Thorough coverage, from the ground up, of tree-based methods (e.g., CART, conditional inference trees, bagging, boosting, and random forests). A companion website containing additional supplementary material and the code to reproduce every example and figure in the book. A companion R package, called treemisc, which contains several data sets and functions used throughout the book (e.g., there's an implementation of gradient tree boosting with LAD loss that shows how to perform the line search step by updating the terminal node estimates of a fitted rpart tree). Interesting examples that are of practical use; for example, how to construct partial dependence plots from a fitted model in Spark MLlib (using only Spark operations), or post-processing tree ensembles via the LASSO to reduce the number of trees while maintaining, or even improving performance.

Shipbuilding in the United Kingdom provides a systematic historical account of the British Shipbuilders Corporation, first looking at this major industry under private enterprise, then under state control, and finally back in private hands. The chapters trace the evolution of public policy regarding shipbuilding, ship repair, and large marine engine building through the tenures of radically different Labour and Conservative governments, and through the response of the board of the British Shipbuilders Corporation, trade unions, and local management also. The book benefits from comprehensive archival research and interviews from the 1990s with leading players in the industry, as well as politicians, shipbuilders, trade union leaders, and senior civil servants. This authoritative monograph is a valuable resource for advanced students and researchers across the fields of business history, economic history, industrial history, labour history, maritime history, and British history.

Business Process Management has helped thousands of leaders and BPM practitioners successfully implement BPM projects, enabling them to add impactful and measurable value to their organizations. The book covers all major frameworks, including LEAN and Six Sigma, and offers a unique emphasis on BPM’s interrelationship with organizational management, culture, and leadership. Its common-sense approach teaches how BPM must be well-integrated across an entire business if it is to be successful, augmented and aligned with other management disciplines.

This thoroughly revised and updated fifth edition includes:

• Discussion of the impact of the COVID-19 Pandemic on business operations, business transformation, remote working, and new processes.
• New and revised content on sustainable processes in BPM.
• Expanded material on process automation and new technologies, including AI.
• New and revised international case studies and practical examples.
• A streamlined layout, as well as new questions and thought-provoking comments to promote discussion and thinking.

Business Process Management is an accessible core text for advanced undergraduate and postgraduate students studying Business Process Management, Operations, Production, and Strategic Management, as well as an indispensable guide to any senior business executive or chief financial officer.

The work is complemented by online resources to support instructors and learning, including PowerPoint slides for each chapter.

Sustainable Energy Management: Planning, Implementation, Control and Strategy, Second Edition provides the key concepts and practical knowledge needed to successfully plan, implement and control sustainable energy technologies. The book provides new paradigms for measuring energy sustainability, pragmatic methods for applying renewable resources, efficiency improvements, and unique insights on managing risk. It highlights the possible financial and practical impacts of these activities, as well as the methods for their calculation. This new edition provides updated guidelines for planning, analyzing, developing and optimizing sustainable energy production projects in the real world, also presenting real-life examples of the topics covered in each chapter. With its focus on real-life issues and discussions of practical challenges, this book is an ideal resource for engineers, researchers and energy managers developing and rolling out sustainable energy practices. Included case studies will help benchmark decisions, especially in the book's new chapter on energy security.

"A First Course in Machine Learning by Simon Rogers and Mark Girolami is the best introductory book for ML currently available. It combines rigor and precision with accessibility, starts from a detailed explanation of the basic foundations of Bayesian analysis in the simplest of settings, and goes all the way to the frontiers of the subject such as infinite mixture models, GPs, and MCMC." -Devdatt Dubhashi, Professor, Department of Computer Science and Engineering, Chalmers University, Sweden "This textbook manages to be easier to read than other comparable books in the subject while retaining all the rigorous treatment needed. The new chapters put it at the forefront of the field by covering topics that have become mainstream in machine learning over the last decade." -Daniel Barbara, George Mason University, Fairfax, Virginia, USA "The new edition of A First Course in Machine Learning by Rogers and Girolami is an excellent introduction to the use of statistical methods in machine learning. The book introduces concepts such as mathematical modeling, inference, and prediction, providing 'just in time' the essential background on linear algebra, calculus, and probability theory that the reader needs to understand these concepts." -Daniel Ortiz-Arroyo, Associate Professor, Aalborg University Esbjerg, Denmark "I was impressed by how closely the material aligns with the needs of an introductory course on machine learning, which is its greatest strength...Overall, this is a pragmatic and helpful book, which is well-aligned to the needs of an introductory course and one that I will be looking at for my own students in coming months." -David Clifton, University of Oxford, UK "The first edition of this book was already an excellent introductory text on machine learning for an advanced undergraduate or taught masters level course, or indeed for anybody who wants to learn about an interesting and important field of computer science. The additional chapters of advanced material on Gaussian process, MCMC and mixture modeling provide an ideal basis for practical projects, without disturbing the very clear and readable exposition of the basics contained in the first part of the book." -Gavin Cawley, Senior Lecturer, School of Computing Sciences, University of East Anglia, UK "This book could be used for junior/senior undergraduate students or first-year graduate students, as well as individuals who want to explore the field of machine learning...The book introduces not only the concepts but the underlying ideas on algorithm implementation from a critical thinking perspective." -Guangzhi Qu, Oakland University, Rochester, Michigan, USA

It has been estimated that over 75% of the innovative projects that begin through the Innovation Management System (IMS) are either failures or they failed to produce the desired results. The biggest wastes most medium- to large-size organizations face are the waste of money, time, reputation, opportunity, and income that these failures are costing them. Following this book's recommendations could reduce this failure cost by as much as 70%. The purpose of this book is to provide a step-by-step procedure on how to process a medium- or large-size project, program, or product using an already-established IMS that considers the guidance given in ISO 56002:2019 - Innovation Management Systems Standard. Often the most complicated, complex, difficult, and challenging system used in an organization is the IMS. At the same time, it usually is the most important system because it is the one that generates most of the value-adding products for the organization, and it involves most of the key functions within the organization. The opportunity for failure in time and the impact on the organization is critical and often means the difference between success and bankruptcy. Throughout this book, the authors detail the high-impact inputs and activities that are required to process individual projects/programs/products through the innovation cycle. Although this book was prepared to address how medium to large projects, programs, and products proceed through the cycle, it also provides the framework that can be used for small organizations and simple innovation activities. Basically, the major difference between large- and small-impact innovation projects is that the small projects can accept more risks, require less formal documentation, use simpler communication systems, and require fewer resources. It's important to remember that the authors are addressing an existing IMS rather than trying to create an entirely new one. Currently, this is the only book geared for professionals responsible for managing innovative projects and programs using ISO 56002:2019 - Innovation Management - Innovation Management System - Guidance to provide a comprehensive management strategy and step-by-step plan and ISO 56004 Innovation Management Assessment -Guidance. It provides a comprehensive analysis of what is required from the time an opportunity is recognized to the time the customer is using the innovative product. The book also introduces a new Process modeling cloud service that allows you to drill down 5 levels from the system level to the job description level and includes free access to many of the book's best practice Process models.

Written by an engineering consultant with over 48 years of experience in the field, this Second Edition provides a reader-friendly and thorough discussion of the fundamental principles and science of cryogenic engineering including the properties of fluids and solids, refrigeration and liquefaction, insulation, instrumentation, natural gas processing, and safety in cryogenic system design.

Numerical Methods in Environmental Data Analysis introduces environmental scientists to the numerical methods available to help answer research questions through data analysis. One challenge in data analysis is misrepresentation of datasets that are relevant directly or indirectly to the research. This book illustrates new ways of screening dataset or images for maximum utilization, introducing environmental modeling, numerical methods, and computations techniques in data analysis. Throughout the book, the author includes case studies that provide guidance on how to translate research questions into appropriate models. Individuals working with data sets or images generated from environmental monitoring centers or satellites will find this book to be a concise guide for analyzing and interpreting their data.

"This is, for my money, the best single-source primer on the state of climate change." - New York Magazine "The right book at the right time: accessible, comprehensive, unflinching, humane." - The Daily Beast "A must-read." - The Guardian Climate Change: What Everyone Needs to Know is the essential primer on what will be the defining issue of our time. Newly updated with the latest in climate science from COP26 and beyond, this third edition offers user-friendly, scientifically rigorous answers to the most difficult (and commonly politicized) questions surrounding climate change. Drawing on the author's decades of experience as one of the country's most influential communicators on climate science and solutions, this authoritative guide highlights the following topics: * Key updates from the 2021 United Nations Climate Change Conference in Glasgow * Insights into changes in the political landscape, such as COVID-19 and Donald Trump's presidency, and what these have meant for climate action in the United States and internationally * Contemporary implications of the clean energy revolution, from solar and wind power to batteries and electric cars

Time-pressed, professionals looking for practical guidance to shape their current or future safety programs should use this book. Pre-Accident Investigations: An Introduction to Organizational Safety helps to identify complex potential incidents before they take place. Based around the 'New View' of human error, it offers established human performance theory in a highly practical context. Written in an engaging, conversational style, around several case studies, the book is grounded in reality, with examples with which anyone can identify. It is an ideal aid for senior safety executives who want to spread the safety message among their colleagues. It is also an excellent choice for course tutors looking for a narrative-led primer.

This book highlights the best practices regarding nanoscience and nanotechnology for agriculture and environmental sectors to shape sustainable development thought to improve the quality and quantity of the agriculture products and to decrease the collateral effect of nanotechnology in the ecosystems. Besides, leading nanotechnologies are showed and discussed to guarantee their proper management in lands and ecosystems. Therefore, nanotechnologies such as agronanobiotechnology, nanofertilization, pest control, magnetofection for plant breeding, plant molecular farming, OMICs technologies, phytonanotechnology, nanoremediation, etc. are described in five sections and 21 chapters. Undoubtedly it is an ideal and updated book for undergraduate or postgraduate students, and scientists or researchers involved in nanoscience, nanotechnology, crop production, and remediation technologies as well as for those researchers that solving technical problems regarding the crop management and the human and environmental health without hampering the pursuit of sustainable development goals.

Compressed Sensing (CS) in theory deals with the problem of recovering a sparse signal from an under-determined system of linear equations. The topic is of immense practical significance since all naturally occurring signals can be sparsely represented in some domain. In recent years, CS has helped reduce scan time in Magnetic Resonance Imaging (making scans more feasible for pediatric and geriatric subjects) and has also helped reduce the health hazard in X-Ray Computed CT. This book is a valuable resource suitable for an engineering student in signal processing and requires a basic understanding of signal processing and linear algebra. Covers fundamental concepts of compressed sensing Makes subject matter accessible for engineers of various levels Focuses on algorithms including group-sparsity and row-sparsity, as well as applications to computational imaging, medical imaging, biomedical signal processing, and machine learning Includes MATLAB examples for further development

Where is the space for contemporary environmentalism when both the utopian promises of a clean and pure earthly Eden and the dystopian prophecies of an environmental apocalypse have failed to be fully realized? Rather than falling into one of these familiar environmental categories, contemporary space is configured, as this book outlines, as heterotopia, an in-between space of dissonance, where encounters with waste are a daily occurrence and where dirty matter refuses to submit to human demands and intentions. Through an exploration of a series of spaces in which acts of leisure and recreation are configured alongside vibrant dirty matter, this book explores how contemporary heterotopia offer entanglements with a dirty other that promote novel opportunities for humans to ethically respond and be responsible to the continued presence of waste and to generate a sense of ecological care for a dirty world. In doing so, the book urges readers away from a utopian vision of what the environment should be and instead asks how we can ethically exist within and around the dirtied environment as it is. This book will be of interest to scholars of cultural studies, environmental rhetorics, and environmental ethics.

The critical situation in which our planet finds itself is no longer in doubt. Some things are already collapsing while others are beginning to do so, increasing the possibility of a global catastrophe that would mean the end of the world as we know it. As individuals, we are faced with a daily deluge of bad news about the worsening situation, preparing ourselves to live with years of deep uncertainty about the future of the planet and the species that inhabit it, including our own. How can we cope? How can we project ourselves beyond the present, think bigger and find ways not just to survive the collapse but to live it? In this book, the sequel to How Everything Can Collapse, the authors show that a change of course necessarily requires an inner journey and a radical rethinking of our vision of the world. Together these might enable us to remain standing during the coming storm, to develop a new awareness of ourselves and of the world and to imagine new ways of living in it. Perhaps then it will be possible to regenerate life from the ruins, creating new alliances in differing directions - with ourselves and our inner nature, between humans, with other living beings and with the earth on which we dwell.

This book offers a practical guidance for environmental engineers and scientists charged with assessing the cause-and-effect of pollutants in receiving water systems. Instead of blindly running models, which is a practice seen too often in today's field that can result in results with uncertainty, modelers must first understand the physical insights of the specific water systems in order to properly calibrate the parameters of the models. This book reinforces the critical importance of properly understanding the physical attributes of water systems by drawing on the author's extensive experience in modeling with strong data support. This is also what sets this book apart from the volumes currently available in the water quality modeling field - nearly all other books in the field are categorized as textbooks, and unlike this book, offer few practical examples or exercises to follow. Environmental engineers and scientists engaged in quantifying the water quality impacts of pollutants to specific water systems will find this book valuable in their day-to-day practices. This book is a necessary volume for water quality engineers and scientists to consult for the regulatory planning and management of water systems

The field of electromagnetic sensitivity is the new epidemic of the 21st century, and can cause disease of the automatic nerve system in any part of the body. This is as a result of chemical sensitivity, in which over 80,000 chemicals are involved, resulting in innumerable combinations. A cursory understanding of the combinations can help clinicians partially understand the associated problems and thus help in the diagnosis and treatment of electromagnetic sensitivities. But a basic understanding of environmentally induced illness and healing must first be understood by the clinicians before diseases occur such as cardiac arrhythmia, muscle spasms, and nerve pain. Key Features: Describes how an understanding of the vast combinations of electrical and chemical sensitivities will help in the diagnosis and treatment of electromagnetic sensitivities Reveals the complexity and multi-faceted presentation often seen in chemical sensitivity and chronic degenerative disease cases Provides information backed up by rigorous scientific data including hundreds of tables and figures as online resources Features a Dedication to Robert Becker, MD, an orthopedic surgeon who was one of the first clinicians to recognize the significance of EMF in medicine and surgery, and also to his assistant Andrew Marino, PhD, who helped develop the basic science of orthopedic electromagnet healing

This book is a novel contribution to a field dominated by conventional approaches to project management, it is about narratives in megaprojects. Some of the questions examined in this original new book include: * What are narratives? * Why are they important in megaprojects? * How are they formed and used in megaprojects? * How do promotors of and protestors against megaprojects craft narratives to their advantage? * What strategies can project managers employ to effectively use narratives in megaprojects? Built from longitudinal research studies in combination with internationally recognised teaching materials, this book will provide readers with a theoretical understanding of narratives and projects, as well as practical international case studies, including HS2, the Eden Project, the Sochi Olympics, Hyderabad and Chennai Metros, Westconnex and Tideway, to support their understanding. The authors explain the different types of narrative, how and why they are important in general and in relation to a megaproject and its life-cycle, but also how to craft narratives in different situations, and how they are changed and maintained over a project life-cycle. Narratives in Megaprojects doubles as a text supporting more advanced courses on project management or aspects thereof, and as a reflection of the state of the art in this particular perspective on megaprojects. It is essential reading for all students and professionals in Project Management, Construction, Infrastructure and Executive Leaders involved in megaprojects and infrastructure delivery.

Reviews of Environmental Contamination and Toxicology provides concise, critical reviews of timely advances, philosophy and significant areas of accomplished or needed endeavor in the total field of xenobiotics, in any segment of the environment, as well as toxicological implications. It covers all aspects of environmental contamination and associated toxicological consequences as well as facilitates the task of accessing and interpreting cogent scientific data.

The proliferation of multicore processors in the embedded market for Internet-of-Things (IoT) and Cyber-Physical Systems (CPS) makes developing real-time embedded applications increasingly difficult. What is the underlying theory that makes multicore real-time possible? How does theory influence application design? When is a real-time operating system (RTOS) useful? What RTOS features do applications need? How does a mature RTOS help manage the complexity of multicore hardware? Real-Time Systems Development with RTEMS and Multicore Processors answers these questions and more with exemplar Real-Time Executive for Multiprocessor Systems (RTEMS) RTOS to provide concrete advice and examples for constructing useful, feature-rich applications. RTEMS is free, open-source software that supports multi-processor systems for over a dozen CPU architectures and over 150 specific system boards in applications spanning the range of IoT and CPS domains such as satellites, particle accelerators, robots, racing motorcycles, building controls, medical devices, and more. The focus of this book is on enabling real-time embedded software engineering while providing sufficient theoretical foundations and hardware background to understand the rationale for key decisions in RTOS and application design and implementation. The topics covered in this book include: Cross-compilation for embedded systems development Concurrent programming models used in real-time embedded software Real-time scheduling theory and algorithms used in wide practice Usage and comparison of two application programmer interfaces (APIs) in real-time embedded software: POSIX and the RTEMS Classic APIs Design and implementation in RTEMS of commonly found RTOS features for schedulers, task management, time-keeping, inter-task synchronization, inter-task communication, and networking The challenges introduced by multicore hardware, advances in multicore real-time theory, and software engineering multicore real-time systems with RTEMS All the authors of this book are experts in the academic field of real-time embedded systems. Two of the authors are primary open-source maintainers of the RTEMS software project.

Black-tailed and mule deer represent one of the largest distributions of mammals in North America and are symbols of the wide-open American West. Each chapter in the book was authored by the world's leading experts on that topic. Both editors, James R. Heffelfinger and Paul R. Krausman, are widely published in the popular and scientific press and recipients of the O. C. Wallmo Award, given every two years to a leading black-tailed and mule deer expert who has made significant contributions to the conservation of this species. In addition, Heffelfinger has chaired the Mule Deer Working Group sponsored by the Western Association of Fish and Wildlife Agencies for more than 15 years. This working group consists of the leading black-tailed and mule deer experts from each of 24 states, provinces, and territories in western North America, putting them at the forefront of all conservation and much of the research on this species. The book represents all current knowledge available on these deer, including how changing conditions such as fires, habitat alteration and loss, disease, climate change, socio-economic forces, energy development, and other aspects are influencing their distribution and abundance now and into the future. It takes a completely fresh look at all chapter topics. The revisions of distribution, taxonomy, evolution, behavior, and new and exciting work being done in deer nutrition, migration and movements, diseases, predation, and human dimensions are all assembled in this volume. This book will instantly become the foundation for the latest information and management strategies to be implemented on the ground by practitioners and to inform the public. Although this book is about deer, the topics discussed influence most terrestrial wildlife worldwide and the basic concepts in many of the chapters are applicable to other species.

When NASA Astronaut Nicole Stott first saw the Earth from space, she was filled with awe. Our shared home was a brilliant blue marble, with a razor thin atmosphere protecting billions of people, including everyone she loved. She realized that we are all bound together on this fragile planet. When she came back to earth, she knew she had to share this vision to help protect it. Stott knows the scale of the daunting task at hand-and yet, she believes we can set aside our differences and work together to tackle the most challenging planetary problems humanity has ever faced. She knows this, because she's seen it happen, on the International Space Station. Throughout her book, Stott imparts hard-won lessons in high-stakes problem solving, survival, and responding to crisis in space. On a space station, astronauts can't wait for someone else to handle a rescue; and when it comes to our earthbound problems, Stott learned that everyone should live like a crewmember, not like a passenger. In space, where everyone survives in a closed system, everything is local-and Stott discovered that in a profound way, the same is true back at home. Back to Earth distills these lessons and more into seven principles that can be practiced by each and every one of us to make much-needed change. In addition to sharing stories from her own spaceflight, Stott offers eye-opening insights from scientists and changemakers already sparking meaningful change in their communities and around the globe. She explores the complexities and splendor of the earth's biodiversity, and what it takes to preserve it, with both pioneering scientists on earth and engineers working to enable life in space. She meets with activists who use their time in space to advocate for clean water, and with executives who quit their corporate positions and use their global reach to become environmental leaders. Through her stirring call to action, Nicole Stott reveals how we each have the power to respect the Earth and one another-and to change our own lives in the process. And, while we're at it, we might just save humanity.

Developed from the Global Foundation's International Conference on Environment and Nuclear Energy, held in October 1997, this volume examines the impact of nuclear energy on regional and global environmental issues under a variety of scenarios. These include competition in deregulated energy environments, constraints levied upon use of fossil energy, and possible expansion of nuclear power into energy sectors beyond the generation of electricity, process heat, and fuels production. It also assesses the overall role of nuclear energy in meeting future energy needs arising from growing world populations and economic development.

The volumes 3/I and 3/J present a modern account of polycyclic aromatic hydrocarbons (PAHs) and their heterocyclic analogs in the environment. The authors are internationally well recognized scientists belonging to those working presently in the frontline of the different subfields of this interdisciplinary area of environmental science; they give an integrated thorough overview on this hot topic. Extensive cross-referencing between chapters provides the readers with an easy access to all major areas. Due to the huge amount of material the text is published in two volumes (3/I and 3/J). It is expected that both volumes will soon become a major source of information and inspiration for all researchers actively working in PAH environmental chemistry or ecology.