Hölder Regularity

Local roughness, regularity spectrum, singularity strength
scaleencoding-invariantdim function space7 metrics

What It Measures

How rough or smooth the signal is at each point — and how much that roughness varies.

If you zoom into a smooth signal, it looks linear. If you zoom into a rough signal, it stays jagged no matter how far you zoom. The Holder exponent quantifies this: high = smooth, low = rough. This geometry computes it at every point and asks: is the roughness uniform (monofractal) or does it vary wildly from place to place (multifractal)?

Metrics

hurst_exponent

The global roughness summary. Sine waves score 0.92 (very smooth, persistent). White noise scores ~0 (uncorrelated). Logistic maps in the period-doubling cascade score -2.0 (actively anti-persistent — each value fights the previous one). In the seismic P-wave investigation, earthquake arrivals scored dramatically lower than ambient noise (d = 9.06): P-waves are impulsive, ambient microseisms are smooth.

holder_mean

Average local regularity. Wigner semicircle (0.99) and triangle wave (0.98) are the smoothest signals in the atlas. Logistic period-2 (-3.2) is the roughest — it alternates between two values with no interpolation.

holder_std

How much does roughness vary? English literature scores highest (1.87): some passages are smooth (common words), others are jagged (rare words, punctuation). Fibonacci word scores 0.0 (perfectly uniform roughness at every point — it's monofractal).

holder_max

Maximum local Hölder exponent across the signal. Beta Noise, Entanglement Entropy, and GOE Spacings all hit the cap at 4.0 (extremely smooth local regions). Logistic period-2 scores -3.2 (the roughest maximum — even its smoothest point is anti-persistent).

holder_min

Minimum local Hölder exponent. Rudin-Shapiro (0.66) and Triangle Wave (0.56) have the smoothest worst-case points. Logistic period-2 (-3.2) and full Logistic Chaos (-2.0) have extremely rough minima. The gap between holder_max and holder_min is the local analog of multifractal width.

alpha_autocorrelation

Temporal persistence of the Hölder exponent sequence. Hodgkin-Huxley (0.77) and Van der Pol (0.76) score highest — their smooth oscillatory dynamics create slowly-varying local regularity. Number-theoretic sequences (Divisor Count, Prime Gaps) and anti-persistent fBm score 0.0 (roughness varies randomly from point to point).

increment_autocorrelation

Lag-1 autocorrelation of the increment (first-difference) sequence. Clipped Sine (0.98) and Lotka-Volterra (0.98) score highest — their smooth waveforms have highly predictable increments. Circle Map QP and Critical Circle Map score 0.0 (increments change unpredictably).

Atlas Rankings

alpha_autocorrelation
SourceDomainValue
Hodgkin-Huxleybio0.7598
Van der Pol Oscillatorexotic0.7581
μ-law Sinewaveform0.5962
···
Solar Wind IMFastro0.0000
Sandpileexotic0.0000
Sunspot Numberastro0.0000
holder_max
SourceDomainValue
x86-64 Machine Codebinary4.0000
VLF Radio (Eclipse)geophysics4.0000
Earthquake Intervalsgeophysics4.0000
···
Logistic r=3.2 (Period-2)chaos-3.2016
Logistic r=3.5 (Period-4)chaos-1.6781
Logistic Edge-of-Chaoschaos-0.8163
holder_mean
SourceDomainValue
Wigner Semicirclequantum1.0121
Triangle Wavewaveform0.9848
Clipped Sinewaveform0.9746
···
Logistic r=3.2 (Period-2)chaos-3.2016
Logistic r=3.5 (Period-4)chaos-1.8978
Noisy Period-2chaos-1.7357
holder_min
SourceDomainValue
Rudin-Shapironumber_theory0.6755
Triangle Wavewaveform0.5581
Mertens Functionnumber_theory0.0000
···
Logistic r=3.2 (Period-2)chaos-3.2016
Sandpileexotic-2.0000
Continued Fractionsnumber_theory-2.0000
holder_std
SourceDomainValue
English Literaturespeech1.8741
Beta Noisenoise1.8121
Gaussian Collatz Orbitnumber_theory1.7242
···
Rule 30exotic0.0000
Rule 110exotic0.0000
Fibonacci Wordexotic0.0000
hurst_exponent
SourceDomainValue
Sine Wavewaveform0.9219
Chua's Circuitexotic0.8889
Van der Pol Oscillatorexotic0.8717
···
Logistic r=3.2 (Period-2)chaos-2.0000
Logistic r=3.5 (Period-4)chaos-2.0000
De Bruijn Sequencenumber_theory-2.0000
increment_autocorrelation
SourceDomainValue
Lotka-Volterrabio0.9802
Hodgkin-Huxleybio0.9722
Clipped Sinewaveform0.9679
···
Logistic r=3.2 (Period-2)chaos0.0000
Logistic r=3.83 (Period-3 Window)chaos0.0000
Phyllotaxisbio0.0000

When It Lights Up

Holder Regularity was the #2 discriminator in the seismic P-wave investigation (Cohen's d = 9.06), detecting earthquake arrivals through the collapse of local smoothness. It separates the Distributional view's C1 (smooth oscillators) from C4 (anti-persistent chaos) along the persistence axis — the biggest gap in ordinal space.

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