For a nonnegative measurable function ,On a graph, applying this identity to expresses its total variation as the integral of the edge boundaries of the superlevel sets.
More generally, if is differentiable, increasing, and satisfies , then Tonelli theorem and the fundamental theorem of calculus give
Let , , and . Assume the displayed tail inequality and finite positive-threshold superlevel measures. First split at to obtain . Layer cake representation and Tonelli theorem imply . Integrating the original inequality against then gives , with . This is the analytic estimate behind the Doob Lp maximal inequality.
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Layer cake representation is a concept often used in various fields, including geography, data visualization, and computer science, to illustrate the arrangement of different layers or components in a structured way. The term is commonly associated with two main contexts: 1. **Geology and Geography**: In this context, a layer cake representation illustrates the stratification of geological layers. Each "layer" represents different materials, sediments, or rock formations that have accumulated over time.