Enhanced MACD Trend Signals Using a Smoothed Histogram

Summary

This long-only trend strategy builds an enhanced MACD series in stages: it subtracts a slow EMA from a fast EMA, smooths that difference with a signal EMA, then smooths the residual between MACD and its signal. The stated approach enters long when the enhanced series crosses above zero and closes the long when it crosses below zero, seeking less noisy medium- to long-term trend signals.

The source code’s actual entry and exit conditions instead cross the enhanced series against its further-smoothed signal line, rather than crossing zero as the prose describes. Published parameters are 12, 26, and 9 periods, and the stated backtest configuration uses BTC/USDT futures over roughly a year. No performance figures are supplied, so claims of improved signal quality remain unsupported here. The document notes that parameter choice matters, signals may be infrequent, and the long-only design does not participate in short trends.

Key ideas

• The method applies successive EMA smoothing to a MACD difference to create an enhanced signal series.
• The prose describes a long entry above zero and a long exit below zero.
• The source code instead enters and exits on crosses between the enhanced series and its smoothed signal.
• The strategy is long-only, and its parameter settings require validation because no performance results are reported.

Tags

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