Trade Ideas is widely regarded as the gold standard among AI tools for trading in the equities market. Its flagship engine, Holly AI, runs thousands of simulated trades overnight to generate a ranked ...

Strategy backtesting engine for Kalshi event contracts. Test your entry and exit rules against historical market data and get P&L curves, win rate, Sharpe ratio, and drawdown metrics before risking ...

Python libraries like Pandas, NumPy, and Polars simplify data handling and analysis for algorithmic trading. Tools such as TA‑Lib, pandas-ta, Backtrader, and VectorBT enable fast strategy testing and ...

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Start 2004-08-19 00:00:00 End 2013-03-01 00:00:00 Duration 3116 days 00:00:00 Exposure Time [%] 94.27 Equity Final [$] 68935.12 Equity Peak [$] 68991.22 Return [%] 589.35 Buy & Hold Return [%] 703.46 ...

Abstract: We have expanded the scope of fuzzy-rough-learn 0.2 from fuzzy rough sets to also cover one-class classification, facilitating the exploration of practical and conceptual connections between ...

In this paper, we provide insights on the prediction of asset returns via novel machine learning methodologies. Machine learning clustering-enhanced classification and regression techniques to predict ...