Bighead's Algorithm Notes
Bighead's Algorithm Notes
Sep 3, 2025 · Artificial Intelligence

Decoding TINs: Reconstructing Classic Technical Analysis with Neural Networks

The paper introduces Technical Indicator Networks (TINs), a framework that maps traditional technical analysis formulas to neural‑network topologies, initializes weights to preserve indicator behavior, and uses reinforcement learning for dynamic optimization, achieving significantly higher Sharpe, Sortino, and cumulative returns on US30 component stocks than conventional MACD approaches.

Algorithmic TradingReinforcement learningTechnical Indicator Networks
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Decoding TINs: Reconstructing Classic Technical Analysis with Neural Networks