Prismatic Lattice · Research directory
Statistical, Quantitative & Machine Learning Algorithms
226 records in the full 2026-10-31 15:46 UTC export; 79 have pages in this release. Classification and extracted rules are unverified.
| Rank | Algorithm & extracted summary | Indexed family | Recorded markets |
|---|---|---|---|
| 109 | NeuroPrice Navigator Uses a hybrid TCNN-LSTM neural network with attention mechanism to predict price direction and generate trading signals. | Statistical, Quantitative & Machine Learning | EURUSD, GBPUSD, USDJPY |
| 168 | LSTM-PPO XAUUSD Trading Bot Uses LSTM-PPO reinforcement learning to trade XAUUSD via MetaTrader5. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 219 | DOA Algorithm inspired by dingo hunting behavior, using group attack, chase, and scavenging strategies. | Statistical, Quantitative & Machine Learning | any |
| 232 | SAMU AI Combines neural network, evolutionary ensemble, and local rule engine for trading decisions. | Statistical, Quantitative & Machine Learning | EURUSD, GBPUSD, USDJPY, AUDUSD, USDCAD, NZDUSD, USDCHF, EURJPY, GBPJPY, EURGBP, AUDJPY, CHFJPY |
| 272 | CSignalGARCHLSTM Uses GARCH and LSTM to assess entry setups and their worthiness. | Statistical, Quantitative & Machine Learning | Not specified |
| 284 | CA_Cricket Optimization algorithm based on cricket behavior and sound propagation | Statistical, Quantitative & Machine Learning | Not specified |
| 288 | Sliding Window Median and Bidirectional LSTM Trailing Stop Uses Sliding Window Median and Bidirectional LSTM for dynamic trailing stop adjustments in Z-type markets. | Statistical, Quantitative & Machine Learning | any |
| 296 | ECOi Uses ecological concepts to model the search for solutions in optimization problems. | Statistical, Quantitative & Machine Learning | Not specified |
| 303 | Prior Day Breakout Trades the previous-day high/low breakout on XAUEUR with a fixed lot size and target. | Statistical, Quantitative & Machine Learning | XAUEUR |
| 336 | Wavelet-LSTM Money Management Uses Wavelet-Thresholding to clean log-returns and LSTM to interpret the cleaned data for dynamic lot sizing in volatile markets. | Statistical, Quantitative & Machine Learning | any |
| 347 | Gold Hunter Prime Neural network-based trading robot for XAUUSD with strict rules and institutional-grade execution. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 368 | RegimeRouter Classifies market regime using ADX, Hurst exponent, and lag-1 autocorrelation, then trades according to the regime. | Statistical, Quantitative & Machine Learning | EURUSD, XAUUSD |
| 444 | Eagle Strategy (ES) Eagle Strategy (ES) is a metaheuristic algorithm inspired by the hunting behavior of eagles, combining global exploration with local exploitation. | Statistical, Quantitative & Machine Learning | any |
| 487 | Aurum Sentinel Gold Expert Advisor Trades XAUUSD using a neural network filter and ATR-based exits after a trend breakout. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 558 | Regression Cross Gold Seeks directional changes in gold after completed candles, with trend and volatility checks helping to filter entries. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 562 | ADX Meta-Labeling Uses ADX and DI crossovers with a Bayesian HPO gate and Random Forest classifier for trade signals. | Statistical, Quantitative & Machine Learning | EURUSD |
| 646 | Polaris Nova A single-model machine-learning EA for XAUUSD that uses an ONNX classifier and RSI direction filter to manage directional exposure. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 711 | GBPUSD LSTM Trading Bot A trading bot using LSTM neural network for GBPUSD trades with engulfing patterns, volume analysis, and pivot-based signals. | Statistical, Quantitative & Machine Learning | GBPUSD |
| 816 | GoldenGauss V7 A professional-grade Neural Network Trading System for MetaTrader 5. | Statistical, Quantitative & Machine Learning | XAUUSD, EURUSD, NAS100 |
| 847 | AdaptiveQ Enhanced Trading Expert Advisor based on deep reinforcement learning, game theory, and causal analysis. | Statistical, Quantitative & Machine Learning | EURUSD, USDJPY, GBPUSD, AUDUSD, NZDUSD, USDCAD, EURJPY |
| 850 | FreqAI-Strategy AI-driven trading strategy using LSTM for time-series forecasting and dynamic market adaptation. | Statistical, Quantitative & Machine Learning | Not specified |
| 863 | NOA2 Hybrid algorithm combining boid rules with neural network learning for optimization tasks. | Statistical, Quantitative & Machine Learning | Not specified |
| 926 | ScalpMaster Adaptive regime detection and 4-layer capital protection for XAUUSD on M15 timeframe. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 934 | NOA A simple neural network-based optimization algorithm inspired by self-organizing natural systems. | Statistical, Quantitative & Machine Learning | Not specified |
| 943 | SRA Algorithm that improves weaker solutions by borrowing ideas from successful ones, reducing the temperature over time. | Statistical, Quantitative & Machine Learning | any |
| 967 | OnlineLogReg Online logistic regression with SGD for adaptive trade signal filtering. | Statistical, Quantitative & Machine Learning | any |
| 970 | Larry Williams XGBoost Onnx Combines Larry Williams Outside Bar strategy with AI for trade prediction. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 974 | SAL-08 Breakout strategy for NASDAQ 100 using pre-market calculations and ATR buffer. | Statistical, Quantitative & Machine Learning | NASDAQ 100 |
| 995 | RPEA A sophisticated MT5 Expert Advisor designed to pass the FundingPips 1-step $10,000 challenge. | Statistical, Quantitative & Machine Learning | EURUSD, XAUUSD |
| 1,062 | KAIROS Trades BTCUSD using a Q-PASS model trained on historical data and fine-tuned with PPO, with a live demo account. | Statistical, Quantitative & Machine Learning | BTCUSD |
| 1,076 | Kalman Filter EA Combines Kalman filter, ROC, Stochastic, and TEMA to generate high-confidence entry signals. | Statistical, Quantitative & Machine Learning | EURUSD, USDJPY, AUDUSD, GBPUSD, USDCAD, NZDUSD, XAUUSD, XAGUSD |
| 1,098 | GoldForge V10 A machine learning-powered ensemble trading system for XAUUSD on M15 timeframe. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,107 | Market Structure Onnx Combines machine learning-based market structure classification with rule-based trade execution. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,145 | Ilan 3.0 AI Uses Q-learning to adaptively manage positions and optimize trading in response to market conditions. | Statistical, Quantitative & Machine Learning | EURUSD, AUDUSD |
| 1,146 | BIO Algorithm that uses blood type inheritance to mutate and select parameters in optimization. | Statistical, Quantitative & Machine Learning | Not specified |
| 1,167 | put credit spread with LSTM Trades SPY put credit spreads based on LSTM-predicted volatility changes. | Statistical, Quantitative & Machine Learning | SPY |
| 1,199 | Peceptron_Mult Uses a simple neural network (perceptron) based on iAC indicator values to determine trades. | Statistical, Quantitative & Machine Learning | EURUSD, GBPJPY, AUDNZD |
| 1,268 | HybridEA HybridEA uses a hybrid approach combining mean-reversion and trend-following strategies based on market regime detection. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,274 | LSM Exit Decision Uses Longstaff-Schwartz LSM to estimate continuation value and decide on optimal trade exit. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,287 | MACD with Regime Gate and Classifier Uses MACD crossovers with a regime filter and Random Forest classifier for position sizing. | Statistical, Quantitative & Machine Learning | EURUSD |
| 1,362 | Chronos btc Moonshot AI-driven multi-timeframe trading system for Bitcoin with 6 ONNX models and 3-Stage Progressive Ratchet Engine. | Statistical, Quantitative & Machine Learning | BTCUSD |
| 1,379 | BTMM EA 2026 Professional-grade, institutional-grade trading system with objective market regime detection and advanced trade management. | Statistical, Quantitative & Machine Learning | EURUSD |
| 1,440 | Lazy Goose Grid-based automated trading strategy for AUDCAD on H1 timeframe. | Statistical, Quantitative & Machine Learning | AUDCAD |
| 1,455 | EURUSD Mean Reversion Enters trades when price breaks beyond extreme highs or lows on weekly timeframe, confirmed by daily moving averages and a statistical model. | Statistical, Quantitative & Machine Learning | EURUSD |
| 1,468 | LDC with ML Filters A machine learning-based classification strategy using Lorentzian Distance Classifier and additional filters for trading signals. | Statistical, Quantitative & Machine Learning | Not specified |
| 1,474 | BTX Neuro GPT Self-training GPT neural network EA for XAUUSD H1 | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,502 | Taiwan Stock RNN Trading Uses RNN models to predict Taiwan stock prices and generate trading signals. | Statistical, Quantitative & Machine Learning | 2303, 2603, 3037, 3105, 00632R, 00637L |
| 1,565 | NeuroGold Navigator Automated trading Expert Advisor using machine learning to analyze multiple timeframes and execute trades based on BUY, NEUTRAL, and SELL signals. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,589 | Fading USD/INR Shocks in GBP/INR Contrarian trading strategy exploiting short-term mean reversion in GBP/INR following significant USD/INR movements. | Statistical, Quantitative & Machine Learning | USDINR, GBPINR |
| 1,618 | Equity bot Trades US500 CFD using a LightGBM 3-class classifier on S&P 500 daily bars. | Statistical, Quantitative & Machine Learning | US500 |
| 1,632 | ADX Swing Breakout Looks for upward breakouts supported by market strength during a defined trading session. | Statistical, Quantitative & Machine Learning | USDJPY |
| 1,677 | Quantum Reservoir Computing (QRC) A quantum computing-based trading strategy with continuous learning and adaptive prediction. | Statistical, Quantitative & Machine Learning | EURUSD |
| 1,684 | Single_Candle_Liquidity_Trader A single-candle liquidity strategy with multi-level limit orders and risk management. | Statistical, Quantitative & Machine Learning | _Symbol |
| 1,771 | Goldminer AI MT5 A complex AI-driven trading algorithm that uses LSTM networks and traditional technical analysis to predict market movements, with features like dynamic lot sizing and recovery mode. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,795 | Samu Scalper AI A local AI-based scalping expert advisor for MetaTrader 4 using neural networks, evolutionary ensemble, and rule-based engine. | Statistical, Quantitative & Machine Learning | EURUSD, GBPUSD, USDJPY, AUDUSD, USDCAD, NZDUSD, USDCHF, EURJPY, GBPJPY, EURGBP |
| 1,843 | 3-AI Strategy A strategy using three independent ML agents: entry signal generator, entry filter, and trade manager. | Statistical, Quantitative & Machine Learning | all pairs on Bybit USDT-M perpetual |
| 1,865 | Peregrine Gold Quant Systematic trend following with seven volatility-normalised trend signals and Kalman filter. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 1,991 | Multi-Threshold Directional Changes (MTDC) Detects directional change events and predicts overshoot length with genetic programming, then trades based on weighted voting and genetic algorithm optimization. | Statistical, Quantitative & Machine Learning | ETHUSDT |
| 2,052 | Trend Confirmation Combines price action and volume analysis to confirm trend breakouts. | Statistical, Quantitative & Machine Learning | EURUSD |
| 2,053 | Exp_AbsolutelyNoLagLwma_X2 Trend-following trading system based on signals from two AbsolutelyNoLagLwma indicators. | Statistical, Quantitative & Machine Learning | USDJPY |
| 2,066 | Even Keel Trades mean reversion across a portfolio of instruments, closing positions when the distance from the recent middle has come back. | Statistical, Quantitative & Machine Learning | multiple instruments |
| 2,135 | Gold-Compression-Surge-Pro Automated gold trading strategy with dual-directional compression-breakout logic and auto regime detection. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 2,234 | Aero A fully automated Expert Advisor for XAUUSD based on a breakout strategy with machine learning for trade selection. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 2,264 | MarketRegimeEA Adapts trading strategy based on current market regime (trending, ranging, volatile) | Statistical, Quantitative & Machine Learning | any |
| 2,309 | QuintileRevT A contrarian system that buys on fresh lows and sells on fresh highs within a 50-bar window, holding for 6 days. | Statistical, Quantitative & Machine Learning | EURUSD |
| 2,313 | Quantum Monster D A trend following strategy with out-of-sample validation and robust performance metrics. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 2,326 | Sharpe-ratio-based risk-return strategy Selects stocks based on recent risk-adjusted performance and dynamically rebalances the portfolio. | Statistical, Quantitative & Machine Learning | Not specified |
| 2,338 | Quant Gold Engine Mini A purpose-built Expert Advisor for trading Gold (XAUUSD) with AI-enhanced strategy logic and built-in risk management. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 2,431 | SingleCore AI Expert Dynamic Trend-Following System using real-time market feature analysis and AI prediction. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 2,450 | Machine Learning Z-Score Uses correlation and z-score to determine entry and exit points, with adjustable parameters for correlation calculation and z-score threshold. | Statistical, Quantitative & Machine Learning | Not specified |
| 2,469 | NEXA Quote Vacuum Automated trading system that evaluates raw Bid and Ask quote behavior for entry and exit decisions. | Statistical, Quantitative & Machine Learning | GOLD, XAUUSD |
| 2,470 | GeneticEngineV1 Genetic algorithm with 3-condition AND logic for entry/exit | Statistical, Quantitative & Machine Learning | Not specified |
| 2,533 | Jardine's Gate A multi-gate filter system for trading cryptocurrency CFDs (BTCUSD, ETHUSD) that passes signals through six independent checks before execution. | Statistical, Quantitative & Machine Learning | BTCUSD, ETHUSD |
| 2,606 | UltimateAlphaV16 A Freqtrade strategy using LightGBM with 77 engineered features for crypto trading. | Statistical, Quantitative & Machine Learning | BTC/USDT, ETH/USDT |
| 2,620 | 3-Layer Multimodal Trading Bot V3 Combines three AI signal layers with adaptive learning and Bayesian signal fusion for trading. | Statistical, Quantitative & Machine Learning | Not specified |
| 2,684 | AuricMind Hybrid v1.30 Multi-timeframe machine learning EA with independent models for H4, H1, and M15, and an entry filter for final decision. | Statistical, Quantitative & Machine Learning | XAUUSD |
| 2,720 | APEX-Adaptive Multi-Engine Position Algorithmic System Precision-engineered trading system with multiple independent triggers and adaptive risk management. | Statistical, Quantitative & Machine Learning | USDJPY, XAUUSD |
| 2,776 | Machine Learning Z-Score A mean-reversion strategy with automatic lookback selection and optional detrending, using z-scores and regime filters. | Statistical, Quantitative & Machine Learning | any |
| 2,828 | Gold Neural Matrix AI A fully autonomous AI trading Expert Advisor for XAUUSD on the 5-minute timeframe. | Statistical, Quantitative & Machine Learning | XAUUSD |