In
quantum information theory
Quantum information is the information of the state of a quantum system. It is the basic entity of study in quantum information theory, and can be manipulated using quantum information processing techniques. Quantum information refers to both t ...
, the idea of a typical subspace plays an important role in the proofs of many coding theorems (the most prominent example being
Schumacher compression
Schumacher or Schuhmacher is an occupational surname (German, "shoemaker", pronounced , both variants can be used as surnames, with Schumacher being the more popular one, however, only the variant with three "h"s can also be used as a job descript ...
). Its role is analogous to that of the
typical set In information theory, the typical set is a set of sequences whose probability is close to two raised to the negative power of the entropy of their source distribution. That this set has total probability close to one is a consequence of the asympt ...
in classical
information theory
Information theory is the mathematical study of the quantification (science), quantification, Data storage, storage, and telecommunications, communication of information. The field was established and formalized by Claude Shannon in the 1940s, ...
.
Unconditional quantum typicality
Consider a
density operator
In quantum mechanics, a density matrix (or density operator) is a matrix used in calculating the probabilities of the outcomes of measurements performed on physical systems. It is a generalization of the state vectors or wavefunctions: while thos ...
with the following
spectral decomposition Spectral decomposition is any of several things:
* Spectral decomposition for matrix: eigendecomposition of a matrix
* Spectral decomposition for linear operator: spectral theorem
*Decomposition of spectrum (functional analysis)
The spectrum of a ...
:
:
The weakly typical subspace is defined as the span of all vectors such that
the sample entropy
of their classical
label is close to the true
entropy
Entropy is a scientific concept, most commonly associated with states of disorder, randomness, or uncertainty. The term and the concept are used in diverse fields, from classical thermodynamics, where it was first recognized, to the micros ...
of the
distribution Distribution may refer to:
Mathematics
*Distribution (mathematics), generalized functions used to formulate solutions of partial differential equations
*Probability distribution, the probability of a particular value or value range of a varia ...
:
:
where
:
:
The
projector
A projector or image projector is an optical device that projects an image (or moving images) onto a surface, commonly a projection screen. Most projectors create an image by shining a light through a small transparent lens, but some newer type ...
onto the typical subspace of
is
defined as
:
where we have "overloaded" the symbol
to refer also to the set of
-typical sequences:
:
The three important properties of the typical projector are as follows:
:
:
:
where the first property holds for arbitrary
and
sufficiently large
.
Conditional quantum typicality
Consider an ensemble
of states. Suppose that each state
has the
following
spectral decomposition Spectral decomposition is any of several things:
* Spectral decomposition for matrix: eigendecomposition of a matrix
* Spectral decomposition for linear operator: spectral theorem
*Decomposition of spectrum (functional analysis)
The spectrum of a ...
:
:
Consider a
density operator
In quantum mechanics, a density matrix (or density operator) is a matrix used in calculating the probabilities of the outcomes of measurements performed on physical systems. It is a generalization of the state vectors or wavefunctions: while thos ...
which is conditional on a classical
sequence
:
:
We define the weak conditionally typical subspace as the span of vectors
(conditional on the sequence
) such that the sample conditional entropy
of their classical labels is close
to the true
conditional entropy
In information theory, the conditional entropy quantifies the amount of information needed to describe the outcome of a random variable Y given that the value of another random variable X is known. Here, information is measured in shannons, n ...
of the
distribution Distribution may refer to:
Mathematics
*Distribution (mathematics), generalized functions used to formulate solutions of partial differential equations
*Probability distribution, the probability of a particular value or value range of a varia ...
:
:
where
:
:
The
projector
A projector or image projector is an optical device that projects an image (or moving images) onto a surface, commonly a projection screen. Most projectors create an image by shining a light through a small transparent lens, but some newer type ...
onto the weak conditionally typical
subspace of
is as follows:
:
where we have again overloaded the symbol
to refer
to the set of weak conditionally typical sequences:
:
The three important properties of the weak conditionally typical projector are
as follows:
:
:
:
where the first property holds for arbitrary
and
sufficiently large
, and the expectation is with respect to the
distribution
.
See also
*
Classical capacity
In quantum information theory, the classical capacity of a quantum channel is the maximum rate at which classical data can be sent over it error-free in the limit of many uses of the channel. Holevo, Schumacher, and Westmoreland proved the followi ...
*
Quantum information theory
Quantum information is the information of the state of a quantum system. It is the basic entity of study in quantum information theory, and can be manipulated using quantum information processing techniques. Quantum information refers to both t ...
References
* Wilde, Mark M., 2017,
Quantum Information Theory, Cambridge University Press Also available a
eprint arXiv:1106.1145
{{Quantum computing
Quantum information theory