This overlay strategy combines a machine-learning distance model with a MACD oscillator to open trades on the price chart. It compares recent history using cosine similarity or Euclidean and Lorentzian distance, then filters direction with selectable moving-av
Strategy · Pine Script v6 · On the chart
TN Matrix kNN ML Sovereign
This strategy stores a rolling matrix of RSI, ATR relative to price, and rate of change, together with each bar’s close direction.
GitHub stars1on the repository
Pine versionv6current
Lines of code83
Settings3inputs
LicenceNone stated
Last update2 months ago15 Aug 2026
Add It to Your TradingView Chart
- 1Copy the scriptPress Copy script above. It reads the file straight from GitHub.
- 2Open the Pine EditorOpen a TradingView chart and choose Pine Editor at the bottom of the screen.
- 3Paste over the templateCreate a new strategy, select all of the template text and paste. Press Save and give it a name.
- 4Add it to the chartPress Add to chart. The trades and results appear in the Strategy Tester tab; adjust the settings with the gear icon.
Source Code
The code stays on GitHub. The author has not published this script under an open licence, so ForexR does not show its code. Copy script reads the file straight from GitHub into your clipboard, so you can still try it on your own chart. Ask the author before reusing the code anywhere else.
Overview
TN Matrix kNN ML Sovereign averages outcomes from historical rows inside a fixed distance and treats that score as confidence. It enters long when confidence exceeds the selected threshold and the 12-period EMA crosses above the 26-period EMA, and enters short on the opposite cross. Strictness, lookback, and neighbor count change the filter. Confidence columns and thresholds appear in a separate pane. There are no exit or stop-loss rules.
- Rolling RSI, ATR and ROC feature matrix
- Distance-based nearest-neighbor confidence score
- EMA 12 and 26 crossover confirmation
- Adjustable confidence strictness thresholds
- Separate-pane confidence columns and levels
Details
Published by
raybird on GitHub
Type
Strategy, Pine Script v6
Draws
On the price chart
Category
AI / machine learning, Oscillators & momentum, Moving averages
Markets
Any symbol
Timeframes
Any timeframe
Risk Notes
- The strategy enters trades without a stop loss
Settings
The inputs you can change from the gear icon on the chart. Defaults are the author's.
| Setting | Type | Default | Variable |
|---|---|---|---|
| ML 因果規訓等級 | enum | MLStrictness.Balanced | strictness |
| 矩陣訓練回顧 (Bars) | int | 200 | lookback |
| k-最近鄰居數 | int | 5 | k |
Third-party code. ForexR did not write, test or endorse this script, and the summary above was generated automatically from its code and README. Indicators describe the past, and a strategy's backtest can look better than live trading, especially when a script repaints. Check it in the Strategy Tester and on a demo account before you rely on it.
Similar Pine Scripts
Calculates MACD line and signal line differences, passing current and previous deltas through a two-layer neural network model with ReLU activation functions. User-configurable weights, biases, and threshold values determine output classification signals. The
Calculates composite scoring across multiple technical indicators including EMAs, SuperTrend, Parabolic SAR, Hull Moving Average, RSI, MACD, WaveTrend, Stochastic, Bollinger Bands, and ATR. Trading entries trigger on the price chart when cumulative weighted sc
2 EMA/SMA + RSI Strategy [Alorse] combines three configurable moving averages with a short-period Relative Strength Index filter. It plots fast, slow, and trend moving averages on the price chart. Long entries trigger when the fast moving average is above the
This strategy plots on the price chart and opens long or short positions when a weighted score from MACD, Stochastic RSI, RSI, Supertrend and a moving-average crossover exceeds a user-set trigger. Each component has its own weight and candle delay. Entries can
Donald - AI Futures 5M 15M Timeframe is an overlay trading strategy designed for intraday futures trading. It utilizes rational quadratic kernel regression to construct dynamic momentum zones and smoothed price boundaries on the main price chart. The strategy
Trade Your Charts With a Regulated Broker
Compare brokers that connect to TradingView, with spreads, minimum deposits and leverage side by side.
Compare brokers