Mean Reversion Strategy v2 [KL]

28 thg 10, 2021

Description:
This strategy will enter a position when the following conditions are met:
a) Main signal: When source data (ATR) diverts from its moving average value, and
b) Confirmation: If predicted direction of trend is favorable.

Assumptions:
During periods of high price volatility, ATR diverts from its moving average value. Eventually, ATR should revert. But since just knowing the magnitude of increase/decrease of ATR does not indicate a trend signal, we need to introduce a model to predict the current trend.

In short:
• Trend Prediction: This strategy calculates the expected logarithmic return of the security (the "Drift") and considers prices to be moving in uptrend if the drift curve is upward sloping.
• Assessment of ATR diversion: To determine "yes/no" regarding whether ATR at a given point in time has diverted, this script conducts a two-tailed hypothesis test at each candlestick period. The null hypothesis (H0) is that the fast moving average value should equal the slow moving average value (say, denoted as H0: atr14 == atr28; it is assumed that atr28 is more meaningful for the purpose of describing the current trend because it has a larger sample size). Investopedia has an article summarizing this topic <link>.

Exit Condition:
When trailing stop loss hits.

Previous version:
This strategy is based on Version 1 published back in September <link>. This older version considers +/- one standard deviation to be the critical values relative to average ATR when testing whether ATR has diverted from the mean. This does not take Standard Error ("SE") into account. As a result, the threshold is often too wide and it generates too many entry signals.

28 thg 10, 2021

Phát hành các Ghi chú

• added annotations to the chart

30 thg 10, 2021

Phát hành các Ghi chú

Added explanations (// in-line comments in codes) in the block labeled "ATR diversion test".

31 thg 10, 2021

Phát hành các Ghi chú

Added profit taking levels. Also amended risk management strategy.

Changes:
- Order size is based on user-defined percentage of committed capital
- Profit taking over 3 levels based on risk to reward ratio (i.e. 1R, 2R, 3R). When a target is met at each tier, strategy will close out one third of current position size. As for remainders of unrealized profits (i.e. already taken once at 1R, but not yet reach 2R or 3R), unreached targets will eventually be closed at the trailing stoploss price

1 thg 11, 2021

Phát hành các Ghi chú

Fixed a bug relating to profit taking over 3 levels (described in the previous update).

21 thg 11, 2021

Phát hành các Ghi chú

Added dropdown menu to select confidence interval (previously had to manually key in critical value)