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In [[statistical mechanics]], the '''Potts model''', a generalization of the [[Ising model]], is a model of interacting [[spin (physics)|spins]] on a [[crystalline lattice]]. By studying the Potts model, one may gain insight into the behaviour of [[ferromagnet]]s and certain other phenomena of [[solid-state physics]].  The strength of the Potts model is not so much that it models these physical systems well; it is rather that the one-dimensional case is [[exactly solvable]], and that it has a rich mathematical formulation that has been studied extensively.
 
The model is named after [[Renfrey Potts]], who described the model near the end of his 1951 Ph.D. thesis. The model was related to the "planar Potts" or "clock model", which was suggested to him by his advisor, [[Cyril Domb]]. The four-state planar Potts model is sometimes known as the '''Ashkin–Teller model''', after [[Julius Ashkin]] and [[Edward Teller]], who considered an equivalent model in 1943.
 
The Potts model is related to, and generalized by, several other models, including the [[XY model]], the [[Heisenberg model (classical)|Heisenberg model]] and the [[N-vector model]]. The infinite-range Potts model is known as the [[Kac model]]. When the spins are taken to interact in a [[non-abelian group|non-Abelian]] manner, the model is related to the [[flux tube model]], which is used to discuss confinement in [[quantum chromodynamics]]. Generalizations of the Potts model have also been used to model [[grain growth]] in metals and [[coarsening]] in [[foam]]s. A further generalization of these methods by [[James Glazier]] and [[Francois Graner]], known as the [[cellular Potts model]], has been used to simulate static and kinetic phenomena in foam and biological [[morphogenesis]].
 
==Physical description==
The Potts model consists of ''spins'' that are placed on a [[lattice (group)|lattice]]; the lattice is usually taken to be a two-dimensional rectangular [[Euclidean space|Euclidean]] lattice, but is often generalized to other dimensions or other lattices. Domb originally suggested that the spin take one of ''q'' possible values, distributed uniformly about the [[circle]], at angles
 
:<math>\theta_n = \frac{2\pi n}{q},</math> 
 
where ''n'' = 1, ..., ''q'' and that the interaction [[Hamiltonian mechanics|Hamiltonian]] be given by
 
:<math>H_c = J_c\sum_{(i,j)} \cos \left( \theta_{s_i} - \theta_{s_j} \right)</math>
 
with the sum running over the nearest neighbor pairs (''i'', ''j'') over all lattice sites. The site ''colors'' ''s<sub>i</sub>'' take on values in {1, ..., ''q''}. Here, ''J<sub>c</sub>'' is a coupling constant, determining the interaction strength. This model is now known as the '''vector Potts model''' or the '''clock model'''.  Potts provided a solution for two dimensions, for ''q'' = 2, 3 and 4. In the limit as ''q'' → ∞, this becomes the [[XY model]].
 
What is now known as the standard '''Potts model''' was suggested by Potts in the course of the solution above, and uses a simpler Hamiltonian, given by:
 
:<math>H_p = -J_p \sum_{(i,j)}\delta(s_i,s_j) \,</math>
 
where δ(''s<sub>i</sub>'', ''s<sub>j</sub>'') is the [[Kronecker delta]], which equals one whenever ''s<sub>i</sub>'' = ''s<sub>j</sub>'' and zero otherwise.  
 
The ''q''=2 standard Potts model is equivalent to the [[Ising model]] and the 2-state vector Potts model, with ''J<sub>p</sub>'' = −2''J<sub>c</sub>''. The ''q'' = 3 standard Potts model is equivalent to the three-state vector Potts model, with  ''J<sub>p</sub>'' = −(3/2)''J<sub>c</sub>''.
 
A common generalization is to introduce an external "magnetic field" term ''h'', and moving the parameters inside the sums and allowing them to vary across the model:
 
:<math>\beta H_g = - \beta \sum_{(i,j)}J_{ij} \delta(s_i,s_j) - \sum_i h_i s_i \,</math>
 
where β = 1/''kT'' the ''inverse temperature'', ''k'' the [[Boltzmann constant]] and ''T'' the [[temperature]].  The summation may run over more distant neighbors on the lattice, or may in fact be an infinite-range force.
 
Different papers may adopt slightly different conventions, which can alter ''H'' and the associated [[Partition function (statistical mechanics)|partition function]] by additive or multiplicative constants.
 
==Discussion==
Despite its simplicity as a model of a physical system, the Potts model is useful as a model system for the study of [[phase transition]]s. For example, two dimensional lattices with ''J'' > 0 exhibit a first order transition if ''q'' > 4. When ''q'' ≤ 4 a continuous transition is observed, as in the Ising model where ''q'' = 2. Further use is found through the model's relation to percolation problems and the Tutte and chromatic polynomials found in combinatorics.
 
The model has a close relation to the Fortuin-[[Pieter Kasteleyn|Kasteleyn]] [[random cluster model]], another model in statistical mechanics. Understanding this relationship has helped develop efficient [[Markov chain Monte Carlo]] methods  for numerical exploration of the model at small ''q''.
 
For integer values of ''q'', ''q'' ≥ 3, the model displays the phenomenon of 'interfacial adsorption' with intriguing critical [[wetting]] properties when fixing opposite boundaries in two different states.
 
==Measure theoretic description==
The one dimensional Potts model may be expressed in terms of a [[subshift of finite type]], and thus gains access to all of the mathematical techniques associated with this formalism.  In particular, it can be solved exactly using the techniques of [[transfer operator]]s.  (However, [[Ernst Ising]] used combinatorial methods to solve the [[Ising model]], which is the "ancestor" of the Potts model, in his 1924 PhD thesis). This section develops the mathematical formalism, based on [[measure theory]], behind this solution.
 
While the example below is developed for the one-dimensional case, many of the arguments, and almost all of the notation, generalizes easily to any number of dimensions. Some of the formalism is also broad enough to handle related models, such as the [[XY model]], the [[Heisenberg model (classical)|Heisenberg model]] and the [[N-vector model]].
 
===Topology of the space of states===
Let ''Q'' = {1, ..., ''q''} be a finite set of symbols, and let
 
:<math>Q^\mathbf{Z}=\{ s=(\ldots,s_{-1},s_0,s_1,\ldots) :  s_k \in Q \; \forall k \in \mathbf{Z} \}</math>
 
be the set of all bi-infinite strings of values from the set ''Q''. This set is called a [[full shift]]. For defining the Potts model, either this whole space, or a certain subset of it, a [[subshift of finite type]], may be used. Shifts get this name because there exists a natural operator on this space, the [[shift operator]] τ : ''Q''<sup>'''Z'''</sup> → ''Q''<sup>'''Z'''</sup>, acting as 
 
:<math>\tau (s_k) = s_{k+1}</math>
 
This set has a natural [[product topology]]; the [[base (topology)|base]] for this topology are the [[cylinder set]]s
 
:<math>C_m[\xi_0, \ldots, \xi_k]= \{s \in Q^\mathbf{Z} : s_m = \xi_0, \ldots ,s_{m+k} = \xi_k \}</math>
 
that is, the set of all possible strings where ''k''+1 spins match up exactly to a given, specific set of values ξ<sub>0</sub>, ..., ξ<sub>''k''</sub>. Explicit representations for the cylinder sets can be gotten by noting that the string of values corresponds to a [[p-adic number|''q''-adic number]], and thus, intuitively, the product topology resembles that of the [[real number]] line.
 
===Interaction energy===
The interaction between the spins is then given by a [[continuous function (topology)|continuous function]] ''V'' : ''Q''<sup>'''Z'''</sup> → '''R''' on this topology. ''Any'' continuous function will do; for example
 
:<math>V(s) = -J\delta(s_0,s_1)</math>
 
will be seen to describe the interaction between nearest neighbors. Of course, different functions give different interactions; so a function of ''s''<sub>0</sub>,  ''s''<sub>1</sub> and ''s''<sub>2</sub> will describe a next-nearest neighbor interaction. A function ''V'' gives interaction energy between a set of spins; it is ''not'' the Hamiltonian, but is used to build it. The argument to the function ''V'' is an element ''s'' ∈ ''Q''<sup>'''Z'''</sup>, that is, an infinite string of spins. In the above example, the function ''V'' just picked out two spins out of the infinite string: the values ''s''<sub>0</sub> and ''s''<sub>1</sub>.  In general, the function ''V'' may depend on some or all of the spins; currently, only those that depend on a finite number are exactly solvable.
 
Define the function ''H<sub>n</sub>'' : ''Q''<sup>'''Z'''</sup> → '''R''' as
 
:<math>H_n(s)= \sum_{k=0}^n V(\tau^k s)</math>
 
This function can be seen to consist of two parts: the self-energy of a configuration [''s''<sub>0</sub>, ''s''<sub>1</sub>, ..., ''s<sub>n</sub>''] of spins, plus the interaction energy of this set and all the other spins in the lattice. The ''n'' → ∞ limit of this function is the Hamiltonian of the system; for finite ''n'', these are sometimes called the '''finite state Hamiltonians'''.
 
===Partition function and measure===
The corresponding finite-state [[partition function (statistical mechanics)|partition function]] is given by
 
:<math>Z_n(V) = \sum_{s_0,\ldots,s_n \in Q} \exp(-\beta H_n(C_0[s_0,s_1,\ldots,s_n]))</math>
 
with ''C''<sub>0</sub> being the cylinder sets defined above. Here, β = 1/''kT'', where ''k'' is [[Boltzmann's constant]], and ''T'' is the [[temperature]]. It is very common in mathematical treatments to set β = 1, as it is easily regained by rescaling the interaction energy. This partition function is written as a function of the interaction ''V'' to emphasize that it is only a function of the interaction, and not of any specific configuration of spins.  The partition function, together with the Hamiltonian, are used to define a [[measure (mathematics)|measure]] on the Borel σ-algebra in the following way: The measure of a cylinder set, i.e. an element of the base, is given by
 
:<math>\mu (C_k[s_0,s_1,\ldots,s_n]) =  \frac{1}{Z_n(V)}  \exp(-\beta H_n (C_k[s_0,s_1,\ldots,s_n]))</math>
 
One can then extend by countable additivity to the full σ-algebra. This measure is a [[probability measure]]; it gives the likelihood of a given configuration occurring in the [[configuration space]] ''Q''<sup>'''Z'''</sup>. By endowing the configuration space with a probability measure built from a Hamiltonian in this way, the configuration space turns into a [[canonical ensemble]].
 
Most thermodynamic properties can be expressed directly in terms of the partition function. Thus, for example, the [[Helmholtz free energy]] is given by
 
:<math>A_n(V)=-kT \log Z_n(V)</math>
 
Another important related quantity is the [[topological pressure]], defined as
 
:<math>P(V) = \lim_{n\to\infty} \frac{1}{n} \log Z_n(V)</math>
 
which will show up as the logarithm of the leading eigenvalue of the [[transfer operator]] of the solution.
 
===Free field solution===
The simplest model is the model where there is no interaction at all, and so ''V'' = ''c'' and ''H<sub>n</sub>'' = ''c'' (with ''c'' constant and independent of any spin configuration).  The partition function becomes
 
:<math>Z_n(c) = e^{-c\beta} \sum_{s_0,\ldots,s_n \in Q} 1</math>
 
If all states are allowed, that is, the underlying set of states is given by a [[full shift]], then the sum may be trivially evaluated as
 
:<math>Z_n(c) = e^{-c\beta} q^{n+1}</math>
 
If neighboring spins are only allowed in certain specific configurations, then the state space is given by a [[subshift of finite type]]. The partition function may then be written as
 
:<math>Z_n(c) = e^{-c\beta} |\mbox{Fix}\, \tau^n| =  e^{-c\beta} \mbox{Tr} A^n</math>
 
where card is the [[cardinality]] or count of a set, and Fix is the set of [[Fixed point (mathematics)|fixed points]] of the iterated shift function:
 
:<math>\mbox{Fix}\, \tau^n =  \{ s \in Q^\mathbf{Z} : \tau^n s = s \}</math>
 
The ''q'' × ''q'' matrix ''A'' is the [[adjacency matrix]] specifying which neighboring spin values are allowed.
 
===Interacting model===
The simplest case of the interacting model is the [[Ising model]], where the spin can only take on one of two values, ''s<sub>n</sub>'' ∈ {−1, 1} and only nearest neighbor spins interact. The interaction potential is given by
 
:<math>V(\sigma) = -J_p s_0 s_1\,</math>
 
This potential can be captured in a 2 × 2 matrix with matrix elements
 
:<math>M_{\sigma \sigma'} = \exp \left( \beta J_p \sigma \sigma' \right)</math>
 
with the index σ, σ′ ∈ {−1, 1}.  The partition function is then given by
 
:<math>Z_n(V) = \mbox{Tr}\, M^n</math>
 
The general solution for an arbitrary number of spins, and an arbitrary finite-range interaction, is given by the same general form. In this case, the precise expression for the matrix ''M'' is a bit more complex.
 
The goal of solving a model such as the Potts model is to give an exact [[closed-form expression]] for the partition function (which we've done) and an expression for the [[Gibbs state]]s or [[equilibrium state]]s in the limit of ''n'' → ∞, the [[thermodynamic limit]].
 
== The Potts model in signal and image processing ==
The Potts model has applications in signal reconstruction. Assume that we are given noisy observation of a piecewise constant signal ''g'' in '''R'''<sup>''n''</sup>. To recover ''g'' from the noisy observation vector ''f'' in '''R'''<sup>''n''</sup>, on seeks a minimizer of  the corresponding inverse problem, the ''L<sup>p</sup>''-Potts functional ''P''<sub>γ</sub>(''u'') which is defined by
 
:<math> P_\gamma(u) = \gamma \| \nabla u \|_0 + \| u-f\|_p^p = \gamma \# \{ i : u_i \neq u_{i+1} \} + \sum_{i=1}^n  |u_i - f_i|^p</math>
 
The jump penalty <math>\| \nabla u \|_0</math> forces piecewise constant solutions and the data term <math>\| u-f\|_p^p</math> couples the minimizing candidate ''u'' to the data ''f''. The parameter γ > 0 controls the tradeoff between regularity and data fidelity. There are fast algorithms for the exact minimization of the ''L''<sup>1</sup> and the ''L''<sup>2</sup>-Potts functional (Friedrich, Kempe, Liebscher, Winkler, 2008).
 
In image processing, the Potts functional is related to the segmentation problem. However, in two dimensions the problem is NP-hard (Boykov, Veksler, Zabih, 2001).
 
==References==
*{{cite journal |first=Julius |last=Ashkin |first2=Edward |last2=Teller |year=1943 |title=Statistics of Two-Dimensional Lattices With Four Components |journal=[[Physical Review|Phys. Rev.]] |volume=64 |issue=5–6 |pages=178–184 |doi=10.1103/PhysRev.64.178 |bibcode = 1943PhRv...64..178A }}
*{{cite journal |first=François |last=Graner |first2=James A. |last2=Glazier |year=1992 |title=Simulation of Biological Cell Sorting Using a Two-Dimensional Extended Potts Model |journal=[[Physical Review Letters|Phys. Rev. Lett.]] |volume=69 |issue=13 |pages=2013–2016 |doi=10.1103/PhysRevLett.69.2013 |bibcode = 1992PhRvL..69.2013G }}
*{{cite journal |first=Renfrey B. |last=Potts |year=1952 |title=Some Generalized Order-Disorder Transformations |journal=[[Mathematical Proceedings of the Cambridge Philosophical Society|Mathematical Proceedings]] |volume=48 |issue=1 |pages=106–109 |doi=10.1017/S0305004100027419 |bibcode = 1952PCPS...48..106P }}
*{{cite journal |first=Fa-Yueh |last=Wu |year=1982 |title=The Potts model |journal=[[Reviews of Modern Physics|Rev. Mod. Phys.]] |volume=54 |issue=1 |pages=235–268 |doi=10.1103/RevModPhys.54.235 |bibcode = 1982RvMP...54..235W }}
*{{cite journal |first=F. |last=Friedrich |first2=al. |last2=et. |year=2008 |title=Complexity Penalized M-Estimation |journal=Journal of Computational and Graphical Statistics |volume=64 |issue=5–6 |pages=201–224  }}
*{{cite journal |first=Y. |last=Boykov |first2=al.  |last2=et. |year=2001 |title=Fast approximate energy minimization via graph cuts |journal=Pattern Analysis and Machine Intelligence, IEEE Transactions on |pages=1222–1239  }}
*{{cite journal |first=Walter |last=[[Walter Selke|Selke]] |first2=David A. |last2=[[David Alan Huse|Huse]] |year=1983 |title= Interfacial adsorption in planar Potts models|journal= Zeitschrift für Physik B |volume=50 |issue=2 |pages=113–116|doi=10.1007/BF01304093|bibcode = 1983ZPhyB..50..113S }}
 
== External links ==
*{{cite web |title=Code for efficiently computing Tutte, Chromatic and Flow Polynomials |first=Gary |last=Haggard |first2=David J. |last2=Pearce |first3=Gordon |last3=Royle |url=http://www.mcs.vuw.ac.nz/~djp/tutte/ }}
 
{{Stochastic processes}}
 
[[Category:Spin models]]
[[Category:Exactly solvable models]]
[[Category:Statistical mechanics]]
[[Category:Lattice models]]

Revision as of 09:24, 14 December 2013

In statistical mechanics, the Potts model, a generalization of the Ising model, is a model of interacting spins on a crystalline lattice. By studying the Potts model, one may gain insight into the behaviour of ferromagnets and certain other phenomena of solid-state physics. The strength of the Potts model is not so much that it models these physical systems well; it is rather that the one-dimensional case is exactly solvable, and that it has a rich mathematical formulation that has been studied extensively.

The model is named after Renfrey Potts, who described the model near the end of his 1951 Ph.D. thesis. The model was related to the "planar Potts" or "clock model", which was suggested to him by his advisor, Cyril Domb. The four-state planar Potts model is sometimes known as the Ashkin–Teller model, after Julius Ashkin and Edward Teller, who considered an equivalent model in 1943.

The Potts model is related to, and generalized by, several other models, including the XY model, the Heisenberg model and the N-vector model. The infinite-range Potts model is known as the Kac model. When the spins are taken to interact in a non-Abelian manner, the model is related to the flux tube model, which is used to discuss confinement in quantum chromodynamics. Generalizations of the Potts model have also been used to model grain growth in metals and coarsening in foams. A further generalization of these methods by James Glazier and Francois Graner, known as the cellular Potts model, has been used to simulate static and kinetic phenomena in foam and biological morphogenesis.

Physical description

The Potts model consists of spins that are placed on a lattice; the lattice is usually taken to be a two-dimensional rectangular Euclidean lattice, but is often generalized to other dimensions or other lattices. Domb originally suggested that the spin take one of q possible values, distributed uniformly about the circle, at angles

where n = 1, ..., q and that the interaction Hamiltonian be given by

with the sum running over the nearest neighbor pairs (i, j) over all lattice sites. The site colors si take on values in {1, ..., q}. Here, Jc is a coupling constant, determining the interaction strength. This model is now known as the vector Potts model or the clock model. Potts provided a solution for two dimensions, for q = 2, 3 and 4. In the limit as q → ∞, this becomes the XY model.

What is now known as the standard Potts model was suggested by Potts in the course of the solution above, and uses a simpler Hamiltonian, given by:

where δ(si, sj) is the Kronecker delta, which equals one whenever si = sj and zero otherwise.

The q=2 standard Potts model is equivalent to the Ising model and the 2-state vector Potts model, with Jp = −2Jc. The q = 3 standard Potts model is equivalent to the three-state vector Potts model, with Jp = −(3/2)Jc.

A common generalization is to introduce an external "magnetic field" term h, and moving the parameters inside the sums and allowing them to vary across the model:

where β = 1/kT the inverse temperature, k the Boltzmann constant and T the temperature. The summation may run over more distant neighbors on the lattice, or may in fact be an infinite-range force.

Different papers may adopt slightly different conventions, which can alter H and the associated partition function by additive or multiplicative constants.

Discussion

Despite its simplicity as a model of a physical system, the Potts model is useful as a model system for the study of phase transitions. For example, two dimensional lattices with J > 0 exhibit a first order transition if q > 4. When q ≤ 4 a continuous transition is observed, as in the Ising model where q = 2. Further use is found through the model's relation to percolation problems and the Tutte and chromatic polynomials found in combinatorics.

The model has a close relation to the Fortuin-Kasteleyn random cluster model, another model in statistical mechanics. Understanding this relationship has helped develop efficient Markov chain Monte Carlo methods for numerical exploration of the model at small q.

For integer values of q, q ≥ 3, the model displays the phenomenon of 'interfacial adsorption' with intriguing critical wetting properties when fixing opposite boundaries in two different states.

Measure theoretic description

The one dimensional Potts model may be expressed in terms of a subshift of finite type, and thus gains access to all of the mathematical techniques associated with this formalism. In particular, it can be solved exactly using the techniques of transfer operators. (However, Ernst Ising used combinatorial methods to solve the Ising model, which is the "ancestor" of the Potts model, in his 1924 PhD thesis). This section develops the mathematical formalism, based on measure theory, behind this solution.

While the example below is developed for the one-dimensional case, many of the arguments, and almost all of the notation, generalizes easily to any number of dimensions. Some of the formalism is also broad enough to handle related models, such as the XY model, the Heisenberg model and the N-vector model.

Topology of the space of states

Let Q = {1, ..., q} be a finite set of symbols, and let

be the set of all bi-infinite strings of values from the set Q. This set is called a full shift. For defining the Potts model, either this whole space, or a certain subset of it, a subshift of finite type, may be used. Shifts get this name because there exists a natural operator on this space, the shift operator τ : QZQZ, acting as

This set has a natural product topology; the base for this topology are the cylinder sets

that is, the set of all possible strings where k+1 spins match up exactly to a given, specific set of values ξ0, ..., ξk. Explicit representations for the cylinder sets can be gotten by noting that the string of values corresponds to a q-adic number, and thus, intuitively, the product topology resembles that of the real number line.

Interaction energy

The interaction between the spins is then given by a continuous function V : QZR on this topology. Any continuous function will do; for example

will be seen to describe the interaction between nearest neighbors. Of course, different functions give different interactions; so a function of s0, s1 and s2 will describe a next-nearest neighbor interaction. A function V gives interaction energy between a set of spins; it is not the Hamiltonian, but is used to build it. The argument to the function V is an element sQZ, that is, an infinite string of spins. In the above example, the function V just picked out two spins out of the infinite string: the values s0 and s1. In general, the function V may depend on some or all of the spins; currently, only those that depend on a finite number are exactly solvable.

Define the function Hn : QZR as

This function can be seen to consist of two parts: the self-energy of a configuration [s0, s1, ..., sn] of spins, plus the interaction energy of this set and all the other spins in the lattice. The n → ∞ limit of this function is the Hamiltonian of the system; for finite n, these are sometimes called the finite state Hamiltonians.

Partition function and measure

The corresponding finite-state partition function is given by

with C0 being the cylinder sets defined above. Here, β = 1/kT, where k is Boltzmann's constant, and T is the temperature. It is very common in mathematical treatments to set β = 1, as it is easily regained by rescaling the interaction energy. This partition function is written as a function of the interaction V to emphasize that it is only a function of the interaction, and not of any specific configuration of spins. The partition function, together with the Hamiltonian, are used to define a measure on the Borel σ-algebra in the following way: The measure of a cylinder set, i.e. an element of the base, is given by

One can then extend by countable additivity to the full σ-algebra. This measure is a probability measure; it gives the likelihood of a given configuration occurring in the configuration space QZ. By endowing the configuration space with a probability measure built from a Hamiltonian in this way, the configuration space turns into a canonical ensemble.

Most thermodynamic properties can be expressed directly in terms of the partition function. Thus, for example, the Helmholtz free energy is given by

Another important related quantity is the topological pressure, defined as

which will show up as the logarithm of the leading eigenvalue of the transfer operator of the solution.

Free field solution

The simplest model is the model where there is no interaction at all, and so V = c and Hn = c (with c constant and independent of any spin configuration). The partition function becomes

If all states are allowed, that is, the underlying set of states is given by a full shift, then the sum may be trivially evaluated as

If neighboring spins are only allowed in certain specific configurations, then the state space is given by a subshift of finite type. The partition function may then be written as

where card is the cardinality or count of a set, and Fix is the set of fixed points of the iterated shift function:

The q × q matrix A is the adjacency matrix specifying which neighboring spin values are allowed.

Interacting model

The simplest case of the interacting model is the Ising model, where the spin can only take on one of two values, sn ∈ {−1, 1} and only nearest neighbor spins interact. The interaction potential is given by

This potential can be captured in a 2 × 2 matrix with matrix elements

with the index σ, σ′ ∈ {−1, 1}. The partition function is then given by

The general solution for an arbitrary number of spins, and an arbitrary finite-range interaction, is given by the same general form. In this case, the precise expression for the matrix M is a bit more complex.

The goal of solving a model such as the Potts model is to give an exact closed-form expression for the partition function (which we've done) and an expression for the Gibbs states or equilibrium states in the limit of n → ∞, the thermodynamic limit.

The Potts model in signal and image processing

The Potts model has applications in signal reconstruction. Assume that we are given noisy observation of a piecewise constant signal g in Rn. To recover g from the noisy observation vector f in Rn, on seeks a minimizer of the corresponding inverse problem, the Lp-Potts functional Pγ(u) which is defined by

The jump penalty forces piecewise constant solutions and the data term couples the minimizing candidate u to the data f. The parameter γ > 0 controls the tradeoff between regularity and data fidelity. There are fast algorithms for the exact minimization of the L1 and the L2-Potts functional (Friedrich, Kempe, Liebscher, Winkler, 2008).

In image processing, the Potts functional is related to the segmentation problem. However, in two dimensions the problem is NP-hard (Boykov, Veksler, Zabih, 2001).

References

  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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

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