OPEN-SOURCE SCRIPT

Nadaraya Watson (Lupown) / Owl of Profit remake

Nadaraya-Watson Strategy (Lupown)

Big thanks to Lupown for this innovative strategy! This source code is subject to the terms of the Mozilla Public License 2.0, available at mozilla.org/MPL/2.0/.

This strategy leverages Nadaraya-Watson Kernel Regression to provide predictive trend analysis, combined with ATR-based dynamic bands for identifying trade opportunities.

Features:
Nadaraya-Watson Kernel Regression:

Predicts price trends using a rational quadratic kernel.
Configurable parameters for lookback window (h) and weighting (r) allow fine-tuning.
Regression begins after a customizable number of bars for improved accuracy.
ATR-Based Bands:

Upper and lower bands are calculated by adding/subtracting a multiple of ATR to/from the regression estimate.
Bands serve as dynamic support and resistance levels.
Trend Detection:

Smooth or reactive color changes based on crossovers or rate-of-change mechanisms.
Bullish and bearish trend shifts are clearly visualized.
Entry and Exit Logic:
Long Condition:

Triggered when the price crosses below the lower ATR-based band.
Closes any short position before opening a long position.
Short Condition:

Triggered when the price crosses above the upper ATR-based band.
Closes any long position before opening a short position.
Visualization:
Regression Estimate: The middle band is plotted with dynamic colors indicating bullish (green) or bearish (red) trends.
ATR-Based Bands: Upper and lower bands are displayed as green and red lines, respectively.
Trend Indicators: Buy and sell signals are visualized with symbols (🍀 for bullish and 🥀 for bearish).
Alerts:
Alerts for price crossing the upper or lower bands.
Alerts for bullish and bearish trend shifts based on regression changes.
This strategy provides a robust framework for predictive trading using statistical regression and dynamic volatility bands. Use it for backtesting and further customization to fit your trading needs.

Visit my website for more tools and strategies: bybitindicators.com

Happy trading!

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