Concept

Self affinity

Being built from copies of itself contracted by different factors in different directions. It is the weakening of self-similarity that separates the two definitions of dimension: the pieces are rectangles rather than squares, so a grid of squares can never match their shape at any scale.

Named by 4 essays across one field — each of them below, with the objects they name alongside it.

A carpet whose two dimensions differ by 0.076. A self-affine carpet built by keeping 5 cells of a 4 by 2 grid and repeating 4 times. Its box dimension is 1.6610 and its Hausdorff dimension 1.5850.

A carpet with two dimensions

For every self-similar set met so far the two definitions of dimension agree, and the agreement is a theorem about sets built from copies of themselves scaled equally. Stretch one direction more than the other and the two numbers come apart, by an amount that can be computed exactly.

dynamics · Fractal dimension
A dimension of 1.2576, from two stretching rates. The running averages of the Hénon map's two Lyapunov exponents, settling at 0.4177 and -1.6217. Kaplan and Yorke's formula turns them into a dimension of 1.2576 without counting a single box.

A dimension from the stretching rates

An attractor has no construction rule, so its dimension has to be counted — which was the whole case for defining dimension by counting. Kaplan and Yorke's formula computes it instead, from two numbers that describe the map and never look at the set.

dynamics · Fractal dimension
A graph of dimension 1.585, built by raising midpoints. The Takagi–Landsberg graph with w = 0.75 on the unit interval, drawn with 16 columns shaded by how far the graph rises and falls across each. Counting boxes at seven widths gives a slope of 1.582.

The room a jagged graph takes up

The graph of a continuous function is a curve, and a curve ought to have dimension one. Build the function by raising midpoints — by an amount that shrinks more slowly than the intervals do — and its graph needs more boxes than any line, at a rate fixed by one ratio. A random path built the same way needs exactly as many.

dynamics · Fractal dimension
Four records: rough or smooth, long memory or short. Four random records in a two-by-two grid, each drawn whole and close up; roughness shows in the close-ups and memory in the whole records, and the two vary independently.

Two numbers in one jagged record

A measured record comes with no rule, so its dimension has to be estimated from a finite stretch of samples — and two things go wrong that never trouble a graph built from a formula. The popular estimator depends on the units the record is written in, and the dimension, which describes the record up close, turns out to be independent of its memory, which describes it from far away. For a self-affine path the two are tied by D = 2 − H; for a record, they are two numbers.

dynamics · Fractal dimension

Named alongside it

The objects these essays reach for when they reach for this one.

Box dimensionScalingCoveringHausdorff dimensionIterated function systemSelf-similarityAttractorCorrelationDissipationFractal dimensionFractional brownian motionGram schmidt

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