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In [[quantum information]] theory, '''mutually unbiased bases''' in [[Hilbert space]] '''C'''<sup>''d''</sup> are two [[orthonormal basis|orthonormal bases]] <math>\{|e_1\rangle, \dots, |e_d\rangle\}</math> and <math>\{|f_1\rangle, \dots, |f_d\rangle\}</math> such that the [[square (algebra)|square]] of the [[magnitude (mathematics)|magnitude]] of the [[inner product]] between any basis states <math>|e_j\rangle</math> and <math>|f_k\rangle</math> equals the [[multiplicative inverse|inverse]] of the [[dimension]] ''d'':<ref name="bengtsson1">I. Bengtsson, Three ways to look at mutually unbiased bases, http://arxiv.org/abs/quant-ph/0610216.</ref>
 
:<math> |\langle e_j|f_k \rangle|^2 = \frac{1}{d}, \quad \forall j,k \in \{1, \dots, d\}. </math>
 
These bases are ''unbiased'' in the following sense: if a system is prepared in a state belonging to one of the bases, then all outcomes of the [[measurement in quantum mechanics|measurement]] with respect to the other basis will occur with equal probabilities.
 
== Overview ==
The notion of mutually unbiased bases was first introduced by Schwinger in 1960,<ref>J. Schwinger, Unitary Operator Bases, Harvard University, 1960, http://www.pubmedcentral.nih.gov/picrender.fcgi?artid=222876&blobtype=pdf.</ref> and the first person to consider applications of mutually unbiased bases was Ivanovic<ref>I. D. Ivanovic, J. Phys. A. 14. 3241 (1981).</ref> in the problem of quantum state determination.
 
Another area where mutually unbiased bases can be applied is [[quantum key distribution]], more specifically in secure quantum key exchange.<ref name="planat1">M. Planat et al, A Survey of Finite Algebraic Geometrical Structures Underlying Mutually Unbiased Quantum Measurements, http://hal.ccsd.cnrs.fr/docs/00/07/99/18/PDF/MUB_FP.pdf.</ref> Mutually unbiased bases are used in many protocols since the outcome is random when a measurement is made in a basis unbiased to that in which the state was prepared. When two remote parties share two non-orthogonal quantum states, attempts by an eavesdropper to distinguish between these by measurements will affect the system and this can be detected. While many quantum cryptography protocols have relied on 1-[[qubit]] technologies, employing higher dimensional states, such as [[Qudit#Variations_of_the_qubit|qutrits]], allows for better security against eavesdropping.<ref name="planat1"/> This motivates the study of mutually unbiased bases in higher-dimensional spaces.
 
Other uses of mutually unbiased bases include [[Quantum tomography|quantum state reconstruction]],<ref>W. K. Wootters and B. D. Fields, Optimal State-Determination by Mutually Unbiased Measurements, Ann. Phys. 191 (1989) 363-381.</ref> [[quantum error correction|quantum error correction codes]],<ref>D. Gottesman, Class of quantum error-correcting codes saturating the quantum Hamming bound, Phys. Rev. A 54 (1996) 1862-1868.</ref><ref>A. R. Calderbank et al, Quantum Error Correction and Orthogonal Geometry, Phys. Rev. Lett. 78 (1997) 405-408.</ref> detection of [[quantum entanglement]],<ref>C. Spengler, M. Huber, S. Brierley, T. Adaktylos, B. C. Hiesmayr, [http://arxiv.org/abs/1202.5058 Entanglement detection via mutually unbiased bases], Phys. Rev. A 86, 022311 (2012).</ref> and the so called "mean king's problem".<ref>L. Vaidman et al, How to ascertain the values of <math>\sigma_x, \sigma_y,</math> and <math>\sigma_z</math> of a spin-1/2 particle, Phys. Rev. Lett. 58 (1987) 1385-1387.</ref><ref>B.-G. Englert and Y. Aharonov, The mean king’s problem: prime degrees of freedom, Phys. Lett. A 284 (2001) 1-5.</ref>
 
== Existence problem ==
Let <math>\mathfrak{M}(d)</math> denote the maximal number of mutually unbiased bases in the ''d''-dimensional Hilbert space '''C'''<sup>''d''</sup>. It is an open question<ref>T. Durt, B.-G. Englert, I. Bengtsson, K. Życzkowski, "On mutually unbiased bases", Int. J. Quantum Information, 8, 535-640 (2010), http://arxiv.org/abs/1004.3348.</ref> how many mutually unbiased bases, <math>\mathfrak{M}(d)</math>, one can find in '''C'''<sup>''d''</sup>, for arbitrary ''d''.
 
In general, if
:<math> d = p_1^{n_1} p_2^{n_2}...p_k^{n_k} </math>
is the [[integer factorization|prime number decomposition]] of ''d'', where
:<math> p_1^{n_1} < p_2^{n_2}<...<p_k^{n_k} </math>
then the maximal number of mutually unbiased bases which can be constructed satisfies<ref name="bengtsson1"/>
:<math>p_1^{n_1}+1 \le \mathfrak{M}(d) \le d+1. </math>
 
It follows that if the dimension of a Hilbert space ''d'' is an integer power of a prime number, then it is possible to find ''d''&nbsp;+&nbsp;1 mutually unbiased bases. This can be seen in the previous equation, as the prime number decomposition of ''d'' simply is <math> d = p_1^{n_1} </math>. Therefore,
:<math> \mathfrak{M}(d) = d + 1. </math>
 
Though the maximal number of mutually unbiased bases is known when ''d'' is an integer power of a prime number, it is not known for arbitrary ''d''.
 
== Examples of sets of mutually unbiased bases ==
 
=== Example for ''d'' = 2 ===
The three bases
:<math> M_0 =  \left\{ | 0 \rangle,| 1 \rangle \right\} </math>
:<math> M_1 = \left\{ \frac{| 0 \rangle+| 1 \rangle}{\sqrt{2}},\frac{| 0 \rangle-| 1 \rangle}{\sqrt{2}} \right\} </math>
:<math> M_2 = \left\{ \frac{| 0 \rangle+i | 1 \rangle}{\sqrt{2}},\frac{| 0 \rangle-i| 1 \rangle}{\sqrt{2}} \right\} </math>
provides the simplest example of mutually unbiased bases in '''C'''<sup>2</sup>. The above bases are composed of the [[eigenvectors]] of the [[Pauli spin matrices]] <math> \sigma_x, \sigma_z </math> and their product <math>\sigma_x \sigma_z</math>.
 
=== Example for ''d'' = 4 ===
For ''d''&nbsp;=&nbsp;4, an example of ''d''&nbsp;+&nbsp;1&nbsp;=&nbsp;5 mutually unbiased bases where each basis is denoted as ''M''<sub>''j''</sub>, 0 ≤ ''j'' ≤ 4, is given as follows:<ref>A. Klappenecker, M. Roetteler, Constructions of Mutually Unbiased Bases, 2003, http://arxiv.org/abs/quant-ph/0309120.</ref>
:<math> M_0 = \left\{(1,0,0,0),(0,1,0,0),(0,0,1,0),(0,0,0,1)\right\} </math>
:<math> M_1 = \left\{\frac{1}{2}(1,1,1,1),\frac{1}{2}(1,1,-1,-1),\frac{1}{2}(1,-1,-1,1),\frac{1}{2}(1,-1,1,-1)\right\} </math>
:<math> M_2 = \left\{\frac{1}{2}(1,-1,-i,-i),\frac{1}{2}(1,-1,i,i),\frac{1}{2}(1,1,i,-i),\frac{1}{2}(1,1,-i,i)\right\} </math>
:<math> M_3 = \left\{\frac{1}{2}(1,-i,-i, -1),\frac{1}{2}(1,-i,i,1),\frac{1}{2}(1,i,i,-1),\frac{1}{2}(1,i,-i,1)\right\} </math>
:<math> M_4 = \left\{\frac{1}{2}(1,-i,-1,-i),\frac{1}{2}(1,-i,1,i),\frac{1}{2}(1,i,-1,i),\frac{1}{2}(1,i,1,-i)\right\} </math>
 
== Methods for finding mutually unbiased bases ==
 
=== [[Weyl group]] method<ref name="bengtsson1"/> ===
Let <math> \hat{X} </math> and <math> \hat{Z} </math> be two [[unitary operators]] in the Hilbert space '''C'''<sup>''d''</sup> such that
:<math> \hat{X}\hat{Z} = \omega\hat{Z}\hat{X} </math>
for some [[phase factor]] <math> \omega </math>. If <math>\omega</math> is a [[primitive root of unity]], for example <math> \omega \equiv e^{\frac{2 \pi i}{d}} </math> then the [[eigenbasis|eigenbases]] of <math> \hat{X} </math> and <math> \hat{Z} </math> are mutually unbiased.
 
By choosing the eigenbasis of <math> \hat{Z} </math> to be the [[standard basis]], we can generate another basis unbiased to it using a Fourier matrix. The elements of the Fourier matrix are given by
:<math>F_{ab} = \omega^{ab}, 0 \le a,b \le N-1 </math>
Other bases which are unbiased to both the standard basis and the basis generated by the Fourier matrix can be generated using Weyl groups.<ref name="bengtsson1"/> The dimension of the Hilbert space is important when generating sets of mutually unbiased bases using Weyl groups. When ''d'' is a prime number, then the usual ''d''&nbsp;+&nbsp;1 mutually unbiased bases can be generated using Weyl groups. When ''d'' is not a prime number, then it is possible that the maximal number of mutually unbiased bases which can be generated using this method is 3.
 
=== Unitary operators method using [[finite field]]s<ref name="bandy1">S. Bandyopadhyay, P. O. Boykin, V. Roychowdhury, F. Vatan, A new proof for the existence of mutually unbiased bases, 2001, http://arxiv.org/abs/quant-ph/0103162.</ref> ===
 
When ''d''&nbsp;=&nbsp;''p'' is [[prime]], we define the [[unitary operator]]s <math>\hat{X}</math> and <math>\hat{Z}</math> by
:<math> \hat{X} = \sum_{k=0}^{d-1} |k+1 \rangle \langle k| </math>
:<math> \hat{Z} = \sum_{k=0}^{d-1} \omega^k |k \rangle \langle k| </math>
where <math>\{ |k \rangle | 0 \le j \le d-1 \} </math> is the standard basis and <math>\omega = e^{\frac{2\pi i}{d}}</math> is a [[root of unity]].
 
Then the [[eigenbasis|eigenbases]] of the following ''d''&nbsp;+&nbsp;1 operators are mutually unbiased:<ref name="bandy1"/>
:<math> \hat{X}, \hat{Z}, \hat{X} \hat{Z}, \hat{X} \hat{Z}^2 ... \hat{X} \hat{Z}^{d-1} </math>
 
When <math>d=p^r</math> is a power of a prime, we make use of the [[finite field]] <math>\mathbb{F}_d</math> to construct a maximal set of ''d''&nbsp;+&nbsp;1 mutually unbiased bases. We label the elements of the computational basis of '''C'''<sup>''d''</sup> using the finite field:
<math>\{ |a \rangle | a \in \mathbb{F}_d \}</math>.
 
We define the operators <math> \hat{X_a} </math> and <math> \hat{Z_b} </math> in the following way
:<math>\hat{X_a} = \sum_{c \in \mathbb{F}_d} |c + a \rangle \langle c| </math>
:<math>\hat{Z_b} = \sum_{c \in \mathbb{F}_d} \chi (bc)|c \rangle \langle c| </math>
where
:<math>\chi(\theta) = \exp \left [ \frac{2\pi i }{p} \left ( \theta+ \theta^p + \theta^{p^2}+ \cdots + \theta^{p^{r-1}} \right ) \right ],</math>
is an additive character over the field and the addition and multiplication in the kets and <math>\chi(\cdot)</math> is that of <math>\mathbb{F}_d</math>.
 
Then we form ''d''&nbsp;+&nbsp;1 sets of [[commutativity|commuting]] unitary operators:
:<math>\{ \hat{Z_s} | s \in \mathbb{F}_d \} </math> and <math>  \{ \hat{X_s}\hat{Z_{sr}} | s \in \mathbb{F}_d \} </math> for each <math> r \in \mathbb{F}_d </math>
 
The joint eigenbases of the operators in one set are mutually unbiased to that of any other set.<ref name="bandy1"/> We thus have ''d''&nbsp;+&nbsp;1 mutually unbiased bases.
 
=== Hadamard matrix method<ref name="bengtsson1"/> ===
Given that one basis in a Hilbert space is the standard basis, then all bases which are unbiased with respect to this basis can be represented by the columns of a [[complex Hadamard matrix]] multiplied by a normalization factor. For ''d''&nbsp;=&nbsp;3 these matrices would have the form
:<math> U = \frac{1}{\sqrt{d}}
\begin{bmatrix}
  1 & 1 & 1 \\
  e^{i \phi_{10}} & e^{i \phi_{11}} & e^{i \phi_{12}} \\
  e^{i \phi_{20}} & e^{i \phi_{21}} & e^{i \phi_{22}}
\end{bmatrix}
</math>
The problem of finding a set of ''k''+1 mutually unbiased bases therefore corresponds to finding ''k'' mutually unbiased complex Hadamard matrices.
 
An example of a one parameter family of Hadamard matrices in a 4 dimensional Hilbert space is
:<math> H_4(\phi) = \frac{1}{2}
\begin{bmatrix}
  1 & 1 & 1 & 1 \\
  1 & e^{i\phi} & -1 & -e^{i \phi} \\
  1 & -1 & 1 & -1 \\
  1 & -e^{i\phi} & -1 & e^{i\phi}
\end{bmatrix}
</math>
 
== The problem of finding a maximal set of MUBs when ''d'' = 6 ==
The smallest dimension that is not an integer power of a prime is ''d''&nbsp;=&nbsp;6. This is also the smallest dimension for which the number of mutually unbiased bases is not known. The methods used to determine the number of mutually unbiased bases when ''d'' is an integer power of a prime number cannot be used in this case. Searches for a set of four mutually unbiased bases when ''d''&nbsp;=&nbsp;6, both by using Hadamard matrices<ref name="bengtsson1"/> and numerical methods<ref>P. Butterley, W. Hall, Numerical evidence for the maximum number of mutually unbiased bases in dimension six, 2007, http://arxiv.org/abs/quant-ph/0701122.</ref><ref>S. Brierley and S. Weigert, Maximal sets of mutually unbiased quantum states in dimension six, Phys. Rev. A 78, 042312 (2008) http://arxiv.org/abs/0808.1614.</ref> have been unsuccessful. The general belief is that the maximum number of mutually unbiased bases for ''d''&nbsp;=&nbsp;6 is <math>\mathfrak{M}(6) = 3 </math>.<ref name="bengtsson1"/>
 
== Entropic uncertainty relations and MUBs ==
There is an alternative characterization of mutually unbiased bases that considers them in terms of [[uncertainty principle|uncertainty relations]].<ref>I.I. Hirschman, Jr., A note on entropy. American Journal of Mathematics (1957) pp. 152–156.</ref>
 
[[Uncertainty_principle#Entropic_uncertainty_principle|Entropic uncertainty relations]] are analogous to the [[uncertainty principle|Heisenberg uncertainty principle]], and Maassen and Uffink<ref>H. Maassen, J.B.M. Uffink: Generalized entropic uncertainty relations: Phys. Rev. Lett. 60, 1103–1106 (1988).</ref> found that for any two bases <math>B_1 = \{ |a_{i}\rangle_{i=1}^d \} </math> and <math>B_2 = \{ | b_{j} \rangle _{j=1}^{d} \}</math>:
:<math> H_{B_1} + H_{B_2} \geq -2\log c.</math>
where <math>c = max | \langle a_j | b_k \rangle |</math> and <math> H_{B_1}</math> and <math>H_{B_2}</math> is the respective [[Entropy_(information_theory)#Definition|entropy]] of the bases <math>B_1</math> and <math>B_2</math>, when measuring a given state.
 
Entropic uncertainty relations are often preferable<ref>I. Damgard, S. Fehr, R. Renner, L. Salvail, C. Schaner(2006), http://arxiv.org/abs/quant-ph/0612014.</ref> to the [[uncertainty principle|Heisenberg uncertainty principle]], as they are not phrased in terms of the state to be measured, but in terms of ''c''.
 
In scenarios such as [[Quantum_cryptography#Quantum_key_exchange|quantum key distribution]], we aim for measurement bases such that full knowledge of a state with respect to one basis implies minimal knowledge of the state with respect to the other bases. This implies a high entropy of measurement outcomes, and thus we call these ''strong'' entropic uncertainty relations.
 
For two bases, the lower bound of the uncertainty relation is maximized when the measurement bases are mutually unbiased, since mutually unbiased bases are ''maximally incompatible'': the outcome of a measurement made in a basis unbiased to that in which the state is prepared in is completely random. In fact, for a ''d''-dimensional space, we have:<ref>D. Deutsch, Uncertainty in Quantum Measurements. Physical Review Letters, 50(9):631–633, February 1982.</ref>
:<math> H_{B_1} + H_{B_2} \geq \log (d) </math>
for any pair of mutually unbiased bases <math>B_1</math> and <math>B_2</math>. This bound is ''optimal'':<ref>A. Ambainis, Limits on entropic uncertainty relations for 3 and more MUBs, http://arxiv.org/abs/0909.3720.</ref> If we measure a state from one of the bases then the outcome has entropy 0 in that basis and an entropy of <math>\log(d)</math> in the other.
 
If the dimension of the space is a prime power, we can construct ''d''&nbsp;+&nbsp;1 MUBs, and then it has been found that<ref name="wehner1">S. Wehner and A. Winter, 2010 New J. Phys. 12 025009: http://iopscience.iop.org/1367-2630/12/2/025009/.</ref>
:<math> \sum_{k=1}^{d+1} H_{B_k} \geq \frac{d+1}{2} \log(\frac{d+1}{2} )</math>
which is stronger than the relation we would get from pairing up the sets and then using the Maassen and Uffink equation. Thus we have a characterization of ''d''&nbsp;+&nbsp;1 mutually unbiased bases as those for which the uncertainty relations are strongest.
 
Although the case for two bases, and for ''d''&nbsp;+&nbsp;1 bases is well studied, very little is known about uncertainty relations for mutually unbiased bases in other circumstances.<ref name="wehner1"/>
<ref name="yu1">S. Wu, S. Yu, K. Mølmer, Entropic uncertainty relation for mutually unbiased bases, Phys. Rev. A 79, 022104 (2009), http://arxiv.org/abs/0811.2298.</ref>
 
When considering more than two, and less than <math>d+1</math> bases it is known that large sets of mutually unbiased bases exist which exhibit very little uncertainty.<ref name="ballester">{{cite journal|last=Ballester|first=M.|coauthors=S. Wehner|title = Entropic uncertainty relations and locking: tight bounds for mutually unbiased bases |journal=Physical Review A| volume=75| pages=022319|year=2007|url=http://arxiv.org/abs/quant-ph/0606244|arxiv = 0704.1506 |bibcode = 2007PhRvA..75a2319C |doi = 10.1103/PhysRevA.75.012319 }}</ref> This means merely being mutually unbiased does not lead to high uncertainty, except when considering measurements in only two bases. Yet there do exist other measurements that are very uncertain.<ref name="wehner1"/><ref>{{cite journal|last=Wehner|first=S.|coauthors=A. Winter|title=Higher entropic uncertainty relations for anti-commuting observables|journal=Journal of Mathematical Physics|volume=49|pages=062105|year=2008|url=http://arxiv.org/abs/0710.1185}}</ref>
 
== Mutually unbiased bases in infinite dimension Hilbert spaces ==
While there has been investigation into mutually unbiased bases in infinite dimension Hilbert space, their existence remains an open question. It is conjectured that in a continuous Hilbert space, two [[orthonormal basis|orthonormal bases]] <math> |\psi_s^b \rangle </math> and <math> |\psi_{s'}^{b'} \rangle </math> are said to be mutually unbiased if<ref name="weigert1">S. Weigert, M. Wilkinson, Mutually Unbiased Bases for Continuous Variables, Phys. Rev. A 78, 020303(R) (2008), http://arxiv.org/abs/0802.0394.</ref>
:<math> |\langle \psi_s^b | \psi_{s'}^{b'}  \rangle|^2 = k>0, s,s'\in \mathbb{R} </math>
For the generalized position and momentum eigenstates <math> | q  \rangle, q\in \mathbb{R} </math> and <math> | p  \rangle,p\in \mathbb{R} </math>, the value of ''k'' is
:<math> |\langle q | p  \rangle|^2 = \frac{1}{2 \pi \hbar} </math>
 
The existence of mutually unbiased bases in a continuous Hilbert space remains open for debate, as further research in their existence is required before any conclusions can be reached.
 
Position states <math> | q \rangle </math> and momentum states <math> | p \rangle </math> are eigenvectors of Hermitian operators <math> \hat{x} </math> and <math> -i \frac{\partial}{\partial x} </math>, respectively. Weigert and Wilkinson<ref name="weigert1"/> were first to notice that also a linear combination of these operators have eigenbases, which have some features typical for the mutually unbiased bases. An operator <math> \alpha \hat{x}-i\beta\frac{\partial}{\partial x}</math> has eigenfunctions proportional to <math> \exp(i(ax^2+bx)) \,</math> with <math> \alpha+2\beta a=0 </math> and the corresponding eigenvalues <math> b\beta </math>. If we parametrize <math> \alpha </math> and <math> \beta </math> as <math> \cos \theta </math> and <math> \sin \theta </math>, the overlap between any eigenstate of the linear combination and any eigenstate of the position operator (both states normalized to the Dirac delta) is constant, but dependent on <math> \beta </math>:
:<math> |\langle x_\theta|x \rangle |^2=\frac{1}{2\pi|\sin\theta|}, </math>
where <math> |x\rangle </math> and <math> |x_\theta\rangle </math> stand for eigenfunctions of <math> \hat{x}</math> and <math> \cos\theta\hat{x}-i \sin \theta \frac{\partial}{\partial x}</math>.
 
== References ==
{{reflist|2}}
 
[[Category:Quantum information theory]]

Revision as of 02:34, 3 February 2014

In quantum information theory, mutually unbiased bases in Hilbert space Cd are two orthonormal bases {|e1,,|ed} and {|f1,,|fd} such that the square of the magnitude of the inner product between any basis states |ej and |fk equals the inverse of the dimension d:[1]

|ej|fk|2=1d,j,k{1,,d}.

These bases are unbiased in the following sense: if a system is prepared in a state belonging to one of the bases, then all outcomes of the measurement with respect to the other basis will occur with equal probabilities.

Overview

The notion of mutually unbiased bases was first introduced by Schwinger in 1960,[2] and the first person to consider applications of mutually unbiased bases was Ivanovic[3] in the problem of quantum state determination.

Another area where mutually unbiased bases can be applied is quantum key distribution, more specifically in secure quantum key exchange.[4] Mutually unbiased bases are used in many protocols since the outcome is random when a measurement is made in a basis unbiased to that in which the state was prepared. When two remote parties share two non-orthogonal quantum states, attempts by an eavesdropper to distinguish between these by measurements will affect the system and this can be detected. While many quantum cryptography protocols have relied on 1-qubit technologies, employing higher dimensional states, such as qutrits, allows for better security against eavesdropping.[4] This motivates the study of mutually unbiased bases in higher-dimensional spaces.

Other uses of mutually unbiased bases include quantum state reconstruction,[5] quantum error correction codes,[6][7] detection of quantum entanglement,[8] and the so called "mean king's problem".[9][10]

Existence problem

Let 𝔐(d) denote the maximal number of mutually unbiased bases in the d-dimensional Hilbert space Cd. It is an open question[11] how many mutually unbiased bases, 𝔐(d), one can find in Cd, for arbitrary d.

In general, if

d=p1n1p2n2...pknk

is the prime number decomposition of d, where

p1n1<p2n2<...<pknk

then the maximal number of mutually unbiased bases which can be constructed satisfies[1]

p1n1+1𝔐(d)d+1.

It follows that if the dimension of a Hilbert space d is an integer power of a prime number, then it is possible to find d + 1 mutually unbiased bases. This can be seen in the previous equation, as the prime number decomposition of d simply is d=p1n1. Therefore,

𝔐(d)=d+1.

Though the maximal number of mutually unbiased bases is known when d is an integer power of a prime number, it is not known for arbitrary d.

Examples of sets of mutually unbiased bases

Example for d = 2

The three bases

M0={|0,|1}
M1={|0+|12,|0|12}
M2={|0+i|12,|0i|12}

provides the simplest example of mutually unbiased bases in C2. The above bases are composed of the eigenvectors of the Pauli spin matrices σx,σz and their product σxσz.

Example for d = 4

For d = 4, an example of d + 1 = 5 mutually unbiased bases where each basis is denoted as Mj, 0 ≤ j ≤ 4, is given as follows:[12]

M0={(1,0,0,0),(0,1,0,0),(0,0,1,0),(0,0,0,1)}
M1={12(1,1,1,1),12(1,1,1,1),12(1,1,1,1),12(1,1,1,1)}
M2={12(1,1,i,i),12(1,1,i,i),12(1,1,i,i),12(1,1,i,i)}
M3={12(1,i,i,1),12(1,i,i,1),12(1,i,i,1),12(1,i,i,1)}
M4={12(1,i,1,i),12(1,i,1,i),12(1,i,1,i),12(1,i,1,i)}

Methods for finding mutually unbiased bases

Let X̂ and Ẑ be two unitary operators in the Hilbert space Cd such that

X̂Ẑ=ωẐX̂

for some phase factor ω. If ω is a primitive root of unity, for example ωe2πid then the eigenbases of X̂ and Ẑ are mutually unbiased.

By choosing the eigenbasis of Ẑ to be the standard basis, we can generate another basis unbiased to it using a Fourier matrix. The elements of the Fourier matrix are given by

Fab=ωab,0a,bN1

Other bases which are unbiased to both the standard basis and the basis generated by the Fourier matrix can be generated using Weyl groups.[1] The dimension of the Hilbert space is important when generating sets of mutually unbiased bases using Weyl groups. When d is a prime number, then the usual d + 1 mutually unbiased bases can be generated using Weyl groups. When d is not a prime number, then it is possible that the maximal number of mutually unbiased bases which can be generated using this method is 3.

Unitary operators method using finite fields[13]

When d = p is prime, we define the unitary operators X̂ and Ẑ by

X̂=k=0d1|k+1k|
Ẑ=k=0d1ωk|kk|

where {|k|0jd1} is the standard basis and ω=e2πid is a root of unity.

Then the eigenbases of the following d + 1 operators are mutually unbiased:[13]

X̂,Ẑ,X̂Ẑ,X̂Ẑ2...X̂Ẑd1

When d=pr is a power of a prime, we make use of the finite field 𝔽d to construct a maximal set of d + 1 mutually unbiased bases. We label the elements of the computational basis of Cd using the finite field: {|a|a𝔽d}.

We define the operators Xâ and Zb̂ in the following way

Xâ=c𝔽d|c+ac|
Zb̂=c𝔽dχ(bc)|cc|

where

χ(θ)=exp[2πip(θ+θp+θp2++θpr1)],

is an additive character over the field and the addition and multiplication in the kets and χ() is that of 𝔽d.

Then we form d + 1 sets of commuting unitary operators:

{Zŝ|s𝔽d} and {XŝZsr̂|s𝔽d} for each r𝔽d

The joint eigenbases of the operators in one set are mutually unbiased to that of any other set.[13] We thus have d + 1 mutually unbiased bases.

Hadamard matrix method[1]

Given that one basis in a Hilbert space is the standard basis, then all bases which are unbiased with respect to this basis can be represented by the columns of a complex Hadamard matrix multiplied by a normalization factor. For d = 3 these matrices would have the form

U=1d[111eiϕ10eiϕ11eiϕ12eiϕ20eiϕ21eiϕ22]

The problem of finding a set of k+1 mutually unbiased bases therefore corresponds to finding k mutually unbiased complex Hadamard matrices.

An example of a one parameter family of Hadamard matrices in a 4 dimensional Hilbert space is

H4(ϕ)=12[11111eiϕ1eiϕ11111eiϕ1eiϕ]

The problem of finding a maximal set of MUBs when d = 6

The smallest dimension that is not an integer power of a prime is d = 6. This is also the smallest dimension for which the number of mutually unbiased bases is not known. The methods used to determine the number of mutually unbiased bases when d is an integer power of a prime number cannot be used in this case. Searches for a set of four mutually unbiased bases when d = 6, both by using Hadamard matrices[1] and numerical methods[14][15] have been unsuccessful. The general belief is that the maximum number of mutually unbiased bases for d = 6 is 𝔐(6)=3.[1]

Entropic uncertainty relations and MUBs

There is an alternative characterization of mutually unbiased bases that considers them in terms of uncertainty relations.[16]

Entropic uncertainty relations are analogous to the Heisenberg uncertainty principle, and Maassen and Uffink[17] found that for any two bases B1={|aii=1d} and B2={|bjj=1d}:

HB1+HB22logc.

where c=max|aj|bk| and HB1 and HB2 is the respective entropy of the bases B1 and B2, when measuring a given state.

Entropic uncertainty relations are often preferable[18] to the Heisenberg uncertainty principle, as they are not phrased in terms of the state to be measured, but in terms of c.

In scenarios such as quantum key distribution, we aim for measurement bases such that full knowledge of a state with respect to one basis implies minimal knowledge of the state with respect to the other bases. This implies a high entropy of measurement outcomes, and thus we call these strong entropic uncertainty relations.

For two bases, the lower bound of the uncertainty relation is maximized when the measurement bases are mutually unbiased, since mutually unbiased bases are maximally incompatible: the outcome of a measurement made in a basis unbiased to that in which the state is prepared in is completely random. In fact, for a d-dimensional space, we have:[19]

HB1+HB2log(d)

for any pair of mutually unbiased bases B1 and B2. This bound is optimal:[20] If we measure a state from one of the bases then the outcome has entropy 0 in that basis and an entropy of log(d) in the other.

If the dimension of the space is a prime power, we can construct d + 1 MUBs, and then it has been found that[21]

k=1d+1HBkd+12log(d+12)

which is stronger than the relation we would get from pairing up the sets and then using the Maassen and Uffink equation. Thus we have a characterization of d + 1 mutually unbiased bases as those for which the uncertainty relations are strongest.

Although the case for two bases, and for d + 1 bases is well studied, very little is known about uncertainty relations for mutually unbiased bases in other circumstances.[21] [22]

When considering more than two, and less than d+1 bases it is known that large sets of mutually unbiased bases exist which exhibit very little uncertainty.[23] This means merely being mutually unbiased does not lead to high uncertainty, except when considering measurements in only two bases. Yet there do exist other measurements that are very uncertain.[21][24]

Mutually unbiased bases in infinite dimension Hilbert spaces

While there has been investigation into mutually unbiased bases in infinite dimension Hilbert space, their existence remains an open question. It is conjectured that in a continuous Hilbert space, two orthonormal bases |ψsb and |ψsb are said to be mutually unbiased if[25]

|ψsb|ψsb|2=k>0,s,s

For the generalized position and momentum eigenstates |q,q and |p,p, the value of k is

|q|p|2=12π

The existence of mutually unbiased bases in a continuous Hilbert space remains open for debate, as further research in their existence is required before any conclusions can be reached.

Position states |q and momentum states |p are eigenvectors of Hermitian operators x̂ and ix, respectively. Weigert and Wilkinson[25] were first to notice that also a linear combination of these operators have eigenbases, which have some features typical for the mutually unbiased bases. An operator αx̂iβx has eigenfunctions proportional to exp(i(ax2+bx)) with α+2βa=0 and the corresponding eigenvalues bβ. If we parametrize α and β as cosθ and sinθ, the overlap between any eigenstate of the linear combination and any eigenstate of the position operator (both states normalized to the Dirac delta) is constant, but dependent on β:

|xθ|x|2=12π|sinθ|,

where |x and |xθ stand for eigenfunctions of x̂ and cosθx̂isinθx.

References

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  23. One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

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    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

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  24. One of the biggest reasons investing in a Singapore new launch is an effective things is as a result of it is doable to be lent massive quantities of money at very low interest rates that you should utilize to purchase it. Then, if property values continue to go up, then you'll get a really high return on funding (ROI). Simply make sure you purchase one of the higher properties, reminiscent of the ones at Fernvale the Riverbank or any Singapore landed property Get Earnings by means of Renting

    In its statement, the singapore property listing - website link, government claimed that the majority citizens buying their first residence won't be hurt by the new measures. Some concessions can even be prolonged to chose teams of consumers, similar to married couples with a minimum of one Singaporean partner who are purchasing their second property so long as they intend to promote their first residential property. Lower the LTV limit on housing loans granted by monetary establishments regulated by MAS from 70% to 60% for property purchasers who are individuals with a number of outstanding housing loans on the time of the brand new housing purchase. Singapore Property Measures - 30 August 2010 The most popular seek for the number of bedrooms in Singapore is 4, followed by 2 and three. Lush Acres EC @ Sengkang

    Discover out more about real estate funding in the area, together with info on international funding incentives and property possession. Many Singaporeans have been investing in property across the causeway in recent years, attracted by comparatively low prices. However, those who need to exit their investments quickly are likely to face significant challenges when trying to sell their property – and could finally be stuck with a property they can't sell. Career improvement programmes, in-house valuation, auctions and administrative help, venture advertising and marketing, skilled talks and traisning are continuously planned for the sales associates to help them obtain better outcomes for his or her shoppers while at Knight Frank Singapore. No change Present Rules

    Extending the tax exemption would help. The exemption, which may be as a lot as $2 million per family, covers individuals who negotiate a principal reduction on their existing mortgage, sell their house short (i.e., for lower than the excellent loans), or take part in a foreclosure course of. An extension of theexemption would seem like a common-sense means to assist stabilize the housing market, but the political turmoil around the fiscal-cliff negotiations means widespread sense could not win out. Home Minority Chief Nancy Pelosi (D-Calif.) believes that the mortgage relief provision will be on the table during the grand-cut price talks, in response to communications director Nadeam Elshami. Buying or promoting of blue mild bulbs is unlawful.

    A vendor's stamp duty has been launched on industrial property for the primary time, at rates ranging from 5 per cent to 15 per cent. The Authorities might be trying to reassure the market that they aren't in opposition to foreigners and PRs investing in Singapore's property market. They imposed these measures because of extenuating components available in the market." The sale of new dual-key EC models will even be restricted to multi-generational households only. The models have two separate entrances, permitting grandparents, for example, to dwell separately. The vendor's stamp obligation takes effect right this moment and applies to industrial property and plots which might be offered inside three years of the date of buy. JLL named Best Performing Property Brand for second year running

    The data offered is for normal info purposes only and isn't supposed to be personalised investment or monetary advice. Motley Fool Singapore contributor Stanley Lim would not personal shares in any corporations talked about. Singapore private home costs increased by 1.eight% within the fourth quarter of 2012, up from 0.6% within the earlier quarter. Resale prices of government-built HDB residences which are usually bought by Singaporeans, elevated by 2.5%, quarter on quarter, the quickest acquire in five quarters. And industrial property, prices are actually double the levels of three years ago. No withholding tax in the event you sell your property. All your local information regarding vital HDB policies, condominium launches, land growth, commercial property and more

    There are various methods to go about discovering the precise property. Some local newspapers (together with the Straits Instances ) have categorised property sections and many local property brokers have websites. Now there are some specifics to consider when buying a 'new launch' rental. Intended use of the unit Every sale begins with 10 p.c low cost for finish of season sale; changes to 20 % discount storewide; follows by additional reduction of fiftyand ends with last discount of 70 % or extra. Typically there is even a warehouse sale or transferring out sale with huge mark-down of costs for stock clearance. Deborah Regulation from Expat Realtor shares her property market update, plus prime rental residences and houses at the moment available to lease Esparina EC @ Sengkang
  25. 25.0 25.1 S. Weigert, M. Wilkinson, Mutually Unbiased Bases for Continuous Variables, Phys. Rev. A 78, 020303(R) (2008), http://arxiv.org/abs/0802.0394.