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Understanding Statistics and Probability
This book provides the supplementary R codes and outputs for the solutions of the exercises of the book "Understanding Statistics and Probability - An Introduction to Methods, Techniques and Computer Applications" by Daniel R�sch.
Credit Risk Analytics
The long-awaited, comprehensive guide to practical credit risk modeling Credit Risk Analytics provides a targeted training guide for risk managers looking to efficiently build or validate in-house models for credit risk management. Combining theory with practice, this book walks you through the fundamentals of credit risk management and shows you how to implement these concepts using the SAS credit risk management program, with helpful code provided. Coverage includes data analysis and preprocessing, credit scoring; PD and LGD estimation and forecasting, low default portfolios, correlation modeling and estimation, validation, implementation of prudential regulation, stress testing of existin...
Deep Credit Risk (Chinese)
- 了解流动性，房屋净值和许多其他关键银行业特征变量的作用； - 选择并处理变量； - 预测违约、偿付、损失率和风险敞口； - 利用危机前特征预测经济衰退和危机后果； - 理解COVID-19对信用风险带来的影响； - 将创新的抽样技术应用于模型训练和验证； - 从Logit分类器到随机森林和神经网络的深入学习; - 进行无监督聚类、主成分和贝叶斯技术的应用； - 为CECL、IFRS 9和CCAR建立多周期模型； - 建立用于在险价值和期望损失的信贷组合相关模型； - 使用更多真实的信用风险数据并运行超过1500行的代码... - Understand the role of liquidi...
Understanding Statistics and Probability - an Introduction to Methods, Techniques and Computer Applications
This book provides the supplementary R codes and outputs for the examples of the book "Understanding Statistics and Probability - An Introduction to Methods, Techniques and Computer Applications" by Daniel Rosch. Covers: Descriptive and Exploratory Data Analysis Probability Theory and Random Variables (Univariate and Multivariate) Inferential Statistics (Estimation and Hypothesis Testing) Regression and Applied Statistics (Regression, Regression Diagnostics, ANOVA, Generalized Linear Models) Copulas Bayesian Statistics Statistical Fallacies +Webpage
Understanding Statistics and Probability
A book on statistical theory and applications for undergraduate and graduate students in business, management, economics, social sciences, psychology, medicine, biostatistics and alike, as well as for practitioners. It is a hands-on guide, using computer software and real-world examples as well as Monte-Carlo simulation in order to understand statistical methods and toolboxes. Covers: - Descriptive and Exploratory Statistics and Data Analysis - Probability Theory and Random Variables (Univariate and Multivariate) - Inferential Statistics (Estimation and Hypothesis Testing) - Regression and Applied Statistics (Regression Analysis, ANOVA, Generalized Linear Models) - Copulas - Bayesian Statistics - Statistical Fallacies + Webpage, Lecture Slides and Data on www.statprob.net
Credit Securitisations and Derivatives
A comprehensive resource providing extensive coverage of the state of the art in credit secruritisations, derivatives, and risk management Credit Securitisations and Derivatives is a one-stop resource presenting the very latest thinking and developments in the field of credit risk. Written by leading thinkers from academia, the industry, and the regulatory environment, the book tackles areas such as business cycles; correlation modelling and interactions between financial markets, institutions, and instruments in relation to securitisations and credit derivatives; credit portfolio risk; credit portfolio risk tranching; credit ratings for securitisations; counterparty credit risk and clearing of derivatives contracts and liquidity risk. As well as a thorough analysis of the existing models used in the industry, the book will also draw on real life cases to illustrate model performance under different parameters and the impact that using the wrong risk measures can have.
Operations Research Proceedings 2012
This book contains selected papers presented at the "International Annual Conference of the German Operations Research Society (OR2012)" which was held September 4 -7, 2012 at the Leibniz Universität Hannover, Germany. The international conference, which also serves as the annual meeting of the German Operations Research Society (GOR), attracted more than 500 participants from more than 39 countries. Special attention at the conference was given to the three topics "Energy, Markets and Mobility". The OR2012 conference has addressed these topics from an OR perspective, treating them not only in isolation, but also with respect to their numerous and exciting interconnections, such as new energy for new mobility concepts and new market mechanisms for sustainable energy production to name but a few. The proceedings show that this conference topic is an important and promising area to apply Operations Research. The book also contains numerous papers addressing the full scope of fields in Operations Research.
Market-Based Structural Top-Down Stress Tests of the Banking System
Despite increased need for top-down stress tests of financial institutions, performing them is challenging owing to the absence of granular information on banks’ trading and loan portfolios. To deal with these data shortcomings, this paper presents a market-based structural top-down stress testing methodology that relies in market-based measures of a bank's probability of default and structural models of default risk to infer the capital losses they could experience in stress scenarios. As an illustration, the methodology is applied to a set of banks in an advanced emerging market economy.
Computational Methods for Risk Management in Economics and Finance
At present, computational methods have received considerable attention in economics and finance as an alternative to conventional analytical and numerical paradigms. This Special Issue brings together both theoretical and application-oriented contributions, with a focus on the use of computational techniques in finance and economics. Examined topics span on issues at the center of the literature debate, with an eye not only on technical and theoretical aspects but also very practical cases.
