KAMA and MACD Trend Following with ATR-Based Exits

Summary

This trend-following system uses a 50-period Kaufman Adaptive Moving Average as its price trend reference and MACD as a momentum confirmation. A long entry occurs when price crosses above KAMA while MACD is bullish; a cross below KAMA with bearish MACD closes the position. The described risk controls use a 14-period ATR multiplied by three to set stop-loss and take-profit distances. KAMA adjusts its smoothing according to an efficiency ratio, so it is designed to respond differently in directional and choppy price action.

The document provides parameter settings and backtest dates for BTC on a daily Binance market, while describing the strategy as operating on a four-hour timeframe. It supplies no performance statistics or evidence that MACD reduces false breakouts. The source also calculates exit levels from the current close, so the implemented behavior may not match a fixed distance from the entry price implied by the prose. The authors identify lag, parameter sensitivity, volatility, and trading costs as concerns; the stated optimization ideas are proposals rather than tested improvements.

Key ideas

• KAMA is the trend reference, with its smoothing adjusted by the efficiency ratio.
• Long entries require both an upward price cross of KAMA and bullish MACD confirmation.
• The described exit combines a downward KAMA cross with bearish MACD, alongside ATR-based stop and target levels.
• The published test settings use daily BTC data, despite the strategy description specifying a four-hour timeframe.
• Lag, parameter sensitivity, volatility, and transaction costs may affect results.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.