In the context of modern financial systems, how should a trader evaluate using non-linear mathematical frameworks filter out false breakout

In the context of modern financial systems, how should a trader evaluate using non-linear mathematical frameworks filter out false breakout signals when price exits the kumo cloud during low-liquidity market sessions