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We develop a general approach for stress testing correlations of financial asset portfolios. The correlation matrix of asset returns is specified in a parametric form, where correlations are represented as a function of risk factors, such…

风险管理 · 定量金融 2022-09-07 N. Packham , F. Woebbeking

If the probability of default parameters (PDs) fed as input into a credit portfolio model are estimated as through-the-cycle (TTC) PDs stressed market conditions have little impact on the results of the capital calculations conducted with…

风险管理 · 定量金融 2012-03-13 Norbert Jobst , Dirk Tasche

The risk of a credit portfolio depends crucially on correlations between the probability of default (PD) in different economic sectors. Often, PD correlations have to be estimated from relatively short time series of default rates, and the…

统计力学 · 物理学 2008-12-02 Bernd Rosenow , Rafael Weissbach , Frank Altrock

Value at Risk (VaR) and stress testing are two of the most widely used approaches in portfolio risk management to estimate potential market value losses under adverse market moves. VaR quantifies potential loss in value over a specified…

计算金融 · 定量金融 2024-10-01 Krishan Mohan Nagpal

We discuss a weighted estimation of correlation and covariance matrices from historical financial data. To this end, we introduce a weighting scheme that accounts for similarity of previous market conditions to the present one. The…

统计金融 · 定量金融 2010-07-01 Michael C. Münnix , Rudi Schäfer , Oliver Grothe

In structural credit risk models, default events and the ensuing losses are both derived from the asset values at maturity. Hence it is of utmost importance to choose a distribution for these asset values which is in accordance with…

风险管理 · 定量金融 2016-01-13 Thilo A. Schmitt , Rudi Schäfer , Thomas Guhr

In general, underestimation of risk is something which should be avoided as far as possible. Especially in financial asset management, equity risk is typically characterized by the measure of portfolio variance, or indirectly by quantities…

统计金融 · 定量金融 2017-07-31 Thomas Schürmann , Ingo Hoffmann

We investigate the possible drawbacks of employing the standard Pearson estimator to measure correlation coefficients between financial stocks in the presence of non-stationary behavior, and we provide empirical evidence against the…

统计金融 · 定量金融 2012-07-27 Giacomo Livan , Jun-ichi Inoue , Enrico Scalas

Growth-optimal portfolios are guaranteed to accumulate higher wealth than any other investment strategy in the long run. However, they tend to be risky in the short term. For serially uncorrelated markets, similar portfolios with more…

投资组合管理 · 定量金融 2016-09-20 Byung-Geun Choi , Napat Rujeerapaiboon , Ruiwei Jiang

We propose a random walk model of asset returns where the parameters depend on market stress. Stress is measured by, e.g., the value of an implied volatility index. We show that model parameters including standard deviations and…

综合金融 · 定量金融 2016-05-11 Martin Gremm

The stability of the financial system is associated with systemic risk factors such as the concurrent default of numerous small obligors. Hence it is of utmost importance to study the mutual dependence of losses for different creditors in…

风险管理 · 定量金融 2017-06-30 Andreas Mühlbacher , Thomas Guhr

We show that financial correlations exhibit a non-trivial dynamic behavior. We introduce a simple phenomenological model of a multi-asset financial market, which takes into account the impact of portfolio investment on price dynamics. This…

物理与社会 · 物理学 2009-11-11 Giacomo Raffaelli , Matteo Marsili

We review recent progress in modeling credit risk for correlated assets. We start from the Merton model which default events and losses are derived from the asset values at maturity. To estimate the time development of the asset values, the…

风险管理 · 定量金融 2018-03-02 Andreas Mühlbacher , Thomas Guhr

We give a detailed account of correlations between credit sector/quality and treasury curve factors, using the robust framework of the Barclays POINT Global Risk Model. Consistent with earlier studies, we find a strong negative correlation…

投资组合管理 · 定量金融 2013-12-06 Arthur M. Berd , Elena Ranguelova , Antonio Baldaque da Silva

The downside risk of a portfolio of (equity)assets is generally substantially higher than the downside risk of its components. In particular in times of crises when assets tend to have high correlation, the understanding of this difference…

风险管理 · 定量金融 2015-03-17 Alex Langnau , Daniel Cangemi

Financial correlations play a central role in financial theory and also in many practical applications. From theoretical point of view, the key interest is in a proper description of the structure and dynamics of correlations. From…

统计力学 · 物理学 2009-11-10 Szilard Pafka , Imre Kondor

Credit risk stress testing has become an important risk management device which is used both by banks internally and by regulators. Stress testing is complex because it essentially means projecting a bank's full balance sheet conditional on…

风险管理 · 定量金融 2024-01-18 Bernd Engelmann

We set up a structural model to study credit risk for a portfolio containing several or many credit contracts. The model is based on a jump--diffusion process for the risk factors, i.e. for the company assets. We also include correlations…

风险管理 · 定量金融 2008-12-02 Rudi Schäfer , Markus Sjölin , Andreas Sundin , Michal Wolanski , Thomas Guhr

For the past two decades investors have observed long memory and highly correlated behavior of asset classes that does not fit into the framework of Modern Portfolio Theory. Custom correlation and standard deviation estimators consider…

统计金融 · 定量金融 2017-04-18 Sergey Kamenshchikov , Ilia Drozdov

We study the dynamics of correlation and variance in systems under the load of environmental factors. A universal effect in ensembles of similar systems under the load of similar factors is described: in crisis, typically, even before…

生物物理 · 物理学 2010-08-27 A. N. Gorban , E. V. Smirnova , T. A. Tyukina
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