The logarithmic domain refers to the transformation of data or functions using logarithms, which simplifies the handling of multiplicative relationships by converting them into additive ones. This transformation is particularly useful in fields like signal processing, data compression, and machine learning, where it can enhance numerical stability and interpretability of models dealing with exponential growth or decay.