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Author: Stewart Jones Publisher: Taylor & Francis ISBN: 1317225376 Category : Business & Economics Languages : en Pages : 243
Book Description
This book is an introduction text to distress risk and corporate failure modelling techniques. It illustrates how to apply a wide range of corporate bankruptcy prediction models and, in turn, highlights their strengths and limitations under different circumstances. It also conceptualises the role and function of different classifiers in terms of a trade-off between model flexibility and interpretability. Jones's illustrations and applications are based on actual company failure data and samples. Its practical and lucid presentation of basic concepts covers various statistical learning approaches, including machine learning, which has come into prominence in recent years. The material covered will help readers better understand a broad range of statistical learning models, ranging from relatively simple techniques, such as linear discriminant analysis, to state-of-the-art machine learning methods, such as gradient boosting machines, adaptive boosting, random forests, and deep learning. The book’s comprehensive review and use of real-life data will make this a valuable, easy-to-read text for researchers, academics, institutions, and professionals who make use of distress risk and corporate failure forecasts.
Author: Stewart Jones Publisher: Taylor & Francis ISBN: 1317225376 Category : Business & Economics Languages : en Pages : 243
Book Description
This book is an introduction text to distress risk and corporate failure modelling techniques. It illustrates how to apply a wide range of corporate bankruptcy prediction models and, in turn, highlights their strengths and limitations under different circumstances. It also conceptualises the role and function of different classifiers in terms of a trade-off between model flexibility and interpretability. Jones's illustrations and applications are based on actual company failure data and samples. Its practical and lucid presentation of basic concepts covers various statistical learning approaches, including machine learning, which has come into prominence in recent years. The material covered will help readers better understand a broad range of statistical learning models, ranging from relatively simple techniques, such as linear discriminant analysis, to state-of-the-art machine learning methods, such as gradient boosting machines, adaptive boosting, random forests, and deep learning. The book’s comprehensive review and use of real-life data will make this a valuable, easy-to-read text for researchers, academics, institutions, and professionals who make use of distress risk and corporate failure forecasts.
Author: Edward I. Altman Publisher: John Wiley & Sons ISBN: 1118046048 Category : Business & Economics Languages : en Pages : 314
Book Description
A comprehensive look at the enormous growth and evolution of distressed debt, corporate bankruptcy, and credit risk default This Third Edition of the most authoritative finance book on the topic updates and expands its discussion of corporate distress and bankruptcy, as well as the related markets dealing with high-yield and distressed debt, and offers state-of-the-art analysis and research on the costs of bankruptcy, credit default prediction, the post-emergence period performance of bankrupt firms, and more.
Author: William H. Beaver Publisher: Now Publishers Inc ISBN: 1601984243 Category : Business & Economics Languages : en Pages : 89
Book Description
Financial Statement Analysis and the Prediction of Financial Distress discusses the evolution of three main streams within the financial distress prediction literature: the set of dependent and explanatory variables used, the statistical methods of estimation, and the modeling of financial distress. Section 1 discusses concepts of financial distress. Section 2 discusses theories regarding the use of financial ratios as predictors of financial distress. Section 3 contains a brief review of the literature. Section 4 discusses the use of market price-based models of financial distress. Section 5 develops the statistical methods for empirical estimation of the probability of financial distress. Section 6 discusses the major empirical findings with respect to prediction of financial distress. Section 7 briefly summarizes some of the more relevant literature with respect to bond ratings. Section 8 presents some suggestions for future research and Section 9 presents concluding remarks.
Author: Constantin Zopounidis Publisher: Springer Science & Business Media ISBN: 3642574785 Category : Business & Economics Languages : en Pages : 309
Book Description
During the last decades the globalization, the intensified competition and the rapid changes in the socio-economic and technological environment had a major impact on the global economic, financial and business environments. Within this environment, it is clear that banking institutions worldwide face new challenges and increasing risks, as well as increasing business potentials. The recent experience shows that achieving a sustainable development of the banking system is not only of interest to the banking institutions themselves, but it is also directly related to the development of the whole business and economic environment, both at regional and international level. The variety of new banking products that is constantly being developed to accommodate the increased customer needs (firms, organizations, individuals, etc.) provides a clear indication of the changes that the banking industry has undergone during the last two decades. The establishment of new products of innovative processes and instruments for their requires the implementation efficient management. The implementation of such processes and instruments is closely related to a variety of disciplines, advanced quantitative analysis for risk management, information technology, quality management, etc. The implementation ofthese approaches in banking management is in accordance with the finding that empirical procedures are no longer adequate to address the increasing complexity of the banking industry.
Author: Adrian R. Bell Publisher: Edward Elgar Publishing ISBN: 0857936093 Category : Business & Economics Languages : en Pages : 494
Book Description
This impressive Handbook presents the quantitative techniques that are commonly employed in empirical finance research together with real-world, state-of-the-art research examples. Written by international experts in their field, the unique approach describes a question or issue in finance and then demonstrates the methodologies that may be used to solve it. All of the techniques described are used to address real problems rather than being presented for their own sake, and the areas of application have been carefully selected so that a broad range of methodological approaches can be covered. The Handbook is aimed primarily at doctoral researchers and academics who are engaged in conducting original empirical research in finance. In addition, the book will be useful to researchers in the financial markets and also advanced Masters-level students who are writing dissertations.
Author: Błażej Prusak Publisher: MDPI ISBN: 303928911X Category : Business & Economics Languages : en Pages : 202
Book Description
Bankruptcy prediction is one of the most important research areas in corporate finance. Bankruptcies are an indispensable element of the functioning of the market economy, and at the same time generate significant losses for stakeholders. Hence, this book was established to collect the results of research on the latest trends in predicting the bankruptcy of enterprises. It suggests models developed for different countries using both traditional and more advanced methods. Problems connected with predicting bankruptcy during periods of prosperity and recession, the selection of appropriate explanatory variables, as well as the dynamization of models are presented. The reliability of financial data and the validity of the audit are also referenced. Thus, I hope that this book will inspire you to undertake new research in the field of forecasting the risk of bankruptcy.
Author: Agyemang, Otuo Serebour Publisher: IGI Global ISBN: 1522596097 Category : Business & Economics Languages : en Pages : 352
Book Description
Virtually all developing, transitioning, and emerging-market economies are faced with one pressing concern at the moment: how to establish the groundwork for long-term economic performance and competitiveness in a diverse market. However, without the existence of good corporate governance in these economies, small enterprise will cease to exist in developing countries. Corporate Governance Models and Applications in Developing Economies is a collection of innovative research that contributes to the better understanding of corporate governance models by documenting the structures, principles, tenets, case studies, and applications for the development of good business practices in developing economies. While highlighting topics including risk management, financial distress, and insider trading, this book is ideally designed for corporate managers, executives, economists, strategists, investors, shareholders, students, researchers, academicians, business professionals, and policymakers.
Author: Matteo Pozzoli Publisher: Springer ISBN: 3319673556 Category : Business & Economics Languages : en Pages : 55
Book Description
This book explores methods and techniques to predict and eventually prevent financial distress in corporations. It analyzes the effects of the global financial crisis on Italian manufacturing companies and, more specifically, whether the crisis has increased the number of firms that are likely to fail. In the first chapter, the authors widely discuss the Corporate Financial Distress as well as the process and costs incurred. The second chapter is based on a review of the most used statistical models, splitting them into accounting-based and market-based models. The following chapter is dedicated to the methodology and the empirical analysis on Italian manufacturing companies from different industries. The last chapter presents practical evidence from Italian manufacturing companies during the recent financial crisis.
Author: Ulf von Kalckreuth Publisher: ISBN: Category : Languages : en Pages : 48
Book Description
In recent years, a number of papers have established a new empirical regularity. Stocks of distressed firms vastly underperform those of financially healthy firms. It is not necessary to attribute the negative excess returns of distressed firms to inefficient or irrational markets. We show that negative excess returns are the equilibrium outcome when a subset of participants is able to draw returns "in kind" from distressed companies. For firms close to bankruptcy, non-cash returns to ownership will be the dominant form of return to equity. If markets expect a contest for control, these returns will show up in stock valuation. The governance problem described here creates a link between the financial position of a firm and real allocation that may amplify macroeconomic real or financial shocks.
Author: Stewart Jones
Author: Stewart Jones
Author: Edward I. Altman
Author: William H. Beaver
Author: Constantin Zopounidis
Author: Adrian R. Bell
Author: Baruch Lev
Author: Błażej Prusak
Author: Agyemang, Otuo Serebour
Author: Matteo Pozzoli
Author: Ulf von Kalckreuth