method

multifractal detrended fluctuation analysis

An extension of DFA that characterizes the multifractal scaling behaviour of a time series.
36 related articles

Description

Multifractal detrended fluctuation analysis (MF-DFA) is a statistical technique used to examine the scaling properties of a time series—a sequence of measurements taken over time—when those properties vary across different magnitudes or time scales. It extends an earlier method called detrended fluctuation analysis (DFA), which detects long-range correlations in a signal, such as whether a large value tends to be followed by another large value. MF-DFA goes further by quantifying how these correlations change depending on the size of the fluctuations, revealing whether the signal has a 'multifractal' structure, meaning it is composed of many interwoven patterns with different degrees of roughness or variability. This is common in natural phenomena like heartbeats, stock prices, and river flows, where small and large fluctuations behave differently.

History

MF-DFA was introduced in 2002 by Jan W. Kantelhardt and colleagues, building on the DFA method developed in 1994 by C.-K. Peng and co-workers. It quickly became a standard tool in econophysics and physiology for analyzing nonstationary data.

In practice

MF-DFA is used to analyze heart rate variability to distinguish healthy from diseased cardiac function, and to study volatility clustering in financial markets for risk assessment.

Fun fact

MF-DFA has been applied to seemingly unrelated signals, from earthquake seismic records to the rhythm of human gait, and can even detect subtle changes in a person's walking pattern that precede falls in the elderly.

Related articles · 36

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q-bio.TO2026-08-243 minarXiv:2608.90069
Echoes of the Vessels: How a Reflected Wave Reveals Age
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Exoplanets2026-08-121 minarXiv:2608.11622express
Do Meteors Really Slow Down?
A stone thrown into water quickly loses speed. A meteor entering the atmosphere should behave the same way: air slows it down, and friction burns up its material. But cameras of the Global Fireball Observatory network have captured hundreds of bright fireballs over ten years that streak across the sky with almost no deceleration.
Image Processing2026-08-082 minarXiv:2608.08173express
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Two scans of the same brain taken at different times are like photographs of the same house before and after renovation. To see what changed, you overlay them and look at the differences. But an MRI scanner is not a perfect camera: it adds its own distortions, as if the photo were taken through slightly warped glass.
Statistical Mech2026-07-301 minarXiv:2607.28172express
Avalanche of Cells: The Critical Edge
On a steep mountain slope, a single falling rock sometimes triggers an avalanche, and sometimes gets stuck. It all depends on the state of the slope.
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Medical Physics2026-07-102 minarXiv:2607.09401express
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A Protein Dances to the Music of Fourier
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Genomic Acoustics: How DNA Multifractality Arises from a Simple Power-Law Echo
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General Relativity2026-06-241 minarXiv:2606.25773express
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Quantum Physics2026-06-202 minarXiv:2606.22187express
The Ticking of Time on Quantum Clocks
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A Broken Tuning Fork: How Three Atlantic Indices Turned Out Simpler Than Thought
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How the Brain and Heart Drift Apart in the Final Minutes
When the conductor leaves the orchestra, the musicians keep playing from memory for a while. But without a unified rhythm, each one starts to speed up or slow down on their own, and the harmonious symphony turns into disjointed noise. According to new research, the brain and heart behave much the same way in the last hours of a person's life.
Fluid Dynamics2026-05-172 minarXiv:2605.17560express
Where Turbulence Hides Its Bursts
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Nuclear Theory2026-05-021 minarXiv:2605.01308express
The Atomic Nucleus: Not a Soloist, but a Choir of Voices
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Materials2026-04-292 minarXiv:2604.26703express
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q-bio.QM2026-04-272 minarXiv:2604.24365express
Stepping to the Metronome: How Rhythm Breaks the Memory of Walking
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Medical Physics2026-04-162 minarXiv:2604.15478express
Tissue as a Maze: Why FLASH Radiation Acts Unevenly
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Quantum Physics2026-04-091 minarXiv:2604.08717express
Light as a Fingerprint: How to Read Quantum States
A light pulse can be compared to a musical chord: several notes sound simultaneously, each with its own loudness and phase. In quantum optics, such 'chords' are called multimode squeezed states.
Optics2026-03-192 minarXiv:2603.18365express
A Camera That Sees Color and Motion at Once
A regular camera captures the world as a series of frames: twenty-four, sixty, or even a hundred images per second. That's enough for filming a falling drop, but inside a living cell, events unfold a thousand times faster. Protein molecules carry cargo, membranes bubble, ions slip through channels — all in fractions of a millisecond.
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A resting brain is not silent: its regions talk to each other, and these conversations can be eavesdropped on with a scanner. Usually, scientists track signal strength — how loudly each area 'sounds.' But a conversation also has rhythm: some areas light up simultaneously, others with a delay.
Space Physics2026-02-032 minarXiv:2602.03724express
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stat.ME2026-01-302 minarXiv:2601.22481
Breaking Points: How a Restorer Cleans Data
Old weather records hold surprises: the thermometer suddenly jumps by half a degree, not because of the weather, but because the station switched instruments. Such abrupt shifts in data are called changepoints, and separating them from genuine climate signals is a challenge statisticians grapple with.
Machine Learning2026-01-272 minarXiv:2601.19876express
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Quantum Physics2026-01-221 minarXiv:2601.16275express
Quantum Strings Resonate in a Rydberg Chain
Physicists built a chain of Rydberg atoms — atoms with electrons in enormous orbits, comparable to planetary paths. These giant atoms feel their neighbors intensely, turning the chain into a quantum analog of a string.
Fluid Dynamics2026-01-181 minarXiv:2601.12528express
Wind Gusts and Water Ripples: What Do They Have in Common?
The wind blows steadily, but suddenly a gust hits, and leaves swirl up in a vortex. Inside such a gust, the air speed changes not smoothly but in jumps — sometimes sharply forward, sometimes sideways. These rare and strong bursts are called intermittency, and they are the main mystery of turbulence.
A Drop Squeezed by Flow Tells Its Story
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Two Seismographs on One Shore: How Ice Cores Hear Different Oceans
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stat.ME2023-11-193 minarXiv:2311.11445
Hidden Ocean Regimes: How to Catch Non-Integer Delays
The ocean doesn't always stick to the same schedule. Sometimes the warm El Niño current strengthens, sometimes it weakens, and each regime dictates its own reaction speed to the past. These hidden regimes are like shifts in currents that remember their path with different depths.
Climate Teleconnections with a Time Lag
In 1960, a meteorologist at a station in Peru records water temperature, while a farmer in India watches the sky waiting for the monsoon. There is no direct link between these two events, but months later one will echo in the other.
Echo in the Ocean: Why the Atlantic Breathes with a Sixty-Year Rhythm
The ocean remembers its past. Heat given to the water off the coast of Norway does not vanish without a trace: it embarks on a long journey across the Atlantic, only to return decades later and alter the temperature at those same shores once again.
The Cold Dance Around Antarctica: A Wave That Never Stands Still
It takes eight years for a wave to circle Antarctica. It carries warmth and cold in turn, and sea ice advances and retreats with its crests. Previously, researchers caught this wave using different methods and saw either a propagating signal or a frozen dipole. Now it's clear: the dipole is just a snapshot of the wave when it stretches between two oceans.
The River That Refuses to Speed Up
The Paglia River behaves like a pendulum that resists being pushed. If a sudden influx of water pours in, the river does not keep gaining strength but quickly swings back to its usual level. This behavior is called antipersistence, and it was found in a twenty-two-year record of half-hourly discharge measurements near the Italian town of Orvieto.