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Hamiltonian Monte Carlo Methods in Machine Learning introduces methods for optimal tuning of HMC parameters, along with an introduction of Shadow and Non-canonical HMC methods with improvements and speedup. Lastly, the authors address the critical issues of variance reduction for parameter estimates of numerous HMC based samplers. The book offers a comprehensive introduction to Hamiltonian Monte Carlo methods and provides a cutting-edge exposition of the current pathologies of HMC-based methods in both tuning, scaling and sampling complex real-world posteriors. These are mainly in the scaling of inference (e.g., Deep Neural Networks), tuning of performance-sensitive sampling parameters and high sample autocorrelation. Other sections provide numerous solutions to potential pitfalls, presenting advanced HMC methods with applications in renewable energy, finance and image classification for biomedical applications. Readers will get acquainted with both HMC sampling theory and algorithm implementation.
Epidemiologic Methods: The Essentials is a concise, but thorough volume that provides a solid grounding in core methodologic issues. The book takes a streamlined approach on cohort studies, case-control studies, prevalence studies, randomized trials, demographic studies of morbidity and mortality, ecologic studies, screening, effect modification, bias and confounding. Organized according to study design, with each chapter building on those preceding it, the book provides detailed examples throughout, using data tables and graphs to reinforce methodologic points.
Covid-19 and Vaccine Nationalism: Managing the Politics of Global Pandemics provides an in-depth overview of the complex nature politics played in vaccine production and distribution. The book ensures international and domestic politics, governance, and mechanisms of vaccine production and administration are understandable through insightful discussions. The book aims to solve several problems, including the essence of vaccine nationalism in a context of international politics, the discourse of vaccine nationalism outside popular media, historical documentation of the problem of vaccine inequality and low access of Covid-19 vaccines in developing countries of Africa, the Caribbean, parts of Asia, and more. Final sections cover the global blueprint of solving the problem of the Covid-19 pandemic through vaccines and an in-depth analysis of the politics of Covid-19 vaccines in the United States, China, Europe, the United Kingdom and India.
Power System Frequency Control: Modeling and Advances evaluates the control schemata, secondary controllers, stability improvement methods, optimization considerations, microgrids, multi-microgrids, and real-time validation required to model and analyze the dynamic behavior of frequency in power systems. Chapters review a range of advanced modeling and analytical considerations for single to multi-area networks using traditional and hybrid sources, including renewable sources, FACT devices and storage. The work also considers broad aspects of upstream and downstream control mechanisms which enable novel solutions in the area of automatic generation control in power system networks. Highly recommended for power system engineers, researchers and practitioners with interests in load frequency control, automatic generation control, linearized models of isolated microgrid, and multi-microgrid, and hybrid LFC scheme, this book is an ideal resource on the topics discussed.
Environmental Contaminants and Endocrine Health focuses specifically on contaminants with hormonal disrupting activities. The book provides insights into the multiple effects of endocrine-disrupting chemicals (EDCs) and their mechanism of action (MoA) on metabolism, reproduction and the multiple physiological roles of the endocannabinoid system which has recently been indicated as new target. The content systematically covers EDC sources and effects, EDCs as sources of disease and health impairment in laboratory models, EDCs as the cause of disease and health impairment in humans and wild species, and the removal of hazardous pollutants from wastewaters to highlight intervention, mitigation and adaptation for reduced threat. This content will be a foundational resource for academic and research staff in endocrinology and hormone toxicology as well as for professors, researchers and students in these areas.
Psychosocial Experiences and Adjustment of Migrants: Coming to the USA explores the emotional experiences of migrants seeking to come to America, including psychological sequelae of such relocation from one's home country to another country. This book is divided into three main parts. The first introduces the reader to the foundational principles of migration. Next, the chapter authors review individuals and families who come to the United States through "orderly" migration, profiling the experiences of immigrants from various countries and regions. The next set of chapters discuss "forced" migration, examining the relative impact of social and legal challenges and the psychological impact. The book wraps up with research, advocacy and mental health and social services options for migrants.
Diverse specialised neuroglial cells guarantee the development, preservation, and health of the central nervous system, the peripheral nervous system, the enteric nervous system, and the special senses. In the central nervous system, it is the astrocytes, oligodendrocytes, and microglia that safeguard nerve cell function and integrity that controls all behaviours and encompasses the cerebral cortex of the brain which is the root of humanity. In the peripheral nervous system, Schwann cells play the leading role, together with satellite glial cells of the sensory and autonomic ganglia, ensuring correct communication between the organs and tissues with the brain and the spinal cord. In the enteric nervous system, specialised enteric glial cells maintain all aspects of gastrointestinal function. Then there are distinctive glial cells of the special senses that ensure how the body perceives and reacts to its environment. In pathology, neuroglia strive to protect the diverse cellular components of the nervous system and are responsible for a proactive programme of posttraumatic restructuring that is aimed at recovery of life-sustaining function. Neuroglia: Function and Pathology provides a highly original and comprehensive account of the physiology and pathophysiology of glial cells in the central and peripheral nervous systems. The first part of the book provides a far-reaching description of glial cell form and function, from their evolution in invertebrates to their complexity in humans, encompassing the developmental origin of the varied glial cell types and their diversity of morphology, molecular biology and cellular physiology. The second part of the book is devoted to an all-embracing evaluation of glial cell pathophysiology, commencing with definitive explanations of the fundamental pathologies of the main glial cell types, and ending in a systematic examination of glial contributions to specific neurological diseases. This book emphasises the central roles played by the different classes of neuroglial cells in the progression and outcome of neurological disorders of the central and peripheral nervous systems and highlights potential of glial cells as therapeutic targets. The book contains more than 2500 key references from over 150 years of glial research and is superbly illustrated with over 350 original and explanatory full colour figures that describe the diverse characteristics and properties of glial cells in health and disease. Under the same cover, this book combines an authoritative reference book for research and clinical neuroscientists and at the same time serves as an instructive textbook for students of neuroscience, from undergraduates to postgraduates.
Benchmarking Library, Information and Education Services: New Strategic Choices in Challenging Times provides the foundations of ongoing research in the development of collections and services. The book contributes to practical outputs of general benefit to the sector, including customers, clients or stakeholders, offering ideas for how to identify comparative strengths and weaknesses and improve or enhance present practices regardless of how well institutions currently perform. The centerpiece of the book is a description, report and analysis of a major international QB exercise that culminates in a set of good practice statements. The benefits of the QB methodology are applicable to individual institutions. Because of the current global turbulence, individuals, leaders and whole institutions are keen to learn more about what is happening and how they can develop sustainable solutions to both immediate challenges and longer-term scenarios. These include an analysis of third sector organizations, e-libraries, marketing information services, vocational training in higher education, the creative arts, and the role of partnerships in organizational openness.
Battery Technology: From Fundamentals to Thermal Behavior and Management provides comprehensive coverage of rechargeable battery technology fundamentals, along with relevant aging mechanisms and thermal management systems. With a strong focus on the analysis and modeling of battery technologies, the book includes coverage of overpotentials in battery cells and discussions on the thermal-electrochemical coupled modeling of batteries. Beginning with an introduction to battery technology, the book then takes a deep dive into thermodynamics of batteries and electrochemical modeling of batteries. Subsequent chapters examine battery thermal behavior and thermal systems, before discussing integrated battery-based systems. Accompanied by chapter objectives, applications, case studies and study questions to test knowledge, this book is an essential resource for students and researchers wanting to understand the underlying basics of batteries, along with the latest advances in battery technology.
Nanocomposites-Advanced Materials for Energy and Environmental Aspects provides a brief introduction to metal oxides. The book then discusses novel fabrication methodologies and eco-friendly methods for using a broad range of metal oxide-based nanocomposites in innovative ways. Key aspects include fundamental characteristics of environmentally sustainable fabrication of materials for solar power, power generation and the textiles industries. Commercialization and economic aspects that are currently of major significance are also discussed in detail. The book represents an important information resource for material scientists and engineers to create the next generation of products and devices for energy and environmental applications. Metal and metal oxide-based nanocomposites are at the heart of some of the most exciting developments in the field of energy and environmental research. They have exceptional properties and are utilized in electronic and environmental sensing devices, for energy storage, electrode materials, fuel cells, membranes, and more.
Metal Chalcogenide Biosensors: Fundamentals and Applications provides an overview of advances in materials development of chalcogenides for use in biosensing and sensing applications. The metal chalcogenides discussed include highly reactive metals, noble metals and transition metals. Particular attention is given to the morphology, porosity, structure and fabrication of materials for biosensing applications. The connection between the chalcogenides¿ physical and chemical properties and device performance is explored. Key parameters for biosensor devices are investigated such as thermodynamics, kinetics, selectivity, sensitivity, efficiency and durability to aid in materials selection. Finally, a range of biosensor devices are addressed including gas biosensors, chemical biosensors, environment biosensors and biological molecule sensors. This book is suitable for those in the fields of materials science and engineering, chemistry and physics.
House Dust Mites: Natural History, Control, and Research Techniques presents a complete synthesis of biological information on dust mites from both an ecological and evolutionary perspective. This book allows readers to consume current knowledge on house dust mite biology as well as methods and techniques to conduct personal research. Written by an expert on house dust mite biological research, this book begins with an explanation of the medical importance of understanding dust mites due to their human health repercussions, including asthma and bronchial hyperresponsiveness. It discusses various species, exposure effects, best practices for habitat reduction and preventative options. The book then goes on to detail the house dust mite's biology and behavior, such as food and nutrition, water intake, reproduction, colonization and preferred climates. This is an ideal resource for entomologists and acarologists, as well as medical professionals seeking knowledge on insect-borne allergens.
Recent Advancement of IoT Devices in Pollution Control and Health Applications covers current developments in Internet of Things (IoT)-based pollution control, solid waste management, transportation, and healthcare systems. Because of its effects on physical and biological entities of the environment, the issue of environmental pollution and action has become a global concern. This guide highlights how environmental and health data from connected devices can be stored, analyzed, and eventually usedâEUR"from developing indices for the state of environmental pollution, to diagnosing and treating patients and the role of IoT-based technology for pollution control.
Digital Sensory Science: Applications in New Product Development provides a comprehensive overview of digital sensory science, an area that has broadly been defined as the use of technology to measure, explain and/or predict sensory perception. The goal of this book is to illustrate to the reader the opportunities around digital sensory science as well as the challenges to be overcome. This book offers practical guidance to both researchers and practitioners of sensory science.
Graphene Quantum Dots: Biomedical and Environmental Sustainability Applications provides an overview of fundamentals and advances in applications of graphene quantum dots. Concepts covered include a brief introduction on the topic, an overview of structure and chemistry, fundamental properties of different characterization techniques, methods for the preparation of graphene quantum dots, and recent and emerging applications in various fields including antimicrobial therapy, bioimaging, biomedical tools development and clean energy for environmental sustainability. The book is a critical resource in materials selection for biomedical and environmental sustainability applications as well as various advanced imaging, disinfectant and environmental remediation technologies. As such, it is suitable for those in academia working in the discipline of materials science and engineering and practitioners working on biomedical tool development and environmental remediation.
Handbook of Economic Expectations discusses the state-of-the-art in the collection, study and use of expectations data in economics, including the modelling of expectations formation and updating, as well as open questions and directions for future research. The book spans a broad range of fields, approaches and applications using data on subjective expectations that allows us to make progress on fundamental questions around the formation and updating of expectations by economic agents and their information sets. The information included will help us study heterogeneity and potential biases in expectations and analyze impacts on behavior and decision-making under uncertainty.
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