Machine Learning for Financial Risk Management with Python

Adult learners face unique challenges--work, family, and the numerous responsibilities and obligations that they must juggle while pursuing a degree. With limited time and financial resources, adult

This book provides a thorough grounding in the science and economics of climate policy issues and draws key lessons from the longer experiences of central banks in grappling with related challenges. Findings and controversies of climate history and the effects of human activities on climate are reviewed. The author describes similarities in risk management approaches for climate and monetary policy. Overall goals and frameworks for addressing climate change risks are assessed. Command-and-control and market-based options are compared (including performance standards, taxes and cap-and-trade). Market-based approaches sometimes require a choice between prices and quantities as policy instruments. However, the author discusses how techniques of central bank interest rate management can be adapted in a hybrid climate policy approach to achieve environmental goals while making carbon prices predictable and also ensuring well-functioning carbon markets. Key lessons are offered for improving

The Business of Projects broke ground when it was first published in 2005, by showing how leading businesses create and implement projects to drive strategy and innovation. Projects are used to coordinate activities with customers and suppliers and ensure that organisations become more dynamic and adaptable. The book extends the resource-based view of the firm to focus on the business lessons learned from the design and production of high-value complex products and systems (CoPS), which have always been project-based. As well as frameworks and management tools, it provides case studies of high-technology industries - such as telecommunications, flight simulation and medical devices - to show how projects are used to achieve strategic objectives, perform systems integration, organise productive activities, manage software, achieve organisational learning and deliver solutions for customers. This book is essential reading for project professionals, academics, students, engineers, manager

Covering attack detection, malware response, algorithm and mechanism design, privacy, and risk management, this comprehensive work applies unique quantitative models derived from decision, control, and game theories to understanding diverse network security problems. It provides the reader with a system-level theoretical understanding of network security, and is essential reading for researchers interested in a quantitative approach to key incentive and resource allocation issues in the field. It also provides practitioners with an analytical foundation that is useful for formalising decision-making processes in network security.

Relational mathematics is to operations research and informatics what numerical mathematics is to engineering: it is intended to help modelling, reasoning, and computing. Its applications are therefore diverse, ranging from psychology, linguistics, decision aid, and ranking to machine learning and spatial reasoning. Although many developments have been made in recent years, they have rarely been shared amongst this broad community of researchers. This comprehensive 2010 overview begins with an easy introduction to the topic, assuming a minimum of prerequisites; but it is nevertheless theoretically sound and up to date. It is suitable for applied scientists, explaining all the necessary mathematics from scratch using a multitude of visualised examples, via matrices and graphs. It ends with tangible results on the research level. The author illustrates the theory and demonstrates practical tasks in operations research, social sciences and the humanities.

This book, originally published in 2002, argues that the Mongol invasion of the thirteenth century precipitated a transformation of marriage and property law in China that deprived women of their property rights and reduced their legal and economic autonomy. It describes how after a period during which women's property rights were steadily improving, and laws and practices affecting marriage and property were moving away from Confucian ideals, the Mongol occupation created a new constellation of property and gender relations that persisted to the end of the imperial era. It shows how the Mongol-Yüan rule in China ironically created the conditions for radical changes in the law, which for the first time brought it into line with the goals of Learning the Way Confucians and which curtailed women's financial and personal autonomy. The book evaluates the Mongol invasion and its influence on Chinese law and society.

Proposes a dynamic model for effective IT management through adaptive learning techniquesIllustrates the key issues pertaining to organizational learning with a chapter devoted to case studiesExplains

Hypertensive disorders are among the most common medical complications of pregnancy, with an incidence of approximately 6-10%. This spectrum of conditions includes essential hypertension, pre-eclampsia and HELLP syndrome. For patients with pre-existing hypertension, management ideally commences prior to conception, and continues through pregnancy to the postnatal period. This book provides information on the evidence-based management of women with hypertension throughout pregnancy, supported by important background information on the etiology, risk-factors and pathophysiology of these disorders. Illustrated with accompanying algorithms, tables and lists for quick reference on diagnostic criteria, drugs and side-effects, this book will help clinicians rapidly gain access to the information they need to care for these patients. This will to be of interest to all grades of obstetric trainees as well as specialists, obstetric anesthetists and anesthetic trainees, midwives and maternal-feta

The risk of cancer increases with age, and the number of older adults seeking treatment is increasing dramatically in line with the aging population. The care of older patients differs from that of younger adults because of differences in the biology of the tumor, age-related differences in host physiology, comorbidity burden and psychosocial issues, which might impact the efficacy and side effects of cancer therapy. Practical Geriatric Oncology is a comprehensive, evidence-based text that synthesizes the growing literature in this field and provides practical guidelines to the care of older adults with cancer. Coverage includes patient assessment, management of solid tumors and hematologic malignancies, the impact of age on the pharmacology of cancer therapy, surgical oncology and radiation oncology in the older adult, symptom management and supportive care. In addition to serving as core reading for oncologists and hematologists, the book will also be a useful work for other healthca

Hedge funds are among the most innovative and controversial of financial market institutions. Largely exempt from regulation and shrouded in secrecy, they are credited as having improved efficiency and add liquidity to financial markets, but also having severely destabilised markets following the Asian financial crisis and the near collapse of long-term capital management. De Brouwer presents a nuanced and balanced account to what is becoming an increasingly politicised and hysterical discussion of the subject. Part I explains the workings of hedge funds. Part II focuses on the activities of macro hedge funds and proprietary trading desks in East Asia in 1997 and 1998, with case study material from Hong Kong, Indonesia, Malaysia, Singapore, Australia and New Zealand. Part III of the book looks at the future of hedge funds, their role for institutional investors, and policy proposals to limit their destabilising effects.

The Stahl's Illustrated books are a series of pocket-sized, mid-priced, themed volumes. They distil theoretical information from the Stahl's Essential Psychopharmacology volume and combine this with practical data from The Prescriber's Guide. They are illustration heavy and designed to encourage speedy learning of both concepts and applications. The visual learner will find that these books make the concepts easier to master, and the non-visual learner will appreciate the clear, shortened text on complex psychopharmacological concepts. This volume covers the latest developments in our understanding of post-traumatic stress disorder and anxiety. As well as covering the full range of management options, there is a specific focus on the implications for military populations. The Stahl's Illustrated series appeals to the widest possible audience of mental health professionals, and not just those with expertise in psychopharmacology.

"This timely and well-written book is a `must read' for anyone directly or indirectly involved in financial markets and instruments as well as risk management. By telling actual stories of how rogue t

This update of the 2008 edition reflects concerns since the 2008-2009 plunge in stock prices, with a greater emphasis on the need for financial planning prior to portfolio construction. Mayo (College

The recent financial crisis has highlighted the need for better valuation models and risk management procedures, better understanding of structured products, and has called into question the actions o

Human activities have had a huge impact on the environment and landscape, through industrialisation and land-use change, leading to climate change, deforestation, desertification, land degradation, and air and water pollution. These impacts are strongly linked to the occurrence of geomorphological hazards, such as floods, landslides, snow avalanches, soil erosion, and others. Geomorphological work includes not only the understanding but the mapping and modelling of Earth's surface processes, many of which directly affect human societies. In addition, geomorphologists are becoming increasingly involved with the dimensions of societal problem solving, through vulnerability analysis, hazard and risk assessment and management. The work of geomorphologists is therefore of prime importance for disaster prevention. An international team of geomorphologists have contributed their expertise to this volume, making this a scientifically rigorous work for a wide audience of geomorphologists and ot

Worldwide, breast cancer is by far the most common cancer amongst women, with an incidence rate more than twice that of colorectal cancer and cervical cancer and about three times that of lung cancer. Whilst screening programmes have improved detection, this disease still places a very high burden on healthcare services worldwide. Over the last two decades, improved public awareness, the implementation of population screening by mammography, and the development of new technology for diagnosis have transformed the care of patients with breast cancer. In this volume, recognised experts discuss key current issues in the diagnosis and management of breast disease. The development and application of new diagnostic techniques is described as well as the use of sophisticated drugs for more effective treatment. Complex contentious topics including risk factors, borderline lesions, professional performance and quality assurance are thoroughly explored by an expert multidisciplinary team.

Written for researchers and practitioners in environmental pollution, management and ecology, this interdisciplinary account explores the ecological issues associated with industrial pollution to provide a complete picture of this important environmental problem from cause to effect to solution. Bringing together diverse viewpoints from academia and environmental agencies and regulators, the contributors cover such topics as biological resources of mining areas, biomonitoring of freshwater and marine ecosystems and risk assessment of contaminated land in order to explore important questions such as: What are the effects of pollutants on functional ecology and ecosystems? Do current monitoring techniques accurately signal the extent of industrial pollution? Does existing policy provide a coherent and practicable approach? Case studies from throughout the world illustrate major themes and provide valuable insights into the positive and negative effects of industrial pollution, the provis

Stochastic scheduling is in the area of production scheduling. There is a dearth of work that analyzes the variability of schedules. In a stochastic environment, in which the processing time of a job is not known with certainty, a schedule is typically analyzed based on the expected value of a performance measure. This book addresses this problem and presents algorithms to determine the variability of a schedule under various machine configurations and objective functions. It is intended for graduate and advanced undergraduate students in manufacturing, operations management, applied mathematics, and computer science, and it is also a good reference book for practitioners. Computer software containing the algorithms is provided on an accompanying website for ease of student and user implementation.

Written for researchers and practitioners in environmental pollution, management and ecology, this interdisciplinary account explores the ecological issues associated with industrial pollution to provide a complete picture of this important environmental problem from cause to effect to solution. Bringing together diverse viewpoints from academia and environmental agencies and regulators, the contributors cover such topics as biological resources of mining areas, biomonitoring of freshwater and marine ecosystems and risk assessment of contaminated land in order to explore important questions such as: What are the effects of pollutants on functional ecology and ecosystems? Do current monitoring techniques accurately signal the extent of industrial pollution? Does existing policy provide a coherent and practicable approach? Case studies from throughout the world illustrate major themes and provide valuable insights into the positive and negative effects of industrial pollution, the provis

This book equips the reader to understand every important aspect of the dynamics of rotating machines. Will the vibration be large? What influences machine stability? How can the vibration be reduced? Which sorts of rotor vibration are the worst? The book develops this understanding initially using extremely simple models for each phenomenon, in which (at most) four equations capture the behavior. More detailed models are then developed based on finite element analysis, to enable the accurate simulation of the relevant phenomena for real machines. Analysis software (in MATLAB) is associated with this book, and novices to rotordynamics can expect to make good predictions of critical speeds and rotating mode shapes within days. The book is structured more as a learning guide than as a reference tome and provides readers with more than 100 worked examples and more than 100 problems and solutions.

With the economic crisis that began in 2008, a long-standing trend toward increased regulation is becoming a flood. The clamor for improved enterprise risk management and the complexity of multination

Everything that small-business owners need to manage their financial affairs with QuickBooks Intuit's QuickBooks, updated each year, is the leading financial management software for small businesses.

Stress tests are used in risk management by banks in order to determine how certain crisis scenarios would affect the value of their portfolios, and by public authorities for financial stability purposes. Until the first half of 2007, interest in stress-testing was largely restricted to practitioners. Since then, the global financial system has been hit by deep turbulences, including the fallout from sub-prime mortgage lending. Many observers have pointed out that the severity of the crisis has been largely due to its unexpected nature and have claimed that a more extensive use of stress-testing methodologies would have helped to alleviate the repercussions of the crisis. This book analyses the theoretical underpinnings, as well as the practical aspects, of applying such methodologies. Building on the experience gained by the economists of many national and international financial authorities, it provides an updated toolkit for both practitioners and academics.

This book is concerned with the paradox that humanity depends on biodiversity and landscape systems for its survival, yet, at the same time, the current burden of humanity's use of living resources places the existence of these natural systems at risk. The role of human values, technological society and social and political processes in the creation and solution of the paradox are explored in this volume, whose origins lie in an international discussion meeting held at the PennState Center for BioDiversity Research. Leading contributors to the fields of biodiversity conservation, ecology, economics, entomology, forestry, history, landscape management, philosophy and sociology draw from their unique disciplinary perspectives to consider the origins, bases and possible solutions to this pressing problem.

Leadership in Organizations is the first in a series of three books written primarily for distance-learning students in online undergraduate and graduate programs with a focus on management, leadershi

Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information. By applying the model to a range of benchmark problems, the authors show that for linguistic areas ranging from phonology to semantics, it produces excellent results. They also describe TiMBL, a software package for memory-based language processing. The first comprehensive overview of the approach, this book wi

Learning to use EMDR safely and effectively requires the integration of a wide range of knowledge and skills. This guide serves as an orientation to the clinical, professional, and risk management is

Description Both financial and non-financial managers with accountability for performance at either a strategic level or for a business unit have responsibility for risk management, in terms of failin

This authoritative guide is the first to provide a complete system design perspective based on existing international standards and state-of-the-art networking and infrastructure technologies, from theoretical analyses to practical design considerations. The four most critical components involved in a multimedia networking system - data compression, quality of service (QoS), communication protocols, and effective digital rights management - are intensively addressed. Many real-world commercial systems and prototypes are also introduced, as are software samples and integration examples, allowing readers to understand practical tradeoffs in the design of multimedia architectures, and get hands-on experience learning the methodologies and procedures. Balancing just the right amount of theory with practical design and integration knowledge, this book is ideal for graduate students and researchers in electrical engineering and computer science, and also for practitioners in the communicatio

FAMILY BUSINESS provides the next generation of family business owners with the knowledge and skills needed for the successful management and leadership of the family enterprise. The author, Ernesto

Based around a theme of the construction of a game engine, this textbook is for final year undergraduate and graduate students, emphasising formal methods in writing robust code quickly. This book takes an unusual, engineering-inspired approach to illuminate the creation and verification of large software systems. Where other textbooks discuss business practices through generic project management techniques or detailed rigid logic systems, this book examines the interaction between code in a physical machine and the logic applied in creating the software. These elements create an informal and rigorous study of logic, algebra, and geometry through software. Assuming prior experience with C, C++, or Java programming languages, chapters introduce UML, OCL, and Z from scratch. Extensive worked examples motivate readers to learn the languages through the technical side of software science.

Many managers are frustrated by a bewildering array of advice about what works in the workplace. This volume contributes to a growing consensus about effective workplace practices. The collection combines detailed studies of single industries (automobile assembly, apparel, and machine tools) with cross-industry studies of financial performance. Compared to most past investigations, the research here has better measures of both workplace practices and organizational performance. The contributors find that systems of innovative human resource management practices can have large effects on business performance. Success does not come from any single innovation, but from a coherent system encompassing pay, training, and employee involvement. Although a majority of contemporary US businesses now have adopted some innovative work practices, only a small percentage of businesses have adopted a coherent new system. A concluding chapter outlines barriers to diffusion and discusses public policie

Designed primarily for middle and junior management who deal with financial information without really understanding the content; students who are studying accounting as a non-specialist subject, for

Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.

Extensive measures are taken to ensure that blood transfusion poses a minimal microbiological hazard to recipients. Transfusion Microbiology is the definitive text on all aspects of transfusion transmitted infections. This comprehensive text covers all medical, scientific, technical and developmental aspects of this critically important sector of transfusion medicine. A detailed discussion of all infective agents, donor issues, testing and pathogen inactivation is provided. Agents causing major concern recently, such as vCJD, are considered in the context of historical experience with agents such as HIV. All aspects of risk assessment, regulation, cost benefit analysis and quality management are reviewed. Relevant to blood transfusion centres, hospital transfusion laboratories, haematologists and microbiologists, medical, scientific and technical staff, universities and general training programmes worldwide, Transfusion Microbiology provides an up-to-date resource for all practitioner

CHILD CARE ADMINISTRATORS AND EARLY CHILD CARE PROFESSIONALS will greatly value the business skills detailed in the Business of Child Care: Management and Financial Strategies. With the particular fo

To reflect the changing face of undergraduate and postgraduate medical education, this new edition emphasises the principles of disease processes and their underlying mechanisms, bringing the content up to date with the latest developments from the fields of molecular and cellular biology. The focus is on describing the fundamental features of pathophysiological processes with examples to illustrate the similar mechanisms underlying apparently diverse clinical conditions. By understanding the cellular interactions in one disease area, similar principles can be applied to other disease groups and to the scientific basis of medical management and treatment strategies. Throughout, the student is encouraged to evaluate and integrate the evidence critically, developing skills for self-directed learning and the application of knowledge. To further encourage the reader to integrate the theory with clinical practice, each chapter concludes with a series of clinical scenarios and MCQs, with ans

Significantly expanded and updated from the first edition, this edition of Psychiatric Intensive Care is essential reading for all healthcare professionals and managers involved in the care of the mentally ill patient, particularly in the intensive care environment. It provides practical and evidence-based advice on the management of disturbed and severely ill psychiatric patients in secure hospital settings. New chapters were added covering multidisciplinary team working, and emphasising the interface of psychiatric intensive care with other mental health specialities; specifically, Interface with General Psychiatry, Interface with Learning Difficulties, Interface with the Child and Adolescent, Interface with Substance Misuse, Interface with Social Work, User and Carer Issues, Legal Issues and National Standards and Good Practice in Psychiatric Intensive Care. This book should be read by all mental health team members working with disturbed psychiatric patients on an inpatient basis,

To reflect the changing face of undergraduate and postgraduate medical education, this new edition emphasises the principles of disease processes and their underlying mechanisms, bringing the content up to date with the latest developments from the fields of molecular and cellular biology. The focus is on describing the fundamental features of pathophysiological processes with examples to illustrate the similar mechanisms underlying apparently diverse clinical conditions. By understanding the cellular interactions in one disease area, similar principles can be applied to other disease groups and to the scientific basis of medical management and treatment strategies. Throughout, the student is encouraged to evaluate and integrate the evidence critically, developing skills for self-directed learning and the application of knowledge. To further encourage the reader to integrate the theory with clinical practice, each chapter concludes with a series of clinical scenarios and MCQs, with ans

Biegelman, director of financial integrity for Microsoft Corporation, provides clear guidelines for those charged with protecting their companies from financial risk, litigation, and government interv