entropy of a partition

Let $(X,\mathscr{B},\mu)$ be a probability space. A measurable partition of $X$ is a partition such that each of its elements is a measurable set (i.e. an element of $\mathscr{B}$ ).

Given a finite measurable partition $\mathcal{P}$ , its is

H_{\mu}(\mathcal{P})=\sum_{P\in\mathcal{P}}-\mu(P)\log\mu(P),

where we assume $0\log 0=0$ for convenience.

Remarks.

1.

Entropy can be interpreted as a measure of the a priori uncertainity about the outcome of the measurement an experiment, assuming that we are measuring it through the given partition (i.e., we are going to be told in which atom of the partition the result is). Thus, the finer a partition is, the higher the resulting entropy. In particular, the trivial partition $\{X\}$ has entropy $0$ , since there is only one possible outcome, so there is no uncertainity at all. On the other hand, the measurement gives no information at all about the “real” outcome of the experiment, which reflects the complementary intepretation of entropy: as the information gained from the measurement. This is because of the intuitive fact that more uncertainity about the outcome of the measurement means that more information will be obtained from knowing it about the “real” outcome.
2.

Equally intuitive is the fact that among all measurable partitions of $X$ into $n$ atoms, the maximum possible entropy is attained at those in which the atoms are equally likely (i.e., all atoms have equal measure $1/n$ ). This can be proved by means of standard calculus, and a direct computation shows that the maximum value is $\log n$ .
3.

Since the definition of entropy involves only the measure of atoms of the given partition, two partitions which are equal modulo measure zero have the same entropy.
4.

There is a natural correspondence between finite measurable partitions and finite sub- $\sigma$ -algebras of $\mathscr{B}$ . For this reason, to each finite sub- $\sigma$ -algebra $\mathscr{P}$ we can define its entropy by $H_{\mu}(\mathcal{P})$ where $\mathcal{P}$ is the (unique) partition which generates $\mathscr{P}$ . For short, we denote this entropy by $H_{\mu}(\mathscr{P})$ .

Title	entropy of a partition
Canonical name	EntropyOfAPartition
Date of creation	2013-03-22 14:31:56
Last modified on	2013-03-22 14:31:56
Owner	Koro (127)
Last modified by	Koro (127)
Numerical id	6
Author	Koro (127)
Entry type	Definition
Classification	msc 28D20
Classification	msc 37A35
Related topic	HartleyFunction
Defines	entropy of a $\sigma$ -algebra
Defines	entropy of a sigma-algebra
Defines	measurable partition