Billboard AI Fractal Comparison

Audio Samples from Multifractal Analysis

This website showcases audio samples from our fractal analysis of Billboard music and AI-generated music. Each song represents extreme cases in our DFA and MFDFA analysis.

DFA Analysis Results

Detrended Fluctuation Analysis (DFA) measures long-range correlations in music amplitude envelopes.

Closest to α = 1 (Random Walk)

Minimum α (Anti-persistent)

Maximum α (Persistent)

MFDFA Analysis Results

Multifractal Detrended Fluctuation Analysis (MFDFA) reveals complex scaling behavior across different fluctuation magnitudes.

Maximum α Width (Complex Structure)

Minimum α Width (Simple Structure)

Maximum Skew (Left-skewed)

Minimum Skew (Right-skewed)

AI vs Billboard Comparison

Jensen-Shannon Divergence (JSD) measures how similar AI-generated music is to Billboard patterns.

Best Match to Billboard

Worst Match to Billboard