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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.
發行說明
Updated chart僅限邀請腳本
僅作者批准的使用者才能訪問此腳本。您需要申請並獲得使用許可，通常需在付款後才能取得。更多詳情，請依照作者以下的指示操作，或直接聯絡TradersTavern。
TradingView不建議在未完全信任作者並了解其運作方式的情況下購買或使用腳本。您也可以在我們的社群腳本中找到免費的開源替代方案。
作者的說明
Gain access here:
https://whop.com/traderstavern/
免責聲明
這些資訊和出版物並非旨在提供，也不構成TradingView提供或認可的任何形式的財務、投資、交易或其他類型的建議或推薦。請閱讀使用條款以了解更多資訊。
僅限邀請腳本
僅作者批准的使用者才能訪問此腳本。您需要申請並獲得使用許可，通常需在付款後才能取得。更多詳情，請依照作者以下的指示操作，或直接聯絡TradersTavern。
TradingView不建議在未完全信任作者並了解其運作方式的情況下購買或使用腳本。您也可以在我們的社群腳本中找到免費的開源替代方案。
作者的說明
Gain access here:
https://whop.com/traderstavern/
免責聲明
這些資訊和出版物並非旨在提供，也不構成TradingView提供或認可的任何形式的財務、投資、交易或其他類型的建議或推薦。請閱讀使用條款以了解更多資訊。