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# PMA: Predictive Moving Average
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# PMA: Predictive Moving Average
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| Property | Value |
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| ---------------- | -------------------------------- |
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| **Category** | Trend (FIR MA) |
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| **Inputs** | Source (close) |
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| **Parameters** | `period` |
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| **Outputs** | Single series (Pma) |
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| **Output range** | Tracks input |
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| **Warmup** | `(period * 2) - 1` bars |
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### TL;DR
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- PMA (Predictive Moving Average) is a lag-cancellation filter that uses linear extrapolation of dual WMA (Weighted Moving Average) cascades to predi...
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- Parameterized by `period`.
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- Output range: Tracks input.
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- Requires `(period * 2) - 1` bars of warmup before first valid output (IsHot = true).
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- Validated against TA-Lib, Skender, and Tulip reference implementations where available.
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> "John Ehlers looked at WMA's lag and said: 'What if we just extrapolated it away?' The result is a moving average that actually tries to predict where price is going, not where it has been."
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