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我现在打算写一个dating algorithm (Lunde and Timmermann(2004)),这个dating algorithm在 Components of Bull and Bear markets: bull corrections and bear rallies(J. Maheu, T. McCurdy and Yong Song; working paper) 也用到过。
The Lunde and Timmermann (2004) dating algorithm defines a binary market indicator variable It which takes the value 1 if the stock market is in a bull state at time t and 0 if it is in a bear state. The stock price at the end of period t is labelled Pt. Our application of their dating algorithm can be summarized as: use a 6-month window to locate the initial local maximum or minimum. Suppose we have a local maximum at time t0, in which case we set Pmaxt0 = Pt0 . 1. Define stopping-time variables associated with a bull market as τmax(Pmaxt0 , t0 | It0 = 1) = inf {t0 + τ: Pt0+τ≥ Pmaxt0} τmin(Pmaxt0 , t0 | It0 = 1) = inf {t0 + τ: Pt0+τ≤ 0.8Pmaxt0} 2. One of the following happen. • If τmax < τmin, bull market continues, update the new peak value Pmaxt0+τmax = Pt0+τmax discard previous peak at time t0 and set It0+1 = · ··It0+τmax = 1. Go to 2 above. • If τmax > τmin, we find a trough at time t0 + τmin and we have been in a bear market from t0 + 1 to t0 + τmin, It0+1 = · ··= It0+τmin = 0. Record the value Pmint0+τmin = Pt0+τmin and mark time t0 as one peak. Go to 1 below for bear market. On the other hand suppose t0 is a local minimum. 1. Bear market stopping times are τmin(Pmint0 , t0 | It0 = 0) = inf{t0 + τ: Pt0+τ≤ Pmint0} τmax(Pmint0 , t0 | It0 = 0) = inf{t0 + τ: Pt0+τ≥ 1.2Pmint0} 2. One of the following happens. • If τmin < τmax, bear market continues, update the trough point forward, Pmint0+τmin = Pt0+τmin discard previous trough value at time t0 and set It0+1 = ··= It0+τmin = 0. Go to 1. • If τmin > τmax we have a peak at t0 + τmax and have been in a bull market from t0 + 1 to t0 + τmax, It0+1 = · ··= It0+τmax= 1. Record the value Pmaxt0+τmax = Pt0+τmax and mark time t0 as a trough and go to 1 above for the bull market. This process is repeated until the last data point. 我把文章也附上了。我自己也在编写程序,我也会随时更新我的进展。 |
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