Modeling Credit Spreads through Regime Switching with Gradual Transition

Pravesh Kumar, Rahul Sathyajit, Alexander Rudin
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引用次数: 0

Abstract

Credit spreads behavior displays a range of features that are challenging to model—strongly fat-tailed distribution of changes, periods of relative stability interrupted by prolonged violent shifts, lack of symmetry in spread rises vs. falls, etc. This article proposes a new model for spread behavior that incorporates these peculiarities without bringing excessive mathematical complexity. At the core of our approach is a Hidden Markov Model (HMM) that assumes that spreads follow a 2-state stochastic process. In a key departure from traditional HMM, the authors introduce explicit auto-regression into their formulation. The assumption behind that innovation is that while regime switches may be instantaneous and regimes may be characterized by different spread “fair” levels, the transition between such levels is gradual as opposed to instantaneous. As they illustrate, this assumption is critical for proper description of the spreads dynamic. The model lends itself well to tactical asset allocation involving high-yield credit assets and in a broad, multi-asset class setting.
逐步过渡的制度切换信用利差模型
信用利差行为表现出一系列对模型具有挑战性的特征——变化的强烈肥尾分布,被长期剧烈变化打断的相对稳定时期,利差上升与下降缺乏对称性,等等。本文提出了一种新的传播行为模型,该模型结合了这些特性,而不会带来过多的数学复杂性。我们方法的核心是一个隐马尔可夫模型(HMM),它假设价差遵循一个两态随机过程。与传统HMM不同的是,作者在其公式中引入了显式自回归。这种创新背后的假设是,虽然制度转换可能是瞬时的,制度可能以不同的利差“公平”水平为特征,但这些水平之间的过渡是渐进的,而不是瞬时的。正如他们所说明的,这个假设对于正确描述价差动态是至关重要的。该模型很好地适用于涉及高收益信贷资产和广泛的多资产类别设置的战术资产配置。
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来源期刊
Journal of Fixed Income
Journal of Fixed Income Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.10
自引率
0.00%
发文量
23
期刊介绍: The Journal of Fixed Income (JFI) provides sophisticated analytical research and case studies on bond instruments of all types – investment grade, high-yield, municipals, ABSs and MBSs, and structured products like CDOs and credit derivatives. Industry experts offer detailed models and analysis on fixed income structuring, performance tracking, and risk management. JFI keeps you on the front line of fixed income practices by: •Staying current on the cutting edge of fixed income markets •Managing your bond portfolios more efficiently •Evaluating interest rate strategies and manage interest rate risk •Gaining insights into the risk profile of structured products.
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