The article introduces a new method called leave one out detrended fluctuation analysis to estimate long-range dependence in time series data. This method is used to calculate the Hurst exponent, which measures how much future values of a series depend on current values. The researchers applied this new method to denoise electrocardiogram signals and found that it outperformed other noise reduction techniques like SureShrink and universal methods.