method

correlation function

A statistical tool that measures the clustering of matter by comparing the probability of finding pairs at given separations.
7 related articles · 5 formulas

Description

The correlation function is a statistical measure used in cosmology and astrophysics to quantify how matter is clustered in the universe. It compares the probability of finding two objects (like galaxies) at a given separation against what you would expect if matter were distributed randomly. A positive value means objects are more likely to be found near each other than chance would suggest, indicating clustering; a negative value means they are less likely, indicating avoidance.

History

The two-point correlation function was introduced into cosmology in the 1970s, notably by James Peebles and his collaborators, who used it to analyze galaxy catalogs.

How it works

To compute it, you take a catalog of objects and count the number of pairs at each separation distance. You then divide by the number of pairs expected from a random distribution with the same density. The result is often expressed as a function of separation, showing how clustering strength changes with scale. On large scales, the correlation function follows a power law, reflecting the hierarchical structure of the universe.

In practice

It is used to measure the distribution of galaxies and dark matter, helping constrain cosmological parameters like the matter density and the nature of dark energy.

Fun fact

The correlation function of the cosmic microwave background radiation was a key piece of evidence for the existence of dark matter.

Concept graph →

Formulas

$$K = C_{ab} + C_{a'b} + C_{ab'} - C_{a'b'} \leq 2$$
Tests macrorealism against quantum mechanics.
What is in the formula
KvariableLeggett-Garg combination of correlation functions
C_{ab}variableCorrelation function between measurements at times a and b — correlation function
C_{a'b}variableCorrelation function between measurements at times a' and b — correlation function
C_{ab'}variableCorrelation function between measurements at times a and b' — correlation function
C_{a'b'}variableCorrelation function between measurements at times a' and b' — correlation function
$$b = \sqrt{\frac{\xi_{\rm gal}}{\xi_{\rm DM}}}$$
Bias quantifies how much galaxies cluster relative to dark matter.
What is in the formula
bvariablebias parameter — bias parameter
ξ_galvariablegalaxy two-point correlation function — correlation function
ξ_DMvariabledark matter two-point correlation function — correlation function
√operatortakes the square root of the ratio — square root
$$C(t) = \frac{\langle A(t) A(0) \rangle}{\langle A(0)^2 \rangle}$$
Measures how a system's state correlates with its initial state over time.
What is in the formula
C(t)variableNormalized autocorrelation function of observable A — correlation function
A(t)variableValue of observable A at time t — observable varies
A(0)variableValue of observable A at initial time — observable varies
⟨...⟩operatorAverages the product over a statistical ensemble of initial conditions — ensemble average
$$C(\omega,\omega') = \int dk \, H(k;\omega) H^*(k;\omega') P(k)$$
Correlation of fluctuations relates to the power spectrum.
What is in the formula
C(\omega,\omega')variableCorrelation function of fluctuations at two frequencies — correlation function
H(k;\omega)variableTransfer function or response kernel at wavevector k and frequency omega — transfer function
H^*(k;\omega')variableComplex conjugate of the transfer function at frequency omega' — transfer function
P(k)variablePower spectrum of the underlying fluctuations — power spectrum
\int dkoperatorIntegration over all wavevectors — integral operator
$$F(\theta_1, \theta_2, C_{QE}, \phi) = F_0 (1 - C_{QE} A(\theta_1) A(\theta_2) \cos(2\phi))$$
Correlation function depends on entanglement degree and scattering angles.
What is in the formula
FvariableCorrelation function — correlation function
F_0variableNormalization constant — correlation function
C_QEvariableDegree of quantum entanglement — entanglement degree
A(\theta_1)variableAngular modulation factor at angle theta_1 — modulation factor
A(\theta_2)variableAngular modulation factor at angle theta_2 — modulation factor
\theta_1variableScattering angle for first particle — angle radian
\theta_2variableScattering angle for second particle — angle radian
\phivariableAzimuthal angle — angle radian
\cosoperatorTrigonometric cosine function — cosine

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