具有结构断裂的期限结构建模:一种简单的无套利方法

Wachi Bandara, Richard Munclinger
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引用次数: 2

摘要

经济时间序列容易受到由银行业危机、政府政策变化或消费者信心转变引起的罕见但严重的结构性断裂的影响。我们提出了一个仿射、无套利、制度切换的期限结构动态Nelson-Siegel模型,该模型可识别结构性断裂。我们在连续时间条件下建立了该模型,并给出了期限结构的一类一般仿射隐马尔可夫模型。我们强调了在本课程中达到易于处理的版本所必需的假设,例如Dai, Singleton和Yang(2007)模型和无套利的制度转换Nelson和Siegel模型。通过多域近似卡尔曼滤波对历史收益率曲线数据估计无套利的隐马尔可夫尼尔森西格尔模型。我们将模型与单一方案进行对比,并得出结论,我们的模型在样本内表现更好。使用似然比检验,我们表明制度是由长期均值、均值回归、测量和过渡协方差矩阵驱动的。这些制度符合扩张性和限制性货币政策的时期,但与衰退并不完全一致。我们的制度捕捉到了NBER的衰退日期,但在衰退结束后很长一段时间仍在持续。
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Term Structure Modeling with Structural Breaks: A Simple Arbitrage-Free Approach
Economic time-series are susceptible to infrequent but severe structural breaks that stem from banking crises, changes in government policy or shifts in consumer con fidence. We present an affine, arbitrage-free, regime-switching dynamic Nelson-Siegel model of the term structure that identifies structural breaks. We develop the model in continuous time and present a class of general affine hidden Markov models of the term structure. We highlight the assumptions that are necessary to reach tractable versions in this class such as the Dai, Singleton and Yang (2007) model and the arbitrage-free regime-switching Nelson and Siegel model. We estimate an arbitrage-free hidden Markov Nelson Siegel model on historical yield curve data via a multi-regime approximate Kalman filter. We contrast the model to single-regime alternatives and conclude that our model performs better in-sample. Using likelihood ratio tests, we show that regimes are driven by long term means, mean reversions, measurement and transition covariance matrices. The regimes conform to periods of expansionary and restrictive monetary policy, but do not coincide exactly with recessions. Our regimes capture the NBER recession dates, but persist long after the recessions have ended.
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