Are you an EPFL student looking for a semester project?
Work with us on data science and visualisation projects, and deploy your project as an app on top of Graph Search.
Concept
Taylor's law
Summary
Taylor's power law is an empirical law in ecology that relates the variance of the number of individuals of a species per unit area of habitat to the corresponding mean by a power law relationship. It is named after the ecologist who first proposed it in 1961, Lionel Roy Taylor (1924–2007). Taylor's original name for this relationship was the law of the mean. The name Taylor's law was coined by Southwood in 1966.
This law was originally defined for ecological systems, specifically to assess the spatial clustering of organisms. For a population count with mean and variance , Taylor's law is written
where a and b are both positive constants. Taylor proposed this relationship in 1961, suggesting that the exponent b be considered a species specific index of aggregation. This power law has subsequently been confirmed for many hundreds of species.
Taylor's law has also been applied to assess the time dependent changes of population distributions. Related variance to mean power laws have also been demonstrated in several non-ecological systems:
cancer metastasis
the numbers of houses built over the Tonami plain in Japan.
measles epidemiology
HIV epidemiology,
the geographic clustering of childhood leukemia
blood flow heterogeneity
the genomic distributions of single-nucleotide polymorphisms (SNPs)
gene structures
in number theory with sequential values of the Mertens function and also with the distribution of prime numbers
from the eigenvalue deviations of Gaussian orthogonal and unitary ensembles of random matrix theory
The first use of a double log-log plot was by Reynolds in 1879 on thermal aerodynamics. Pareto used a similar plot to study the proportion of a population and their income.
The term variance was coined by Fisher in 1918.
Pearson in 1921 proposed the equation (also studied by Neyman)
Smith in 1938 while studying crop yields proposed a relationship similar to Taylor's. This relationship was
where Vx is the variance of yield for plots of x units, V1 is the variance of yield per unit area and x is the size of plots.
Official source
About this result
This page is automatically generated and may contain information that is not correct, complete, up-to-date, or relevant to your search query. The same applies to every other page on this website. Please make sure to verify the information with EPFL's official sources.