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Neutral vector
Encyclopedia
In statistics
, and specifically in the study of the Dirichlet distribution, a neutral vector of random variable
s is one that exhibits a particular type of statistical independence
amongst its elements. In particular, when elements of the random vector must add up to certain sum, then an element in the vector is neutral with respect to the others if the distribution of the vector created by expressing the remaining elements as proportions of their total is independent of the element that was omitted.
of a random vector
is neutral if the relative proportions of all the other elements are independent of
. The concept was originally developed for the study of turtle
scute
s.
Formally, consider the vector of random variables
where
.
The values
are interpreted as lengths whose sum is unity. In a variety of contexts, it is often desirable to eliminate a proportion, say
, and consider the distribution of the remaining intervals within the remaining length. The first element of
, viz
is defined as neutral if
is statistically independent
of the vector
Variable
is neutral if
is independent of the remaining interval: that is,
being independent of
Thus
, viewed as the first element of
, is neutral.
In general, variable
is neutral if
is independent of
A vector for which each element is neutral is completely neutral.
If
is drawn from a Dirichlet distribution, then
is completely neutral.
Statistics
Statistics is the study of the collection, organization, analysis, and interpretation of data. It deals with all aspects of this, including the planning of data collection in terms of the design of surveys and experiments....
, and specifically in the study of the Dirichlet distribution, a neutral vector of random variable
Random variable
In probability and statistics, a random variable or stochastic variable is, roughly speaking, a variable whose value results from a measurement on some type of random process. Formally, it is a function from a probability space, typically to the real numbers, which is measurable functionmeasurable...
s is one that exhibits a particular type of statistical independence
Statistical independence
In probability theory, to say that two events are independent intuitively means that the occurrence of one event makes it neither more nor less probable that the other occurs...
amongst its elements. In particular, when elements of the random vector must add up to certain sum, then an element in the vector is neutral with respect to the others if the distribution of the vector created by expressing the remaining elements as proportions of their total is independent of the element that was omitted.
Definition
A single element


Turtle
Turtles are reptiles of the order Testudines , characterised by a special bony or cartilaginous shell developed from their ribs that acts as a shield...
scute
Scute
A scute or scutum is a bony external plate or scale, as on the shell of a turtle, the skin of crocodilians, the feet of some birds or the anterior portion of the mesonotum in insects.-Properties:...
s.
Formally, consider the vector of random variables

where

The values




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Statistical independence
In probability theory, to say that two events are independent intuitively means that the occurrence of one event makes it neither more nor less probable that the other occurs...
of the vector

Variable




Thus


In general, variable



A vector for which each element is neutral is completely neutral.
If

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