Improving Equity Labels with High, Low, and Volume Features

Summary

The document raises a label-design question for equity strategy development. It observes that labels based only on shifted closing and opening prices may not distinguish stocks that rise from those that fall, and asks whether adding highs, lows, and volume could help identify stocks with more similar candlestick patterns while retaining returns.

The page itself does not explain a labeling procedure or provide an analysis, results, or evidence that adding these fields improves pattern similarity or performance. It points to a video and a strategy example, but their contents are not included here. Any approach would need to define precisely how future price paths and volume enter the label, then test the resulting labels without introducing look-ahead bias; the document does not discuss these safeguards or limitations.

Key ideas

• Labels based only on shifted open and close prices may not capture differences between rising and falling stocks.
• The question proposes adding highs, lows, and volume to labels.
• The stated goal is to group stocks with more similar candlestick patterns while seeking high returns.
• The page provides no method, evidence, or performance results for the proposed change.

Tags

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