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'''Econophysics''' is an interdisciplinary research field, applying theories and methods originally developed by [[Physics|physicists]] in order to solve problems in [[economics]], usually those including uncertainty or [[stochastic process]]es and [[Chaos theory|nonlinear dynamics]]. Its application to the study of financial markets has also been termed [[statistical finance]] referring to its roots in [[statistical physics]].
 
==History==
Physicists’ interest in the [[social sciences]] is not new; [[Daniel Bernoulli]], as an example, was the originator of utility-based preferences. One of the founders of [[neoclassical economic theory]], former Yale University Professor of Economics [[Irving Fisher]], was originally trained under the renowned Yale [[physicist]], [[Josiah Willard Gibbs]].<ref>[http://www.yaleeconomicreview.com/issues/2006_spring/financephysical.html Yale Economic Review, Retrieved October-25-09]</ref> Likewise, [[Jan Tinbergen]], who won the first [[Nobel Prize in economics]] in 1969 for having developed and applied dynamic models for the analysis of economic processes, studied physics with [[Paul Ehrenfest]] at [[Leiden University]].
 
Econophysics was started in the mid-1990s by several physicists working in the subfield of [[statistical mechanics]].  Unsatisfied with the traditional explanations and approaches of economists - which usually prioritized simplified approaches for the sake of soluble theoretical models over agreement with empirical data - they applied tools and methods from physics, first to try to match financial data sets, and then to explain more general economic phenomena.
 
One driving force behind econophysics arising at this time was the sudden availability of large amounts of financial data, starting in the 1980s.  It became apparent that traditional methods of analysis were insufficient - standard economic methods dealt with homogeneous agents and equilibrium, while many of the more interesting phenomena in financial markets fundamentally depended on [[Heterogeneous agents#Social and human science|heterogeneous agents]] and far-from-equilibrium situations.
 
The term “econophysics” was coined by [[H. Eugene Stanley]], to describe the large number of papers written by physicists in the problems of (stock and other) markets, in a conference on statistical physics in [[Kolkata]] (erstwhile [[Calcutta]])  in 1995 and first appeared in its proceedings publication in [[Physica A]] 1996.<ref>[http://www.saha.ac.in/cmp/camcs/Stanley-interview.pdf  Interview of H. E. Stanley on Econophysics (To be published in "IIM Kozhikode Society & Management Review", Sage publication (USA), Vol. 2 Issue 2 (2013))]</ref><ref>[http://arxiv.org/abs/1308.2191 Econophysics Research in India in the last two Decades (1993-2013)]</ref> The inaugural meeting on Econophysics was organised  1998 in Budapest by [[János Kertész]] and [[Imre Kondor]].
 
Currently, the almost regular meeting series on the topic include: APFA, ECONOPHYS-KOLKATA,<ref> ECONOPHYS-KOLKATA VII : Econophysics of Agent Based Models, 8-12 November 2012 (Proc. Vol.: Econophysics of Agent Based Models, Eds. F. Abergel, H. Aoyama, B.K. Chakrabarti, A. Chakraborti, A. Ghosh, New Economic Windows, Springer Int. Publ.Switzerland, 2013); ECONOPHYS-KOLKATA VI : Econophysics of Systemic Risk and Network Dynamics, 21-25 October 2011 (Proc. Vol.: Econophysics of Systemic Risk and Network Dynamics, Eds. F. Abergel, B.K. Chakrabarti, A. Chakraborti, A. Ghosh, New Economic Windows, Springer-Verlag, Milan, 2012); ECONOPHYS-KOLKATA V : Econophysics of Order-Driven Markets, 9-13 March 2010 (Proc. Vol.: Econophysics of Order-driven Markets, Eds. F. Abergel, B.K. Chakrabarti, A. Chakraborti, M. Mitra, New Economic Windows, Springer-Verlag, Milan, 2011); ECONOPHYS-KOLKATA IV : Econophysics of Games and Social Choices, 9-13 March 2009 (Proc. Vol.: Econophysics & Economics of Games, Social Choices and Quantitative Techniques, Eds. B. Basu, B. K. Chakrabarti, S. R. Chakravarty, K. Gangopadhyay, New Economic Windows, Springer-Verlag, Milan, 2010); ECONOPHYS-KOLKATA III: Econophysics & Sociophysics of Markets and Networks, 12-15 March 2007 (Proc. Vol.: Econophysics of Markets and Business Networks, Eds. A. Chatterjee, B.K. Chakrabarti, New Economic Windows, Springer-Verlag, Milan, 2007); ECONOPHYS-KOLKATA II: Econophysics of Stock Markets and Minority Games, 14-17 February 2006 (Proc. Vol.: Econophysics of Stock and other Markets, Eds. A. Chatterjee, B.K. Chakrabarti, New Economic Windows, Springer-Verlag, Milan, 2006); ECONOPHYS-KOLKATA I: Econophysics of Wealth Distributions, 15-19 March 2005 (Proc. Vol.: Econophysics of Wealth Distributions, Eds. A. Chatterjee, S. Yarlagadda, B.K. Chakrabarti, New Economic Windows, Springer-Verlag, Milan, 2005). </ref> Econophysics Colloquium, ESHIA/ WEHIA.
 
In recent years [[network science]], heavily reliant on analogies from [[statistical mechanics]], has been applied to the study of productive systems. That is the case with the works done at the [[Santa Fe Institute]] in European Funded Research Projects as [http://www.focproject.eu Forecasting Financial Crises] and the Harvard-MIT [[The Observatory of Economic Complexity|Observatory of Economic Complexity]]
 
If "econophysics" is taken to denote the principle of applying statistical mechanics to economic analysis, as opposed to a particular literature or network, priority of innovation is probably due to Emmanuel Farjoun and Moshé Machover (1983). Their book ''Laws of Chaos: A Probabilistic Approach to Political Economy'' proposes ''dis''solving (their words) the [[transformation problem]] in Marx's political economy by re-conceptualising the relevant quantities as random variables.<ref>Farjoun and Machover disclaim complete originality: their book is dedicated to the late  Robert H. Langston, who they cite for direct inspiration (page 12), and they also note an independent suggestion in a discussion paper by [[Edwin Thompson Jaynes|E.T. Jaynes]] (page 239)</ref>
 
If, on the other side, "econophysics" is taken to denote the application of physics to
economics, one can already consider the works of [[Léon Walras]] and [[Vilfredo Pareto]] as part of it. Indeed, as shown by Ingrao and Israel, [[general equilibrium theory]] in economics is based on the physical concept of [[mechanical equilibrium]].
 
Econophysics has nothing to do with the "physical quantities approach" to economics, advocated by [[Ian Steedman]] and others associated with [[Neo-Ricardianism]]. Notable econophysicists are [[Jean-Philippe Bouchaud]], [[Bikas K Chakrabarti]], [[J. Doyne Farmer]], [[Dirk Helbing]], [[János Kertész]], Matteo Marsili, [[Joseph L. McCauley]], Enrico Scalas, [[Didier Sornette]], [[H. Eugene Stanley]], Victor Yakovenko and Yi-Cheng Zhang.  Particularly noteworthy among the formal courses on Econophysics is the one offered by the Physics Department of the [[Leiden University]],<ref>{{cite web|url=https://studiegids.leidenuniv.nl/en/courses/show/34804/econofysica|title=Physics - Education |publisher=Physics.leidenuniv.nl |date=2011-2013|accessdate=2013}}</ref>  from where the first Nobel-laureate in economics [[Jan Tinbergen]] came.
 
==Basic tools==
 
Basic tools of econophysics are [[Probability|probabilistic]] and [[Statistics|statistical]] methods often taken from statistical physics.
 
Physics models that have been applied in economics include the [[kinetic theory of gas]] (called the [[Kinetic exchange models of markets]] <ref>{{cite book| author=[[Bikas K Chakrabarti]], Anirban Chakraborti, Satya R Chakravarty, Arnab Chatterjee |title=Econophysics of Income & Wealth Distributions | publisher=[[Cambridge University Press]], [[Cambridge]]|year= 2012 |work=}} </ref>), [[percolation]] models, [[Chaos theory|chaotic]] models developed to study cardiac arrest, and models with [[self-organizing criticality]] as well as other models developed for [[earthquake prediction]].<ref>{{cite book |author=[[Didier Sornette]] |title=Why Stock Markets Crash? |publisher=[[Princeton University Press]]|year= 2003 |accessdate=2008-02-19 |work=}}</ref> Moreover, there have been attempts to use the mathematical theory of [[complexity]] and [[information theory]], as developed by many scientists among whom are [[Murray Gell-Mann]] and [[Claude E. Shannon]], respectively.
 
Since economic phenomena are the result of the interaction among many heterogeneous [[Agent (economics)|agents]], there is an analogy with statistical mechanics, where many particles interact; but it must be taken into account that the properties of human beings and particles significantly differ.
 
Another good example is [[random matrix theory]], which can be used to identify the noise in financial correlation matrices. It has been shown that this technique can significantly improve the performance of portfolios, e.g., in applied in [[Modern portfolio theory|portfolio optimization]].<ref>{{cite journal |author=Vasiliki Plerou, Parameswaran Gopikrishnan, Bernd Rosenow, Luis Amaral, Thomas Guhr and H. Eugene Stanley |title=Random matrix approach to cross correlations in financial data |journal=Physical Review E|volume= 65|page= 066126 |year=2002 |doi=10.1103/PhysRevE.65.066126 | issue = 6|arxiv = cond-mat/0108023 |bibcode = 2002PhRvE..65f6126P }}</ref> Thus, this practice is commonly encountered in the praxis of quantitative finance.
 
There are, however, various other tools from physics that have so far been used with mixed success, such as [[fluid dynamics]], [[classical mechanics]] and [[quantum mechanics]] (including so-called [[classical economy]], [[quantum economy]] and [[quantum finance]]), and the [[path integral formulation]] of statistical mechanics.
 
The concept of [[economic complexity index]], introduced by the Harvard economist [[Ricardo Hausmann]] and the MIT physicist Cesar Hidalgo, has been further developed at the Harvard-MIT [[The Observatory of Economic Complexity|Observatory of Economic Complexity]], has been devised as a [[List of countries by future GDP (based on ECI) estimates|predictive tool for economic growth]]. According to the estimates of Hausmann and Hidalgo, the ECI is far more accurate in predicting GDP growth than the traditional governance measures of the [[World Bank]].<ref>{{cite web |url=http://atlas.media.mit.edu/book/ |title= The Atlas of Economic Complexity |author= Ricardo Hausmann, Cesar Hidalgo, et al. |publisher= The Observatory of Economic Complexity (Harvard HKS/CDI - MIT Media Lab) |accessdate=26 April 2012}}</ref>
 
There are also analogies between finance theory and [[diffusion]] theory. For instance, the [[Black–Scholes equation]] for [[option (finance)|option]] pricing is a [[diffusion equation|diffusion]]-[[advection]] equation (see however <ref name="autogenerated2003">{{cite book |author=Jean-Philippe Bouchaud, Marc Potters |title=Theory of Financial Risk and Derivative Pricing |publisher=Cambridge University Press|year= 2003 |accessdate=2007-08-27 |work=}}</ref><ref>"Welcome to a non Black-Scholes world"[http://www.tandfonline.com/doi/abs/10.1080/713665871?journalCode=rquf20]</ref> for a critique of the Black-Scholes methodology).
 
==Influence==
 
Papers on econophysics have been published primarily in journals devoted to physics and statistical mechanics, rather than in leading economics journals. [[Mainstream economics|Mainstream economists]] have generally been unimpressed by this work.<ref>{{cite journal |author=Philip Ball |title=Econophysics: Culture Crash |journal=Nature |volume=441 |pages=686–688 |year=2006 |work= |doi=10.1038/441686a |pmid=16760949 |issue=7094|bibcode = 2006Natur.441..686B }}</ref> Some [[Heterodox economics|Heterodox economists]], including [[Mauro Gallegati]], [[Steve Keen]] and [[Paul Ormerod]], have shown more interest, but also criticized trends in econophysics.
 
In contrast, econophysics is having some impact on the more applied field of [[quantitative finance]], whose scope and aims significantly differ from those of economic theory. Various econophysicists have introduced models for price fluctuations in [[financial markets]] or original points of view on established models.<ref name="autogenerated2003"/><ref>{{cite journal |author=Enrico Scalas |title=The application of continuous-time random walks in finance and economics |journal=Physica A |volume=362 |pages=225–239 |year=2006 |doi=10.1016/j.physa.2005.11.024|bibcode = 2006PhyA..362..225S |issue=2 }}</ref> Also several scaling laws have been found in various economic data.<ref>{{cite journal |author=Y. Liu, P. Gopikrishnan, P. Cizeau, M. Meyer, C.-K. Peng, and H. E. Stanley |title=Statistical properties of the volatility of price fluctuations |year=1999| journal=[[Physical Review E]]| volume=60| issue=2| page=1390| doi= 10.1103/PhysRevE.60.1390|arxiv = cond-mat/9903369 |bibcode = 1999PhRvE..60.1390L }}</ref><ref>{{cite journal |author=M. H. R. Stanley, L. A. N. Amaral, S. V. Buldyrev, S. Havlin, H. Leschhorn, P. Maass, M. A. Salinger, H. E. Stanley |title=Scaling behaviour in the growth of companies  |journal=Nature |volume=379 |page=804 |year=1996| url=http://havlin.biu.ac.il/Publications.php?keyword=Scaling+behaviour+in+the+growth+of+companies&year=*&match=all |doi=10.1038/379804a0 |issue=6568|bibcode = 1996Natur.379..804S }}</ref><ref>{{cite journal |author=K. Yamasaki, L. Muchnik, S. Havlin, A. Bunde, and H.E. Stanley |title=Scaling and memory in volatility return intervals in financial markets |journal=PNAS |volume=102 |pages=9424–8  |year=2005| url=http://havlin.biu.ac.il/Publications.php?keyword=Scaling+and+memory+in+volatility+return+intervals+in+financial+markets&year=*&match=all |doi=10.1073/pnas.0502613102 |pmid=15980152 |issue=26 |pmc=1166612|bibcode = 2005PNAS..102.9424Y }}</ref>
 
==Main results==
Presently, the main results of econophysics comprise the explanation of the [[Fat-tailed distribution|"fat tails"]] in the distribution of many kinds of financial data as a [[Universality class|universal]] self-similar [[scaling invariance|scaling]] property (i.e. scale invariant over many orders of magnitude in the data),<ref>The physicists noted the scaling behaviour of "fat tails" through a Letter to the scientific journal ''[[Nature]]'' by Rosario N. Mantegna and H. Eugene Stanley: ''Scaling behavior in the dynamics of an economic index'', Nature Vol. 376, pages 46-49 (1995), however the "fat tails"- phenomenon itself was discovered already earlier by economists.</ref> arising from the tendency of individual market competitors, or of aggregates of them, to exploit systematically and optimally the prevailing "microtrends" (e.g., rising or falling prices). These "fat tails" are not only mathematically important, because they comprise the  [[risk]]s, which may be on the one hand, very small such that one may tend to  neglect them, but which - on the other hand - are not neglegible at all, i.e. they can never be made exponentially tiny, but instead follow a measurable algebraically decreasing  power law, for example with a ''failure probability'' of only <math>P\propto x^{-4}\,,</math> where ''x'' is an increasingly large variable  in the tail region of the distribution considered (i.e. a price statistics with much more than 10<sup>8</sup> data). I.e., the events considered are not simply "outliers" but must really be taken into account and cannot be "insured away".&nbsp;<ref name="Preis" />&nbsp; It appears that it also plays a role that near a change of the tendency (e.g. from falling to rising prices) there are typical "panic reactions" of the selling or buying agents with algebraically increasing bargain rapidities and volumes.&nbsp;<ref name="Preis">See for example Preis, Mantegna, 2003. </ref>&nbsp; The "fat tails" are also observed in [[commodity market]]s.
 
As in quantum field theory the "fat tails" can only be obtained by complicated "[[nonperturbative]]" methods, mainly by numerical ones, since they contain the deviations from the usual [[Gaussian distribution|Gaussian approximations]], e.g. the [[Black-Scholes]] theory.
 
==See also==
{{Portal|Physics}}
* [[Bose–Einstein condensation (network theory)]]
* [[Complexity economics]]
* [[Complex network]]
* [[Detrended fluctuation analysis]]
* [[Kinetic exchange models of markets]]
* [[Long-range dependency]]
* [[Network theory]]
* [[Network science]]
* [[Thermoeconomics]]
 
==References==
{{Reflist}}
 
==Further reading==
* [[Rosario N. Mantegna]], [[H. Eugene Stanley]], ''An Introduction to Econophysics: Correlations and Complexity in Finance'', [http://www.cambridge.org/uk/catalogue/catalogue.asp?isbn=0521620082 Cambridge University Press (Cambridge, UK, 1999)]
*Sitabhra Sinha, Arnab Chatterjee, Anirban Chakraborti, [[Bikas K Chakrabarti]]. ''Econophysics: An Introduction'', [http://www.wiley.com/WileyCDA/WileyTitle/productCd-3527408150,descCd-authorInfo.html  Wiley-VCH (2010)]
* [[Bikas K Chakrabarti]], Anirban Chakraborti, Arnab Chatterjee, ''Econophysics and Sociophysics : Trends and Perspectives'', [http://www.wiley-vch.de/publish/en/books/bySubjectPH00/bySubSubjectPH95/3-527-40670-0/?sID=d05b Wiley-VCH, Berlin (2006)]
*[[Joseph McCauley]], ''Dynamics of Markets, Econophysics and Finance'', [http://www.cambridge.org/catalogue/catalogue.asp?isbn=0521824478 Cambridge University Press (Cambridge, UK, 2004)]
* [[Bertrand Roehner]], ''Patterns of Speculation - A Study in Observational Econophysics'', [http://www.cambridge.org/catalogue/catalogue.asp?isbn=0521675731 Cambridge University Press (Cambridge, UK, 2002)]
* Arnab Chatterjee, Sudhakar Yarlagadda, [[Bikas K Chakrabarti]], ''Econophysics of Wealth Distributions'', [http://www.springer.com/sgw/cda/frontpage/0,,5-165-72-52121089-0,00.html Springer-Verlag Italia (Milan, 2005)]
* [[Philip Mirowski]], ''More Heat than Light - Economics as Social Physics, Physics as Nature's Economics'', [http://www.cambridge.org/catalogue/catalogue.asp?isbn=0521426898 Cambridge University Press (Cambridge, UK, 1989)]
* Ubaldo Garibaldi and Enrico Scalas, ''Finitary Probabilistic Methods in Econophysics'', [http://www.cambridge.org/gb/knowledge/isbn/item2708018/?site_locale=en_GB Cambridge University Press (Cambridge, UK, 2010)].
* Emmanual Farjoun and Moshé Machover, ''Laws of Chaos: a probabilistic approach to political economy'', [http://staffnet.kingston.ac.uk/~ku32530/PPE/PPEindex.html Verso (London, 1983) ISBN 0 86091 768 1]
* Nature Physics Focus issue: Complex networks in finance March 2013 Volume 9 No 3 pp 119-128
* Mark Buchanan, ''What has econophysics ever done for us?'', [http://www.nature.com.proxy.queensu.ca/nphys/journal/v9/n6/full/nphys2648.html Nature 2013 ]
 
==Lectures==
* Economic Fluctuations and Statistical Physics: Quantifying Extremely Rare and Much Less Rare Events, [[Eugene Stanley]], [http://videolectures.net/ccss09_stanley_efasp/ Videolectures.net]
* Applications of Statistical Physics to Understanding Complex Systems, [[Eugene Stanley]], [http://videolectures.net/eccs08_stanley_aosptucs/ Videolectures.net]
* Financial Bubbles, Real Estate Bubbles, Derivative Bubbles, and the Financial and Economic Crisis, [[Didier Sornette]],  [http://videolectures.net/ccss09_sornette_fbreb/ Videolectures.net]
* Financial crises and risk management, [[Didier Sornette]],  [http://videolectures.net/risc08_sornette_fcrm/ Videolectures.net]
* Bubble trouble: how physics can quantify stock-market crashes, [[Tobias Preis]],  [http://physicsworld.com/cws/article/multimedia/45725 Physics World Online Lecture Series]
 
==External links==
* [http://phys.uh.edu/research/econophysics/index.php Econophysics Ph.D. Program at University of Houston, Houston, TX.]
* [http://www.yaleeconomicreview.com/issues/2006_spring/financephysical.html Finance Gets Physical] - Yale Economic Review
* [http://www.unifr.ch/econophysics/ Econophysics Forum]
* [http://staffnet.kingston.ac.uk/~ku32530/PPE/PPEindex.html Conference to mark 25th anniversary of Farjoun and Machover's book]
* [http://www.uni-bamberg.de/en/vwl-iwf/ Chair of International Economics, University of Bamberg (Germany)]
 
{{Physics-footer}}
 
[[Category:Applied and interdisciplinary physics]]
[[Category:Mathematical finance]]
[[Category:Heterodox economics]]
[[Category:Statistical mechanics]]
[[Category:Relation of economics to other disciplines]]

Revision as of 03:11, 26 December 2013

Econophysics is an interdisciplinary research field, applying theories and methods originally developed by physicists in order to solve problems in economics, usually those including uncertainty or stochastic processes and nonlinear dynamics. Its application to the study of financial markets has also been termed statistical finance referring to its roots in statistical physics.

History

Physicists’ interest in the social sciences is not new; Daniel Bernoulli, as an example, was the originator of utility-based preferences. One of the founders of neoclassical economic theory, former Yale University Professor of Economics Irving Fisher, was originally trained under the renowned Yale physicist, Josiah Willard Gibbs.[1] Likewise, Jan Tinbergen, who won the first Nobel Prize in economics in 1969 for having developed and applied dynamic models for the analysis of economic processes, studied physics with Paul Ehrenfest at Leiden University.

Econophysics was started in the mid-1990s by several physicists working in the subfield of statistical mechanics. Unsatisfied with the traditional explanations and approaches of economists - which usually prioritized simplified approaches for the sake of soluble theoretical models over agreement with empirical data - they applied tools and methods from physics, first to try to match financial data sets, and then to explain more general economic phenomena.

One driving force behind econophysics arising at this time was the sudden availability of large amounts of financial data, starting in the 1980s. It became apparent that traditional methods of analysis were insufficient - standard economic methods dealt with homogeneous agents and equilibrium, while many of the more interesting phenomena in financial markets fundamentally depended on heterogeneous agents and far-from-equilibrium situations.

The term “econophysics” was coined by H. Eugene Stanley, to describe the large number of papers written by physicists in the problems of (stock and other) markets, in a conference on statistical physics in Kolkata (erstwhile Calcutta) in 1995 and first appeared in its proceedings publication in Physica A 1996.[2][3] The inaugural meeting on Econophysics was organised 1998 in Budapest by János Kertész and Imre Kondor.

Currently, the almost regular meeting series on the topic include: APFA, ECONOPHYS-KOLKATA,[4] Econophysics Colloquium, ESHIA/ WEHIA.

In recent years network science, heavily reliant on analogies from statistical mechanics, has been applied to the study of productive systems. That is the case with the works done at the Santa Fe Institute in European Funded Research Projects as Forecasting Financial Crises and the Harvard-MIT Observatory of Economic Complexity

If "econophysics" is taken to denote the principle of applying statistical mechanics to economic analysis, as opposed to a particular literature or network, priority of innovation is probably due to Emmanuel Farjoun and Moshé Machover (1983). Their book Laws of Chaos: A Probabilistic Approach to Political Economy proposes dissolving (their words) the transformation problem in Marx's political economy by re-conceptualising the relevant quantities as random variables.[5]

If, on the other side, "econophysics" is taken to denote the application of physics to economics, one can already consider the works of Léon Walras and Vilfredo Pareto as part of it. Indeed, as shown by Ingrao and Israel, general equilibrium theory in economics is based on the physical concept of mechanical equilibrium.

Econophysics has nothing to do with the "physical quantities approach" to economics, advocated by Ian Steedman and others associated with Neo-Ricardianism. Notable econophysicists are Jean-Philippe Bouchaud, Bikas K Chakrabarti, J. Doyne Farmer, Dirk Helbing, János Kertész, Matteo Marsili, Joseph L. McCauley, Enrico Scalas, Didier Sornette, H. Eugene Stanley, Victor Yakovenko and Yi-Cheng Zhang. Particularly noteworthy among the formal courses on Econophysics is the one offered by the Physics Department of the Leiden University,[6] from where the first Nobel-laureate in economics Jan Tinbergen came.

Basic tools

Basic tools of econophysics are probabilistic and statistical methods often taken from statistical physics.

Physics models that have been applied in economics include the kinetic theory of gas (called the Kinetic exchange models of markets [7]), percolation models, chaotic models developed to study cardiac arrest, and models with self-organizing criticality as well as other models developed for earthquake prediction.[8] Moreover, there have been attempts to use the mathematical theory of complexity and information theory, as developed by many scientists among whom are Murray Gell-Mann and Claude E. Shannon, respectively.

Since economic phenomena are the result of the interaction among many heterogeneous agents, there is an analogy with statistical mechanics, where many particles interact; but it must be taken into account that the properties of human beings and particles significantly differ.

Another good example is random matrix theory, which can be used to identify the noise in financial correlation matrices. It has been shown that this technique can significantly improve the performance of portfolios, e.g., in applied in portfolio optimization.[9] Thus, this practice is commonly encountered in the praxis of quantitative finance.

There are, however, various other tools from physics that have so far been used with mixed success, such as fluid dynamics, classical mechanics and quantum mechanics (including so-called classical economy, quantum economy and quantum finance), and the path integral formulation of statistical mechanics.

The concept of economic complexity index, introduced by the Harvard economist Ricardo Hausmann and the MIT physicist Cesar Hidalgo, has been further developed at the Harvard-MIT Observatory of Economic Complexity, has been devised as a predictive tool for economic growth. According to the estimates of Hausmann and Hidalgo, the ECI is far more accurate in predicting GDP growth than the traditional governance measures of the World Bank.[10]

There are also analogies between finance theory and diffusion theory. For instance, the Black–Scholes equation for option pricing is a diffusion-advection equation (see however [11][12] for a critique of the Black-Scholes methodology).

Influence

Papers on econophysics have been published primarily in journals devoted to physics and statistical mechanics, rather than in leading economics journals. Mainstream economists have generally been unimpressed by this work.[13] Some Heterodox economists, including Mauro Gallegati, Steve Keen and Paul Ormerod, have shown more interest, but also criticized trends in econophysics.

In contrast, econophysics is having some impact on the more applied field of quantitative finance, whose scope and aims significantly differ from those of economic theory. Various econophysicists have introduced models for price fluctuations in financial markets or original points of view on established models.[11][14] Also several scaling laws have been found in various economic data.[15][16][17]

Main results

Presently, the main results of econophysics comprise the explanation of the "fat tails" in the distribution of many kinds of financial data as a universal self-similar scaling property (i.e. scale invariant over many orders of magnitude in the data),[18] arising from the tendency of individual market competitors, or of aggregates of them, to exploit systematically and optimally the prevailing "microtrends" (e.g., rising or falling prices). These "fat tails" are not only mathematically important, because they comprise the risks, which may be on the one hand, very small such that one may tend to neglect them, but which - on the other hand - are not neglegible at all, i.e. they can never be made exponentially tiny, but instead follow a measurable algebraically decreasing power law, for example with a failure probability of only Px4, where x is an increasingly large variable in the tail region of the distribution considered (i.e. a price statistics with much more than 108 data). I.e., the events considered are not simply "outliers" but must really be taken into account and cannot be "insured away". [19]  It appears that it also plays a role that near a change of the tendency (e.g. from falling to rising prices) there are typical "panic reactions" of the selling or buying agents with algebraically increasing bargain rapidities and volumes. [19]  The "fat tails" are also observed in commodity markets.

As in quantum field theory the "fat tails" can only be obtained by complicated "nonperturbative" methods, mainly by numerical ones, since they contain the deviations from the usual Gaussian approximations, e.g. the Black-Scholes theory.

See also

Sportspersons Hyslop from Nicolet, usually spends time with pastimes for example martial arts, property developers condominium in singapore singapore and hot rods. Maintains a trip site and has lots to write about after touring Gulf of Porto: Calanche of Piana.

References

43 year old Petroleum Engineer Harry from Deep River, usually spends time with hobbies and interests like renting movies, property developers in singapore new condominium and vehicle racing. Constantly enjoys going to destinations like Camino Real de Tierra Adentro.

Further reading

Lectures

External links

Template:Physics-footer

  1. Yale Economic Review, Retrieved October-25-09
  2. Interview of H. E. Stanley on Econophysics (To be published in "IIM Kozhikode Society & Management Review", Sage publication (USA), Vol. 2 Issue 2 (2013))
  3. Econophysics Research in India in the last two Decades (1993-2013)
  4. ECONOPHYS-KOLKATA VII : Econophysics of Agent Based Models, 8-12 November 2012 (Proc. Vol.: Econophysics of Agent Based Models, Eds. F. Abergel, H. Aoyama, B.K. Chakrabarti, A. Chakraborti, A. Ghosh, New Economic Windows, Springer Int. Publ., Switzerland, 2013); ECONOPHYS-KOLKATA VI : Econophysics of Systemic Risk and Network Dynamics, 21-25 October 2011 (Proc. Vol.: Econophysics of Systemic Risk and Network Dynamics, Eds. F. Abergel, B.K. Chakrabarti, A. Chakraborti, A. Ghosh, New Economic Windows, Springer-Verlag, Milan, 2012); ECONOPHYS-KOLKATA V : Econophysics of Order-Driven Markets, 9-13 March 2010 (Proc. Vol.: Econophysics of Order-driven Markets, Eds. F. Abergel, B.K. Chakrabarti, A. Chakraborti, M. Mitra, New Economic Windows, Springer-Verlag, Milan, 2011); ECONOPHYS-KOLKATA IV : Econophysics of Games and Social Choices, 9-13 March 2009 (Proc. Vol.: Econophysics & Economics of Games, Social Choices and Quantitative Techniques, Eds. B. Basu, B. K. Chakrabarti, S. R. Chakravarty, K. Gangopadhyay, New Economic Windows, Springer-Verlag, Milan, 2010); ECONOPHYS-KOLKATA III: Econophysics & Sociophysics of Markets and Networks, 12-15 March 2007 (Proc. Vol.: Econophysics of Markets and Business Networks, Eds. A. Chatterjee, B.K. Chakrabarti, New Economic Windows, Springer-Verlag, Milan, 2007); ECONOPHYS-KOLKATA II: Econophysics of Stock Markets and Minority Games, 14-17 February 2006 (Proc. Vol.: Econophysics of Stock and other Markets, Eds. A. Chatterjee, B.K. Chakrabarti, New Economic Windows, Springer-Verlag, Milan, 2006); ECONOPHYS-KOLKATA I: Econophysics of Wealth Distributions, 15-19 March 2005 (Proc. Vol.: Econophysics of Wealth Distributions, Eds. A. Chatterjee, S. Yarlagadda, B.K. Chakrabarti, New Economic Windows, Springer-Verlag, Milan, 2005).
  5. Farjoun and Machover disclaim complete originality: their book is dedicated to the late Robert H. Langston, who they cite for direct inspiration (page 12), and they also note an independent suggestion in a discussion paper by E.T. Jaynes (page 239)
  6. Template:Cite web
  7. 20 year-old Real Estate Agent Rusty from Saint-Paul, has hobbies and interests which includes monopoly, property developers in singapore and poker. Will soon undertake a contiki trip that may include going to the Lower Valley of the Omo.

    My blog: http://www.primaboinca.com/view_profile.php?userid=5889534
  8. 20 year-old Real Estate Agent Rusty from Saint-Paul, has hobbies and interests which includes monopoly, property developers in singapore and poker. Will soon undertake a contiki trip that may include going to the Lower Valley of the Omo.

    My blog: http://www.primaboinca.com/view_profile.php?userid=5889534
  9. 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
  10. Template:Cite web
  11. 11.0 11.1 20 year-old Real Estate Agent Rusty from Saint-Paul, has hobbies and interests which includes monopoly, property developers in singapore and poker. Will soon undertake a contiki trip that may include going to the Lower Valley of the Omo.

    My blog: http://www.primaboinca.com/view_profile.php?userid=5889534
  12. "Welcome to a non Black-Scholes world"[1]
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. The physicists noted the scaling behaviour of "fat tails" through a Letter to the scientific journal Nature by Rosario N. Mantegna and H. Eugene Stanley: Scaling behavior in the dynamics of an economic index, Nature Vol. 376, pages 46-49 (1995), however the "fat tails"- phenomenon itself was discovered already earlier by economists.
  19. 19.0 19.1 See for example Preis, Mantegna, 2003.