makes the underlying source activities and locations unknown. Thus, in chapter three, the author decomposed the EEG data into independent sources using Independent Component Analysis (ICA) and analyzed the effect of stress in terms of cortical source activities. The results showed that some sources responded to stress while others did not. One limitation of this study was that each source was analyzed individually. Thus, in the final chapter, the author focused on exploring the interactions between regions (i.e. effective connectivity) under stress. The results showed that the information inflow and outflow near the central region were statistically different between the elevated stress and normal stress groups.
Book Synopsis fMRI Neurofeedback by : Michelle Hampson
Download or read book fMRI Neurofeedback written by Michelle Hampson and published by Academic Press. This book was released on 2021-10-09 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: fMRI Neurofeedback provides a perspective on how the field of functional magnetic resonance imaging (fMRI) neurofeedback has evolved, an introduction to state-of-the-art methods used for fMRI neurofeedback, a review of published neuroscientific and clinical applications, and a discussion of relevant ethical considerations. It gives a view of the ongoing research challenges throughout and provides guidance for researchers new to the field on the practical implementation and design of fMRI neurofeedback protocols. This book is designed to be accessible to all scientists and clinicians interested in conducting fMRI neurofeedback research, addressing the variety of different knowledge gaps that readers may have given their varied backgrounds and avoiding field-specific jargon. The book, therefore, will be suitable for engineers, computer scientists, neuroscientists, psychologists, and physicians working in fMRI neurofeedback. Provides a reference on fMRI neurofeedback covering history, methods, mechanisms, clinical applications, and basic research, as well as ethical considerations Offers contributions from international experts—leading research groups are represented, including from Europe, Japan, Israel, and the United States Includes coverage of data analytic methods, study design, neuroscience mechanisms, and clinical considerations Presents a perspective on future translational development
Book Synopsis Neural Information Processing by : Sabri Arik
Download or read book Neural Information Processing written by Sabri Arik and published by Springer. This book was released on 2015-11-17 with total page 719 pages. Available in PDF, EPUB and Kindle. Book excerpt: The four volume set LNCS 9489, LNCS 9490, LNCS 9491, and LNCS 9492 constitutes the proceedings of the 22nd International Conference on Neural Information Processing, ICONIP 2015, held in Istanbul, Turkey, in November 2015. The 231 full papers presented were carefully reviewed and selected from 375 submissions. The 4 volumes represent topical sections containing articles on Learning Algorithms and Classification Systems; Artificial Intelligence and Neural Networks: Theory, Design, and Applications; Image and Signal Processing; and Intelligent Social Networks.
Book Synopsis Depression in Parents, Parenting, and Children by : Institute of Medicine
Download or read book Depression in Parents, Parenting, and Children written by Institute of Medicine and published by National Academies Press. This book was released on 2009-10-28 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Depression is a widespread condition affecting approximately 7.5 million parents in the U.S. each year and may be putting at least 15 million children at risk for adverse health outcomes. Based on evidentiary studies, major depression in either parent can interfere with parenting quality and increase the risk of children developing mental, behavioral and social problems. Depression in Parents, Parenting, and Children highlights disparities in the prevalence, identification, treatment, and prevention of parental depression among different sociodemographic populations. It also outlines strategies for effective intervention and identifies the need for a more interdisciplinary approach that takes biological, psychological, behavioral, interpersonal, and social contexts into consideration. A major challenge to the effective management of parental depression is developing a treatment and prevention strategy that can be introduced within a two-generation framework, conducive for parents and their children. Thus far, both the federal and state response to the problem has been fragmented, poorly funded, and lacking proper oversight. This study examines options for widespread implementation of best practices as well as strategies that can be effective in diverse service settings for diverse populations of children and their families. The delivery of adequate screening and successful detection and treatment of a depressive illness and prevention of its effects on parenting and the health of children is a formidable challenge to modern health care systems. This study offers seven solid recommendations designed to increase awareness about and remove barriers to care for both the depressed adult and prevention of effects in the child. The report will be of particular interest to federal health officers, mental and behavioral health providers in diverse parts of health care delivery systems, health policy staff, state legislators, and the general public.
Book Synopsis EEG / MEG Based Diagnosis for Psychiatric Disorders by : Junpeng Zhang
Download or read book EEG / MEG Based Diagnosis for Psychiatric Disorders written by Junpeng Zhang and published by Frontiers Media SA. This book was released on 2023-02-28 with total page 107 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Neuromodulation in Basic, Translational and Clinical Research in Psychiatry by : Ryouhei Ishii
Download or read book Neuromodulation in Basic, Translational and Clinical Research in Psychiatry written by Ryouhei Ishii and published by Frontiers Media SA. This book was released on 2020-01-20 with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Early Detection of Neurological Disorders Using Machine Learning Systems by : Paul, Sudip
Download or read book Early Detection of Neurological Disorders Using Machine Learning Systems written by Paul, Sudip and published by IGI Global. This book was released on 2019-06-28 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: While doctors and physicians are more than capable of detecting diseases of the brain, the most agile human mind cannot compete with the processing power of modern technology. Utilizing algorithmic systems in healthcare in this way may provide a way to treat neurological diseases before they happen. Early Detection of Neurological Disorders Using Machine Learning Systems provides innovative insights into implementing smart systems to detect neurological diseases at a faster rate than by normal means. The topics included in this book are artificial intelligence, data analysis, and biomedical informatics. It is designed for clinicians, doctors, neurologists, physiotherapists, neurorehabilitation specialists, scholars, academics, and students interested in topics centered on biomedical engineering, bio-electronics, medical electronics, physiology, neurosciences, life sciences, and physics.
Book Synopsis Methods of Behavior Analysis in Neuroscience by : Jerry J. Buccafusco
Download or read book Methods of Behavior Analysis in Neuroscience written by Jerry J. Buccafusco and published by CRC Press. This book was released on 2000-08-29 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using the most well-studied behavioral analyses of animal subjects to promote a better understanding of the effects of disease and the effects of new therapeutic treatments on human cognition, Methods of Behavior Analysis in Neuroscience provides a reference manual for molecular and cellular research scientists in both academia and the pharmaceutic
Download or read book Anxiety Disorders written by Yong-Ku Kim and published by Springer Nature. This book was released on 2020-01-30 with total page 566 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews all important aspects of anxiety disorders with the aim of shedding new light on these disorders through combined understanding of traditional and novel paradigms. The book is divided into five sections, the first of which reinterprets anxiety from a network science perspective, examining the altered topological properties of brain networks in anxiety disorders. The second section discusses recent advances in understanding of the neurobiology of anxiety disorders, covering, for example, gene-environmental interactions and the roles of neurotransmitter systems and the oxytocin system. A wide range of diagnostic and clinical issues in anxiety disorders are then addressed, before turning attention to contemporary treatment approaches in the context of novel bio-psychosocial-behavioral models, including bio- and neurofeedback, cognitive behavioral therapy, neurostimulation, virtual reality exposure therapy, pharmacological interventions, psychodynamic therapy, and CAM options. The final section is devoted to precision psychiatry in anxiety disorders, an increasingly important area as we move toward personalized treatment. Anxiety Disorders will be of interest for all researchers and clinicians in the field.
Book Synopsis Major Depressive Disorder by : Yong-Ku Kim
Download or read book Major Depressive Disorder written by Yong-Ku Kim and published by Springer Nature. This book was released on 2021-04-08 with total page 555 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reviews all aspects of major depressive disorder (MDD), casting light on its neurobiological underpinnings and describing the most recent advances in management. The book is divided into four sections, the first of which discusses MDD from a network science perspective, highlighting the alterations in functional and structural connectivity and presenting insights achieved through resting state functional MRI and the development of neuroimaging-based biomarkers. The second section examines important diagnostic and neurobiological issues, while the third considers the currently available specific treatments for MDD, including biofeedback, neurofeedback, cognitive behavioral therapy, acceptance and commitment therapy, neuromodulation therapy, psychodynamic therapy, and complementary and alternative medicine. A concluding section is devoted to promising emerging treatments, from novel psychopharmacological therapies through to virtual reality treatment, immunotherapy, biomarker-guided tailored therapy, and more. Written by leading experts from across the world, the book will be an excellent source of information for both researchers and practitioners.
Book Synopsis Quantitative EEG, Event-Related Potentials and Neurotherapy by : Juri D. Kropotov
Download or read book Quantitative EEG, Event-Related Potentials and Neurotherapy written by Juri D. Kropotov and published by Academic Press. This book was released on 2010-07-28 with total page 601 pages. Available in PDF, EPUB and Kindle. Book excerpt: While the brain is ruled to a large extent by chemical neurotransmitters, it is also a bioelectric organ. The collective study of Quantitative ElectroEncephaloGraphs (QEEG-the conversion of brainwaves to digital form to allow for comparison between neurologically normative and dysfunctional individuals), Event Related Potentials (ERPs - electrophysiological response to stimulus) and Neurotherapy (the process of actually retraining brain processes to) offers a window into brain physiology and function via computer and statistical analyses of traditional EEG patterns, suggesting innovative approaches to the improvement of attention, anxiety, mood and behavior.The volume provides detailed description of the various EEG rhythms and ERPs, the conventional analytic methods such as spectral analysis, and the emerging method utilizing QEEG and ERPs. This research is then related back to practice and all existing approaches in the field of Neurotherapy - conventional EEG-based neurofeedback, brain-computer interface, transcranial Direct Current Stimulation, and Transcranial Magnetic Stimulation - are covered in full. While it does not offer the breadth provided by an edited work, this volume does provide a level of depth and detail that a single author can deliver, as well as giving readers insight into the personl theories of one of the preeminent leaders in the field. Provide a holistic picture of quantitative EEG and event related potentials as a unified scientific field Present a unified description of the methods of quantitative EEG and event related potentials Give a scientifically based overview of existing approaches in the field of neurotherapy Provide practical information for the better understanding and treatment of disorders, such as ADHD, Schizophrenia, Addiction, OCD, Depression, and Alzheimer's Disease
Book Synopsis Mindfulness-Based Cognitive Therapy for Depression, Second Edition by : Zindel Segal
Download or read book Mindfulness-Based Cognitive Therapy for Depression, Second Edition written by Zindel Segal and published by Guilford Publications. This book was released on 2018-06-04 with total page 473 pages. Available in PDF, EPUB and Kindle. Book excerpt: This acclaimed work, now in a new edition, has introduced tens of thousands of clinicians to mindfulness-based cognitive therapy (MBCT) for depression, an 8-week program with proven effectiveness. Step by step, the authors explain the "whys" and "how-tos" of conducting mindfulness practices and cognitive interventions that have been shown to bolster recovery from depression and prevent relapse. Clinicians are also guided to practice mindfulness themselves, an essential prerequisite to teaching others. Forty-five reproducible handouts are included. Purchasers get access to a companion website featuring downloadable audio recordings of the guided mindfulness practices (meditations and mindful movement), plus all of the reproducibles, ready to download and print in a convenient 8 1/2" x 11" size. A separate website for use by clients features the audio recordings only. New to This Edition *Incorporates a decade's worth of developments in MBCT clinical practice and training. *Chapters on additional treatment components: the pre-course interview and optional full-day retreat. *Chapters on self-compassion, the inquiry process, and the three-minute breathing space. *Findings from multiple studies of MBCT's effectiveness and underlying mechanisms. Includes studies of adaptations for treating psychological and physical health problems other than depression. *Audio files of the guided mindfulness practices, narrated by the authors, on two separate Web pages--one for professionals, together with the reproducibles, and one just for clients. See also the authors' related titles for clients: The Mindful Way through Depression demonstrates these proven strategies in a self-help format, with in-depth stories and examples. The Mindful Way Workbook gives clients additional, explicit support for building their mindfulness practice, following the sequence of the MBCT program. Plus, for professionals: Mindfulness-Based Cognitive Therapy with People at Risk of Suicide extends and refines MBCT for clients with suicidal depression.
Book Synopsis EEG Signal Processing by : Saeid Sanei
Download or read book EEG Signal Processing written by Saeid Sanei and published by John Wiley & Sons. This book was released on 2013-05-28 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Electroencephalograms (EEGs) are becoming increasingly important measurements of brain activity and they have great potential for the diagnosis and treatment of mental and brain diseases and abnormalities. With appropriate interpretation methods they are emerging as a key methodology to satisfy the increasing global demand for more affordable and effective clinical and healthcare services. Developing and understanding advanced signal processing techniques for the analysis of EEG signals is crucial in the area of biomedical research. This book focuses on these techniques, providing expansive coverage of algorithms and tools from the field of digital signal processing. It discusses their applications to medical data, using graphs and topographic images to show simulation results that assess the efficacy of the methods. Additionally, expect to find: explanations of the significance of EEG signal analysis and processing (with examples) and a useful theoretical and mathematical background for the analysis and processing of EEG signals; an exploration of normal and abnormal EEGs, neurological symptoms and diagnostic information, and representations of the EEGs; reviews of theoretical approaches in EEG modelling, such as restoration, enhancement, segmentation, and the removal of different internal and external artefacts from the EEG and ERP (event-related potential) signals; coverage of major abnormalities such as seizure, and mental illnesses such as dementia, schizophrenia, and Alzheimer’s disease, together with their mathematical interpretations from the EEG and ERP signals and sleep phenomenon; descriptions of nonlinear and adaptive digital signal processing techniques for abnormality detection, source localization and brain-computer interfacing using multi-channel EEG data with emphasis on non-invasive techniques, together with future topics for research in the area of EEG signal processing. The information within EEG Signal Processing has the potential to enhance the clinically-related information within EEG signals, thereby aiding physicians and ultimately providing more cost effective, efficient diagnostic tools. It will be beneficial to psychiatrists, neurophysiologists, engineers, and students or researchers in neurosciences. Undergraduate and postgraduate biomedical engineering students and postgraduate epileptology students will also find it a helpful reference.
Book Synopsis Advances in Neuroergonomics and Cognitive Engineering by : Kelly S. Hale
Download or read book Advances in Neuroergonomics and Cognitive Engineering written by Kelly S. Hale and published by Springer. This book was released on 2016-07-26 with total page 438 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a broad perspective on the field of cognitive engineering and neuroergonomics. It covers emerging practices and future trends towards the harmonious integration of human operators with computational systems. The book reports on novel theoretical findings on mental workload and stress, activity theory, human reliability, error and risk, and neuroergonomic measures alike, together with a wealth of cutting-edge applications. It describes key advances in the understanding of cognitive processes, including mechanisms of perception, memory, reasoning, and motor response, giving a special emphasis to their role in the interactions between humans and the other elements of a computer-based system. Based on the AHFE’s main track on Neuroergonomics and Cognitive Engineering, held on July 27-31, 2016 in Walt Disney World®, Florida, USA, the book provides readers with a comprehensive view of the current challenges in cognitive computing and factors influencing human performance.
