fBm (Persistent)

stochastic-process · 37 views
stochastic-processstochastic

What It Is

Fractional Brownian motion with H=0.7 --- persistent (trend-following), smoother trajectories with long-range dependence

Interpretation

Standard analysis sees: smooth / autocorrelated; long-range memory (persistent); volatility-clustering (bursty); low-dimensional; nonstationary / drifting. The atlas additionally detects Nonstationarity:adf_pvalue.

What standard analysis sees
tail heaviness0.50
asymmetry0.16
occupancy0.77
short-range corr0.99
long-range memory0.98
spectral colour0.25
periodicity0.83
complexity0.51
time-irreversibility0.59
volatility clustering0.99
multifractality0.54
dimensionality0.11
nonstationarity0.85
What the atlas adds
Nonstationarity:adf_pvalue+4.8z
unit-root nonstationarity (ADF cannot reject random-walk null)
Atlas-extreme metrics the standard bank can’t predict for this source
Chladni:nodal_clustering+2.7zbank-miss 1.5σ

Composition

dtypefloat64
range[-27.61, 18.02]
unique values16384 / 16384
mean ± std0 ± 11.6

Render Gallery

Atlas Position

Nearest neighborDistance
Perlin Noise1.97
Brownian Walk2.96
Geometric Brownian Motion2.97

Open in Atlas →

Which Geometries Light Up

Ammann-Beenker (Octagonal)Ammann-Beenker (Octagonal):convergent_resonancerank 1/3070.9988
Catch24Catch24:SB_BinaryStats_mean_longstretch1rank 2/3076235.3000
Catch24Catch24:CO_Embed2_Dist_tau_d_expfit_meandiffrank 3/30737.4338
Catch24Catch24:CO_FirstMin_acrank 4/3076414.8000
Catch24Catch24:SP_Summaries_welch_rect_area_5_1rank 5/3070.9999
Catch24Catch24:FC_LocalSimple_mean3_stderrrank 304/3070.0090
Catch24Catch24:SP_Summaries_welch_rect_centroidrank 307/3070.0004
ChladniChladni:nodal_clusteringrank 2/3078.4143
ChladniChladni:plate_low_mode_fractionrank 2/3070.9955
MoiréMoiré:moire_phi_responserank 307/307-0.1351
Multi-Scale WassersteinMulti-Scale Wasserstein:w_sloperank 306/307-0.6048
NonstationarityNonstationarity:adf_pvaluerank 3/3070.7993
SL(2,ℝ) (Thurston)SL(2,ℝ) (Thurston):trace_autocorrelationrank 5/3070.9990
Sol (Thurston)Sol (Thurston):integrated_walk_smoothnessrank 1/3070.9179
Spectral AnalysisSpectral Analysis:spectral_r2rank 1/3070.9999
Spectral AnalysisSpectral Analysis:spectral_bandwidthrank 303/3070.0010
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