Machine Learning for Financial Risk Management with Python

The fully updated second edition of this popular handbook concisely summarises all current knowledge about delirium in critically ill patients and describes simple tools the bedside clinician can use to prevent, diagnose and manage delirium. Chapters discuss new developments in assessing risk and diagnosis, crucial discoveries regarding delirium and long-term cognitive outcomes, and dangers of sedation and death. Updated management advice reflects new evidence about antipsychotics and delirium. This book explains how to minimise the risks of delirium, drugs to avoid, drugs to use and when to use them, as well as current theories regarding pathophysiology, different motoric subtypes leading to missed diagnosis, and the adverse impact of delirium on patient outcomes. While there are still unanswered questions, this edition contains all the available answers. Illustrated with real-life case reports, Delirium in Critical Care is essential reading for trainees, consultants and nurses in the

Take your career to the next level with PROFESSIONAL REVIEW GUIDE FOR THE CCA EXAMINATION, 2015 EDITION, an essential, effective preparation tool for the American Health Information Management Associa

Take your career to the next level with PROFESSIONAL REVIEW GUIDE FOR THE CCS-P EXAMINATION, 2015 EDITION, an essential, effective preparation tool for the American Health Information Management Assoc

Business Ethics introduces students to ethical issues and decision-making in a variety of contemporary contexts. It develops an awareness of the many ways in which ethical considerations can manifest in commercial domains, thereby helping prepare students for their professional careers. Business Ethics shows how theory works in practice. It includes hundreds of real-world examples that will help engage students. Examples draw on recent and emerging concerns, such as the moral implications of social media and the enforcement of codes of behaviour within industries. The book also addresses corporate social responsibility, stakeholder management and sustainability, reflecting the broad scope of business ethics today. Comprehensive online resources are available at www.cambridge.edu.au/academic/businessethics. Student resources include additional review questions and case studies, with answer guides, to help students reinforce learning and prepare for assessment tasks. Instructor resources

The chief executive officer (CEO) of a corporation and her executive team are responsible for the management of the business and its continued financial success. This team is almost always highly comp

This practical handbook is the first resource written by practicing pediatric anesthesiologists that provides the reader with a bedside reference for managing critical incidents and for effectively mastering the key topics within pediatric anesthesiology. The first main section of the book addresses critical incidents related to the anesthetic management of pediatric patients. Listed in alphabetical order to allow rapid retrieval by the reader, each Critical Incident follows a concise, standardized format, covering presentation, risk factors, differential diagnosis, pathophysiology, management, and prevention. The second section consists of nearly 100 Essential Topics. Bullet points, key phrases and tables provide a focused and efficient review format. Written and edited by experts from top children's hospitals, this is an essential resource for residents and fellows seeking to master the key topics, as well as a valuable quick-reference handbook for more experienced anesthesiologists

Linguistic Issues in Language Technology (LiLT) is an open-access journal that focuses on the relationships between linguistic insights and language technology. In conjunction with machine learning an

As the number of universities offering entrepreneurial programs continues to increase, there is a growing need for a suitable framework for the teaching of entrepreneurship beyond the operational side of the business and the preparation of a business plan. This book offers a fresh approach to entrepreneurship by teaching readers how to discover and create a new firm, or grow an existing one, starting from a firm's or team's capabilities. The core methodology is based on the 'entrepreneurial arch' which provides a more holistic view of entrepreneurship by dividing the business development process into six distinct segments. An important feature of this model is the inclusion of learning units focusing on opportunity identification, business design and risk reduction before the business planning stage is attempted. Illustrated with various real-world examples, this structured and concise book will appeal to students, as well as to practitioners looking to develop their entrepreneurial sk

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

This comprehensive review of health information serves as a personal tutor and is designed to assist students with navigating through Health Information Management (HIM) coursework and in passing the

This book provides a firm grounding in management and financial accounting for MBA students and practising managers. It focuses on the 'why' as well as the 'how to', equipping managers with the tools

For courses in corporate finance or financial management at the undergraduate and graduate level. Excel Modeling in Investments, Fifth Edition approaches building and estimating models with Mic

For courses in corporate finance or financial management at the undergraduate and graduate level. Excel Modeling in Corporate Finance approaches building and estimating models with MicrosoftR

As the global geriatric population continues to grow, an increasing proportion of people reporting to emergency departments are elderly. The work-up of these patients uses more time and resources than that of younger patients, and is complicated by the fact that acute disease often presents more subtly, without the outward manifestations typically seen in younger patients. This volume focuses on the unique pathophysiology of the elderly, presenting guidelines for resuscitation, evaluation and management. The first section discusses general principles including demographics, pharmacology and pain management. The following sections cover high-risk chief presenting complaints and review geriatric emergencies. Finally, topics of particular relevance in the geriatric population are discussed, including functional assessment, end-of-life care, financial considerations and abuse. This book provides a comprehensive, practical framework for community and academic emergency medicine practitioner

Authors, educators and successful entrepreneurs wrote this textbook with the primary goal of maximising your chance of entrepreneurial success. It is designed to encourage those wanting to start a business and those who have already begun. It includes guidance, instruction and practical lessons for the prospective entrepreneur. The book focuses on early stage financing of a start-up company, beginning with an emphasis on constructing an effective business plan, including writing techniques to help convey your message, and preparing solid financial statements. This 'why' and 'how' of writing a business plan is followed by recommendations on raising outside capital. Important topics include developing your marketing strategy, recruiting and managing creatives and managers, and retaining effective employees. Legal structures, negotiation strategies, and economic evaluation of opportunities are also discussed. The book concludes with a chapter on project management. It includes many engine

Verbeke provides a new perspective on international business strategy by combining analytical rigour and true managerial insight on the functioning of large multinational enterprises (MNEs). With unique commentary on 48 seminal articles published in the Harvard Business Review, the Sloan Management Review and the California Management Review over the past three decades, Verbeke shows how these can be applied to real businesses engaged in international expansion programmes, especially as they venture into high-distance markets. The second edition has been thoroughly updated and features greater coverage of emerging markets with a new chapter and seven new cases. Suited for advanced undergraduates and graduate courses, students will benefit from updated case studies and improved learning features, including 'management takeaways', key lessons that can be applied to MNEs and a wide range of online resources.

Prepare for career success with this trusted introduction to the world of health insurance billing and the dynamic, growing field of health information management. A GUIDE TO HEALTH INSURANCE BILLING,

Pain is one of the most common symptoms of neurological disease and its appropriate management is essential to the effective care of patients. Neurological disorders differ in their specific pain phenotype, mechanisms and therapy. Case Studies in Neurological Pain addresses the specific pain issues, treatment and pathophysiology in patients with a wide spectrum of neurological disease. Clinical case studies have long been recognized as a useful adjunct to problem-based learning and continuing professional development. They emphasize the need for clinical reasoning, integrative thinking, problem-solving, communication, teamwork and self-directed learning – all desirable generic skills for health care professionals. Presenting real-life cases – covering conditions including diabetic and idiopathic polyneuropathies, focal neuropathies, multiple sclerosis and headache disorders – this book provides neurologists, neurosurgeons, pain clinic specialists and primary care physicians with an und

This second edition covers the range of neuropsychiatric syndromes associated with stroke, including cognitive, emotional and behavioural disorders such as depression, anxiety and psychosis. There is growing recognition among a wide range of clinicians and allied healthcare staff that post-stroke neuropsychiatric syndromes are common and serious. Such complications can have a negative impact on recovery and even survival; however, there is now evidence suggesting that pre-emptive therapeutic intervention in high-risk patient groups can prevent the initial onset of the conditions. This opportunity for primary prevention marks a huge advance in the management of this patient population.

The ability to manage change successfully is an essential part of business. It is a skill that is much valued by employers, and it is therefore one of the most commonly delivered courses. This book helps you to understand three key activities for managing change: diagnosing, explaining and enacting. Both practical and action-oriented, it gives students and managers the tools they need to deal with the messy reality of change. It combines theory and diagnostic tools with practical examples that focus on actions and outcomes. It also includes short vignettes and longer cases, from a range of international contexts, for classroom study or for use on distance learning courses. Managing Change is written for advanced undergraduates and graduate students taking modules on change management, strategy and organizations. Its class-tested approach has been successfully delivered in a wide variety of settings, including over fifty executive short courses with FTSE-listed businesses.

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

Epilepsy is a complex disease which has significant effects on the well-being and quality of life of patients. Obtaining good pharmacological control of seizures is often time-consuming, involving several changes of therapy. Treatment may last for several years. This introductory book covers all aspects of epilepsy, from basic mechanisms of seizures to diagnosis and management, as well as legal and social considerations. Combining a rigorous academic approach with an emphasis on practical issues, the content provides a clear, concise guide which walks the reader through day-to-day clinical decisions. From basic principles, pathology, physiology and neurochemistry to clinical neurophysiology, genetics, neuroimaging, differential diagnosis and treatment, each chapter offers detailed explanations, summary boxes and learning objectives. Recommended treatment plans enable the reader to offer quick and accurate therapy to patients. This is essential reading for neurologists – particularly tr

The media now regularly feature breakthroughs on the influence of prenatal hormones on the brain and behavior, for instance the link to financial performance or risk management. Based on these finding

MGMT5 2013 EDITION provides a unique book for your principles of management course that truly began with YOU. We asked you, the students, through conversations, focus groups, surveys, and interviews,

The provision of anesthesia during childbirth still generates considerable debate; opinions vary widely within the obstetric anesthesia community over issues such as the effect of anesthetic drugs on the fetal brain and the choice between different epidural techniques. Controversies in Obstetric Anesthesia and Analgesia debates these and other clinical management controversies encountered in daily practice, providing practical advice on how to manage each clinical problem. This concise, practical text is designed to provide rapid access to key information on both diagnosis and treatment, presenting each side of the debate in a clear discussion. Key references and suggestions for further reading are also provided. Written by a team of international practitioners working with and caring for high risk obstetric patients, Controversies in Obstetric Anesthesia and Analgesia is an invaluable resource for trainees and practitioners in anesthesia, obstetrics and critical care medicine.

This comprehensive textbook for undergraduate majors and non-majors is based on the premise that public relations is a management function that must be coordinated with an organization's other managem

Uncommon problems tend to be overlooked; they are usually difficult to diagnose and a challenge to manage. Acute Medicine: Uncommon Problems and Challenges gathers together all uncommon problems relevant to the treatment of seriously ill patients in a quick one-stop reference. Each topic contains both essential diagnostic and treatment information and discusses the implications for intensive care management, obviating the need to refer to specialized sources. The A-Z format with frequent cross-referencing aids rapid access to key information and cartoons throughout aid learning. Intensivists, anaesthetists, emergency specialists and a wide range of other healthcare professionals will find this an invaluable resource when faced with acute medical problems. From Abruptio placentae to Zollinger–Ellison syndrome, Acute Medicine: Uncommon Problems and Challenges will help you diagnose and manage the tricky acute problems you encounter in daily clinical practice.

This authoritative and comprehensive 1996 publication looks in depth at a range of medical syndromes characterised by serious and unpredicted internal overheating of the body. These episodes may arise suddenly and unexpectedly in certain individuals, with life-threatening consequences, either as a result of heat stress, exceptional physical exertion or in response to certain common anaesthetics and some drugs, including ecstasy. The chapters focus on the full range of these syndromes, their metabolic and physiological basis, the important pre-disposing factors for the prediction of those at risk, and the medical management of these conditions. The volume includes important contributions from authors of international repute and incorporates a wealth of information from the Leeds malignant hyperthermia investigation unit. This compilation will be of interest to those wanting to understand these disorders.

How can organizations ensure that they can get best value for money in their procurement decisions? How can they stimulate innovations from their dedicated suppliers? With contributions from leading academics and professionals, this 2006 handbook offers expert guidance on the fundamental aspects of successful procurement design and management in firms, public administrations, and international institutions. The issues addressed include the management of dynamic procurement; the handling of procurement risk; the architecture of purchasing systems; the structure of incentives in procurement contracts; methods to increase suppliers' participation in procurement contests and e-procurement platforms; how to minimize the risk of collusion and of corruption; pricing and reputation mechanisms in e-procurement platforms; and how procurement can enhance innovation. Inspired by frontier research, it provides practical recommendations to managers, engineers and lawyers engaged in private and publi

Originally published in 1986, this is a business history of the first twenty-five years of nationalised railways in Britain. Commissioned by the British Railways Board and based on the Board's extensive archives, it fully analyses the dynamics of nationalised industry management and the complexities of the vital relationship with government. After exploring the origins of nationalisation, the book deals with the organisation, financial performance, investment and commercial policies of the British Transport Commission (1948–2), Railway Executive (1948–53) and British Railways Board (1963–73). Calculations of profit and loss, investment, and productivity are provided on a consistent basis for 1948–73. This business history thus represents a major contribution not only to the debate about the role of the railways in a modern economy but also to that concerning the nationalised industries, which have proved to be one of the most enduring problems of the British economy since the war.

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

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.

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

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.

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 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.

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

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

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