Market fundamentals versus rational bubbles in stock prices: a Bayesian perspective
用贝叶斯马尔可夫链蒙特卡洛方法将股价分解为市场基本面与泡沫两部分，发现若允许股息增长或回报率存在持续冲击，泡沫对股价变动几乎无贡献；反之泡沫作用更大，但其状态转换行为与经典泡沫模型不符。
Abstract Using Bayesian Markov chain Monte Carlo methods, we decompose the log price‐dividend ratio into a market fundamentals component and a bubble component. The market fundamentals component depends on expectations of future dividend growth and required returns, while the bubble component is assumed to follow a Markov switching model that allows for the possibility of exploding and collapsing regimes. If prior beliefs allow for the possibility of persistent shocks to dividend growth and/or required returns, the posterior distribution suggests the bubble component contributes virtually nothing to the stock price movements over our sample. On the other hand, if one's priors rule out the possibility of persistent shocks to dividend growth and required returns, the bubble component can have a much larger role to play in stock price movements. However, the regime switching behavior of the bubble bears little resemblance to infrequent switching from an exploding bubble regime to a collapsing or dormant bubble regime. Copyright © 2008 John Wiley & Sons, Ltd.