INVITE-ONLY SCRIPT
已更新 MoE [Ensemble ML]

This indicator uses a K-Nearest Neighbors (KNN) machine learning algorithm to predict probable price ranges. It runs multiple specialized "Expert" models simultaneously and outputs predictions only when all experts reach unanimous agreement.
HOW IT WORKS
The core engine identifies historical bars that are most similar to the current market conditions using the following features:
- RSI (Momentum)
- Volatility Ratio (Normalized ATR)
- Gap Analysis
- Rate of Change (ROC)
- Relative Volume (RVOL)
- ADX (Trend Strength)
- Weekly RSI (Deep Context)
- US CPI and Fed Funds Rate (Macroeconomic Regime)
- DXY and VIX (Inter-Market Correlation)
Five specialized "Expert" profiles are configured with different feature weights and parameters:
1. Trend Expert - Optimized for breakouts and trend continuation.
2. Reversion Expert - Optimized for mean reversion and turning points.
3. Volume Expert - Focused on liquidity and volume anomalies.
4. Macro Expert - Filters by economic regime (inflation and interest rates).
5. Inter-Market Expert - Considers Dollar Index and Volatility Index correlation.
Each Expert runs the KNN algorithm independently. Predictions are aggregated using confidence-weighted voting.
MULTI-TIMEFRAME CONSENSUS
The indicator runs the full Expert ensemble on three configurable timeframes (default: 1H, 4H, 1D). A BULL or BEAR signal is only generated when:
- All 5 Experts on Timeframe 1 agree.
- All 5 Experts on Timeframe 2 agree.
- All 5 Experts on Timeframe 3 agree.
This results in very few, high-conviction signals.
HOW TO USE
1. Apply the indicator to high-liquidity assets (indices, major forex pairs, gold, crypto majors).
2. Use the prediction box as a probabilistic range for the selected timeframe.
3. Look for BULL or BEAR labels as potential entry signals.
4. Customize timeframes and enable/disable individual Experts in the settings.
5. Set up alerts using the built-in alert conditions for BULL and BEAR signals.
SETTINGS
- Timeframe 1/2/3: Configure the three timeframes for MTF consensus.
- Require MTF Consensus: Toggle between strict multi-timeframe mode and single-timeframe mode.
- Expert Toggles: Enable or disable individual Expert models.
- Visual Customization: Adjust box color, transparency, and line style.
IMPORTANT NOTES
- This indicator does not repaint. Signals are generated only on confirmed bars.
- Economic data (CPI, Fed Funds) is sourced from TradingView's request.economic function and may have delays.
- This is a statistical tool, not financial advice. Past performance does not guarantee future results.
HOW IT WORKS
The core engine identifies historical bars that are most similar to the current market conditions using the following features:
- RSI (Momentum)
- Volatility Ratio (Normalized ATR)
- Gap Analysis
- Rate of Change (ROC)
- Relative Volume (RVOL)
- ADX (Trend Strength)
- Weekly RSI (Deep Context)
- US CPI and Fed Funds Rate (Macroeconomic Regime)
- DXY and VIX (Inter-Market Correlation)
Five specialized "Expert" profiles are configured with different feature weights and parameters:
1. Trend Expert - Optimized for breakouts and trend continuation.
2. Reversion Expert - Optimized for mean reversion and turning points.
3. Volume Expert - Focused on liquidity and volume anomalies.
4. Macro Expert - Filters by economic regime (inflation and interest rates).
5. Inter-Market Expert - Considers Dollar Index and Volatility Index correlation.
Each Expert runs the KNN algorithm independently. Predictions are aggregated using confidence-weighted voting.
MULTI-TIMEFRAME CONSENSUS
The indicator runs the full Expert ensemble on three configurable timeframes (default: 1H, 4H, 1D). A BULL or BEAR signal is only generated when:
- All 5 Experts on Timeframe 1 agree.
- All 5 Experts on Timeframe 2 agree.
- All 5 Experts on Timeframe 3 agree.
This results in very few, high-conviction signals.
HOW TO USE
1. Apply the indicator to high-liquidity assets (indices, major forex pairs, gold, crypto majors).
2. Use the prediction box as a probabilistic range for the selected timeframe.
3. Look for BULL or BEAR labels as potential entry signals.
4. Customize timeframes and enable/disable individual Experts in the settings.
5. Set up alerts using the built-in alert conditions for BULL and BEAR signals.
SETTINGS
- Timeframe 1/2/3: Configure the three timeframes for MTF consensus.
- Require MTF Consensus: Toggle between strict multi-timeframe mode and single-timeframe mode.
- Expert Toggles: Enable or disable individual Expert models.
- Visual Customization: Adjust box color, transparency, and line style.
IMPORTANT NOTES
- This indicator does not repaint. Signals are generated only on confirmed bars.
- Economic data (CPI, Fed Funds) is sourced from TradingView's request.economic function and may have delays.
- This is a statistical tool, not financial advice. Past performance does not guarantee future results.
版本注释
Updated chart仅限邀请脚本
只有作者授权的用户才能访问此脚本。您需要申请并获得使用许可。通常情况下,付款后即可获得许可。更多详情,请按照下方作者的说明操作,或直接联系TradersTavern。
TradingView不建议您付费购买或使用任何脚本,除非您完全信任其作者并了解其工作原理。您也可以在我们的社区脚本找到免费的开源替代方案。
作者的说明
Gain access here:
https://whop.com/traderstavern/
免责声明
这些信息和出版物并非旨在提供,也不构成TradingView提供或认可的任何形式的财务、投资、交易或其他类型的建议或推荐。请阅读使用条款了解更多信息。
仅限邀请脚本
只有作者授权的用户才能访问此脚本。您需要申请并获得使用许可。通常情况下,付款后即可获得许可。更多详情,请按照下方作者的说明操作,或直接联系TradersTavern。
TradingView不建议您付费购买或使用任何脚本,除非您完全信任其作者并了解其工作原理。您也可以在我们的社区脚本找到免费的开源替代方案。
作者的说明
Gain access here:
https://whop.com/traderstavern/
免责声明
这些信息和出版物并非旨在提供,也不构成TradingView提供或认可的任何形式的财务、投资、交易或其他类型的建议或推荐。请阅读使用条款了解更多信息。