Machine Learning for Financial Risk Management with Python

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

Predictive modeling involves the use of data to forecast future events. It relies on capturing relationships between explanatory variables and the predicted variables from past occurrences and exploiting this to predict future outcomes. Forecasting future financial events is a core actuarial skill - actuaries routinely apply predictive-modeling techniques in insurance and other risk-management applications. This book is for actuaries and other financial analysts who are developing their expertise in statistics and wish to become familiar with concrete examples of predictive modeling. The book also addresses the needs of more seasoned practising analysts who would like an overview of advanced statistical topics that are particularly relevant in actuarial practice. Predictive Modeling Applications in Actuarial Science emphasizes lifelong learning by developing tools in an insurance context, providing the relevant actuarial applications, and introducing advanced statistical techniques tha

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

Tender offers, exchange offers and consent solicitations in connection with debt securities are important instruments of corporate restructurings, corporate rescues, recapitalisations and other types of liability management of public and private companies. Although tender offers for shares, stocks and other equity securities are covered by a vast literature on public mergers, takeovers and acquisitions, the literature on liability management transactions for debt securities is scarce. Law and Practice of Liability Management rectifies this by providing a systematic treatise of the law relating to this significant aspect of the global capital market. It guides students and professionals through the complex legal and regulatory requirements applicable to these transactions, the increasing regulatory interest by the world's leading financial regulatory authorities, and recent innovations in the structuring, legal techniques and execution of the relevant transactions in international capit

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

Machine learning and data mining are inseparably connected with uncertainty. The observable data for learning is usually imprecise, incomplete or noisy.Uncertainty Modeling for Data Mining: A Label Se

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

Packed with innovative graphics and simple explanations of business concepts, from managing risk and alternative business models to effective leadership and thinking outside the box, The Business Book covers every facet of business management.Big ideas make great business thinkers and leaders. From Adam Smith and Andrew Carnegie to Bill Gates and Warren Buffett, The Business Book is perfect for college students, would-be entrepreneurs, or anyone interested in how business works.The Business Book is the perfect primer to key theories of business and management, covering inspirational business ideas, business strategy and alternative business models. One hundred key quotations introduce you to the work of great commercial thinkers, leaders, and gurus from Henry Ford to Steve Jobs, and to topics spanning from start-ups to ethics.

'Big data' poses challenges that require both classical multivariate methods and contemporary techniques from machine learning and engineering. This modern text equips you for the new world - integrating the old and the new, fusing theory and practice and bridging the gap to statistical learning. The theoretical framework includes formal statements that set out clearly the guaranteed 'safe operating zone' for the methods and allow you to assess whether data is in the zone, or near enough. Extensive examples showcase the strengths and limitations of different methods with small classical data, data from medicine, biology, marketing and finance, high-dimensional data from bioinformatics, functional data from proteomics, and simulated data. High-dimension low-sample-size data gets special attention. Several data sets are revisited repeatedly to allow comparison of methods. Generous use of colour, algorithms, Matlab code, and problem sets complete the package. Suitable for master's/graduat

The family firm preparing generational change, the partnership that welcomes new partners, and the shareholders of a firm that chooses to go public are making decisions that will have an impact on strategy and management. Conversely, a change in strategy such as a move to diversify or a decision to take on more risk in a business can make the firm more attractive to some shareholders and less attractive to others and is therefore not ownership neutral. Opening the black box of agency theory, Korine and Gomez show how management and ownership interact to shape the strategy of the firm. In their view, the critical question to ask is not what is the best strategy, but rather, who is the strategy for? With numerous detailed examples, Strong Managers, Strong Owners is an invaluable resource for company owners, board members and executives, as well as their advisors in strategy and governance.

This book describes the synthesis and use of biologically-inspired artificial hydrocarbon networks for modeling problems associated with machine learning, offers a novel algorithm for exploiting them

Wealth Exposed provides insight on the personal risk management and insurance planning issues faced by high net worth individuals, the segment with one of the fastest growth areas and consumer need in

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

This volume presents eighteen case studies of natural disasters from Australia, Europe, North America and developing countries. By comparing the impacts, it seeks to identify what moves people to adapt, which adaptive activities succeed and which fail, and the underlying reasons, and the factors that determine when adaptation is required and when simply bearing the impact may be the more appropriate response. Much has been written about the theory of adaptation and high-level, especially international, policy responses to climate change. This book aims to inform actual adaptation practice - what works, what does not, and why. It explores some of the lessons we can learn from past disasters and the adaptation that takes place after the event in preparation for the next. This volume will be especially useful for researchers and decision makers in policy and government concerned with climate change adaptation, emergency management, disaster risk reduction, environmental policy and plannin

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

Climate change, population growth and the increasing demand for water are all capable of leading to disputes over transboundary water systems. Dealing with these challenges will require the enhancing of adaptive capacity, the improving of the quality of water-resources management and a reduction in the risk of conflict between riparian states. Such changes can only be brought about through significant international cooperation. Christina Leb's analysis of the duty to cooperate and the related rights and obligations highlights the interlinkages between this duty and the principles of equitable and reasonable utilisation and the prevention of transboundary harm. In doing so, she considers the law applicable to both international watercourses and transboundary aquifers, and explores the complementarities and interaction between the rules of international water law and the related obligations of climate change and human rights law.

An in-depth look at how banks and other financial institutions manage treasury operationsCreated for banking and finance professionals with a desire to expand their management skillset, this book focu

In recent years, the damage caused by natural disasters has increased worldwide; this trend will only continue with the impact of climate change. Despite this, the role for the most common mechanism for managing risk - insurance - has received little attention. This book considers the contribution that insurance arrangements can make to society's management of the risks of natural hazards in a changing climate. It also looks at the potential impacts of climate change on the insurance sector, and insurers' responses to climate change. The author combines theory with evidence from the rich experiences of the Netherlands together with examples from around the world. He recognises the role of the individual in preparing for disasters, as well as the difficulties individuals have in understanding and dealing with infrequent risks. Written in plain language, this book will appeal to researchers and policy-makers alike.

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.

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.

During the crisis the asset management is affected by a lack of investors' confidence and an increase of risk exposure for all financial instruments traded and investor need more efficient solution fo

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

Prepare for your career in public personnel management with THE NEW PUBLIC PERSONNEL ADMINISTRATION! With coverage of public policies, law rulings, and court rulings, this text gives you a solid found

An Introduction to Mathematics for Economics introduces quantitative methods to students of economics and finance in a succinct and accessible style. The introductory nature of this textbook means a background in economics is not essential, as it aims to help students appreciate that learning mathematics is relevant to their overall understanding of the subject. Economic and financial applications are explained in detail before students learn how mathematics can be used, enabling students to learn how to put mathematics into practice. Starting with a revision of basic mathematical principles the second half of the book introduces calculus, emphasising economic applications throughout. Appendices on matrix algebra and difference/differential equations are included for the benefit of more advanced students. Other features, including worked examples and exercises, help to underpin the readers' knowledge and learning. Akihito Asano has drawn upon his own extensive teaching experience to cr

Flood inundation models enable us to make hazard predictions for floodplains, mitigating increasing flood fatalities and losses. This book provides an understanding of hydraulic modelling and floodplain dynamics, with a key focus on state-of-the-art remote sensing data, and methods to estimate and communicate uncertainty. Academic researchers in the fields of hydrology, climate change, environmental science and natural hazards, and professionals and policy-makers working in flood risk mitigation, hydraulic engineering and remote sensing will find this an invaluable resource. This volume is the third in a collection of four books on flood disaster management theory and practice within the context of anthropogenic climate change. The others are: Floods in a Changing Climate: Extreme Precipitation by Ramesh Teegavarapu, Floods in a Changing Climate: Hydrological Modeling by P. P. Mujumdar and D. Nagesh Kumar and Floods in a Changing Climate: Risk Management by Slodoban Simonović.

Network science is the key to managing social communities, designing the structure of efficient organizations and planning for sustainable development. This book applies network science to contemporary social policy problems. In the first part, tools of diffusion and team design are deployed to challenges in adoption of ideas and the management of creativity. Ideas, unlike information, are generated and adopted in networks of personal ties. Chapters in the second part tackle problems of power and malfeasance in political and business organizations, where mechanisms in accessing and controlling informal networks often outweigh formal processes. The third part uses ideas from biology and physics to understand global economic and financial crises, ecological depletion and challenges to energy security. Ideal for researchers and policy makers involved in social network analysis, business strategy and economic policy, it deals with issues ranging from what makes public advisories effective

Each year, people around the world spend well over one trillion dollars on travel and tourism, making this sector the world's largest, with employment of 300 million people, one-tenth of the global workforce. In this book Harold L. Vogel examines the business economics and investment aspects of major industry components that include airlines, hotels, casinos, amusement and theme parks, and tourism. The result is a concise, up-to-date reference guide for financial analysts, economists, industry executives, legislators, regulators and journalists interested in the economics, financing and marketing of travel-related goods and services. The new edition expands coverage to airport management, Asian gaming, recreational resorts, restaurants, private jet services and advertising. Sections on the pricing and availability of oil and public policy issues such as antitrust and predation have also been added. A glossary, timeline diagrams and technical appendices enhance the book's appeal as a re

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

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.

New insights into the molecular biology of childhood leukemias have stimulated numerous advances in diagnostic methods, strategies for risk assessment and the development of novel therapy for genetic subtypes of the diseases. Fully revised and updated, this new edition of Childhood Leukemias provides the most comprehensive, clinically-oriented and authoritative reference dedicated to these diseases. Beginning with an overview of history, cell biology, and pathology, subsequent chapters review approaches in the evaluation and management of specific leukemias, new therapeutic development and the unique pharmacodynamics and pharmacogenetics of individual patients. New chapters include epigenetics of leukemias, leukemias in patients with Down syndrome and leukemia in adolescents and young adults. The final section covers the complications associated with the disease or its treatment and supportive care during and after treatment. Authored by leading experts, this is a 'must-have' for any p

Focusing on what actuaries need in practice, this introductory account provides readers with essential tools for handling complex problems and explains how simulation models can be created, used and re-used (with modifications) in related situations. The book begins by outlining the basic tools of modelling and simulation, including a discussion of the Monte Carlo method and its use. Part II deals with general insurance and Part III with life insurance and financial risk. Algorithms that can be implemented on any programming platform are spread throughout and a program library written in R is included. Numerous figures and experiments with R-code illustrate the text. The author's non-technical approach is ideal for graduate students, the only prerequisites being introductory courses in calculus and linear algebra, probability and statistics. The book will also be of value to actuaries and other analysts in the industry looking to update their skills.

The 18 papers in this collection explore machine learning techniques for extracting information from large amounts of data with several variables. Six papers from Spanish universities review Bayesian

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 principles of cognition are becoming increasingly important in the areas of signal processing, communications and control. In this groundbreaking book, Simon Haykin, a pioneer in the field and an award-winning researcher, educator and author, sets out the fundamental ideas of cognitive dynamic systems. Weaving together the various branches of study involved, he demonstrates the power of cognitive information processing and highlights a range of future research directions. The book begins with a discussion of core topics such as cognition and sensing, dealing, in particular, with the perception-action cycle. Bayesian filtering, machine learning and dynamic programming are then addressed. Building on these foundations, there is detailed coverage of two important practical applications, cognitive radar and cognitive radio. Blending theory and practice, this insightful book is aimed at all graduate students and researchers looking for a thorough grounding in this fascinating field.

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