ml-trading-japan
Unverified ML strategy on Multi by xihe-820. BotFinder score 18 out of 100.
Production-Ready ML Trading Framework for Japanese Markets | 72.56% ROI on TOPIX
Source: github
BotFinder analysis pending.
ml-trading-japan
🚀 ML Trading Japan - 72.56% ROI with Machine Learning Automated trading framework achieving 72.56% ROI on TOPIX index using XGBoost and Walk-Forward validation --- 🎯 Key Results | Strategy | Market | Period | ROI | Win Rate | Trades | Method | |----------|--------|--------|-----|----------|--------|--------| | TOPIX Optimized ⭐ | TOPIX | 12 months | 72.56% | 44.13% | 26,182 | 729 param optimization | | TOPIX Quick | TOPIX | 12 months | 6.28% | 39.3% | 3,238 | Borrowed params | | Nikkei225 | Nikkei225 Mini | 18 months | 2.81% | 46.88% | 32 | Full optimization | 🔥 11.6x Improvement through parameter optimization! --- ✨ Features - 🤖 XGBoost 3-class classifier - Predicts Long/Neutral/Short signals - 📊 63 technical indicators - SMA, EMA, RSI, MACD, Bollinger Bands, ATR, etc. - 🔄 Walk-Forward optimization - Prevents overfitting with time-series cross-validation - 🎯 ATR-based dynamic stops - Adaptive Take-Profit, Stop-Loss, and Trailing stops - 🚀 High-frequency intraday - Supports 26,000+ trades/year with proper execution - 📈 Cross-market validation - Tested on both Nikkei225 Mini and TOPIX
⚠ No verified equity curve — no track-record source connected.
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Verification ledger
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Alerts on changes: coming soon
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