XAG CatBoost Clusters Gen2

XAG CatBoost Clusters Gen2 EA is built on the CatBoost algorithm with market data clustering techniques. At its core, the model uses a set of technical features based on silver price data and moving averages (MA).

As inputs, it takes distances between price and different MAs across multiple timeframes, as well as the distances between the moving averages themselves. This helps the model figure out how far price is stretched away from its average and how strong the current trend actually is.

All features are normalized (by dividing by price or MA), which removes scale effects and makes the model more stable across different market conditions.

On top of that, it uses rolling-window statistics like mean, standard deviation, minimum, and maximum. These describe volatility and general market behavior over a given period.

The model also includes lag features — basically past values of indicators — so it can “see” how the market is evolving over time. It also uses ratio features like price-to-MA and MA-to-MA relationships, showing where price sits relative to the trend.

To measure trend strength and speed, it calculates the slope of moving averages. There’s also a “compression” metric — the total distance between MA lines — which helps tell if the market is ranging or trending.

On top of that, it uses simple binary trend structures, like MA1 > MA2 > MA3 or the opposite, which helps classify trend direction and strength more clearly.

Recommendations:

It’s recommended to connect your account through a spread rebate service — it can bring extra profit by getting part of your trading costs back.

• Trading instrument: HAGUSD (Silver)
• Timeframe: H1
• Spread: not important
• Broker: doesn’t matter

Settings:

• "------------Open settings------------";
• Intensity - trading intensity;
• "------------Lots settings------------";
• MaximumRisk - maximum risk per trade (the number of enabled strategies is taken into account);
• CustomLot - fixed lot per trade;
• "------------Close settings------------";
• TakeProfit - fixed profit;
• StopLoss - fixed loss;
• "------------Other settings-----------";
• UsePanel - Show information panel;
• UpdateSeconds - Panel update frequency, sec;
• MaxSpread - maximum spread for opening a position;
• Slippage - slippage;
• Magic - magic number;
• EAComment - position commentary (ATTENTION - do not change position comments. The EA keeps track of comments).