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Econophysics is a non-orthodox (in economics) interdisciplinary research field, applying theories and methods originally developed by
physicist A physicist is a scientist who specializes in the field of physics, which encompasses the interactions of matter and energy at all length and time scales in the physical universe. Physicists generally are interested in the root or ultimate cau ...
s in order to solve problems in
economics Economics () is a behavioral science that studies the Production (economics), production, distribution (economics), distribution, and Consumption (economics), consumption of goods and services. Economics focuses on the behaviour and interac ...
, usually those including uncertainty or
stochastic process In probability theory and related fields, a stochastic () or random process is a mathematical object usually defined as a family of random variables in a probability space, where the index of the family often has the interpretation of time. Sto ...
es and
nonlinear dynamics In mathematics and science, a nonlinear system (or a non-linear system) is a system in which the change of the output is not proportional to the change of the input. Nonlinear problems are of interest to engineers, biologists, physicists, mathem ...
. Some of its application to the study of financial markets has also been termed
statistical finance Statistical finance is the application of econophysics to financial markets. Instead of the normative roots of finance, it uses a positivist framework. It includes exemplars from statistical physics with an emphasis on emergent or collective prope ...
referring to its roots in
statistical physics In physics, statistical mechanics is a mathematical framework that applies statistical methods and probability theory to large assemblies of microscopic entities. Sometimes called statistical physics or statistical thermodynamics, its applicati ...
. Econophysics is closely related to
social physics Social physics or sociophysics is a field of science which uses mathematical tools inspired by physics to understand the behavior of human crowds. In a modern commercial use, it can also refer to the analysis of social phenomena with big data. Soc ...
.


History

Physicists' interest in the
social sciences Social science (often rendered in the plural as the social sciences) is one of the branches of science, devoted to the study of society, societies and the Social relation, relationships among members within those societies. The term was former ...
is not new (see e.g.,);
Daniel Bernoulli Daniel Bernoulli ( ; ; – 27 March 1782) was a Swiss people, Swiss-France, French mathematician and physicist and was one of the many prominent mathematicians in the Bernoulli family from Basel. He is particularly remembered for his applicati ...
, as an example, was the originator of
utility In economics, utility is a measure of a certain person's satisfaction from a certain state of the world. Over time, the term has been used with at least two meanings. * In a normative context, utility refers to a goal or objective that we wish ...
-based preferences. One of the founders of
neoclassical economic theory Neoclassical economics is an approach to economics in which the production, consumption, and valuation (pricing) of goods and services are observed as driven by the supply and demand model. According to this line of thought, the value of a goo ...
, former Yale University Professor of Economics
Irving Fisher Irving Fisher (February 27, 1867 – April 29, 1947) was an American economist, statistician, inventor, eugenicist and progressive social campaigner. He was one of the earliest American neoclassical economists, though his later work on debt de ...
, was originally trained under the renowned Yale
physicist A physicist is a scientist who specializes in the field of physics, which encompasses the interactions of matter and energy at all length and time scales in the physical universe. Physicists generally are interested in the root or ultimate cau ...
,
Josiah Willard Gibbs Josiah Willard Gibbs (; February 11, 1839 – April 28, 1903) was an American mechanical engineer and scientist who made fundamental theoretical contributions to physics, chemistry, and mathematics. His work on the applications of thermodynami ...
. Likewise,
Jan Tinbergen Jan Tinbergen ( , ; 12 April 1903 – 9 June 1994) was a Dutch economist who was awarded the first Nobel Memorial Prize in Economic Sciences in 1969, which he shared with Ragnar Frisch for having developed and applied dynamic models for the ana ...
, who won the first
Nobel Memorial Prize in Economic Sciences The Nobel Memorial Prize in Economic Sciences, officially the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel (), commonly referred to as the Nobel Prize in Economics(), is an award in the field of economic sciences adminis ...
in 1969 for having developed and applied dynamic models for the analysis of economic processes, studied physics with
Paul Ehrenfest Paul Ehrenfest (; 18 January 1880 – 25 September 1933) was an Austrian Theoretical physics, theoretical physicist who made major contributions to statistical mechanics and its relation to quantum physics, quantum mechanics, including the theory ...
at
Leiden University Leiden University (abbreviated as ''LEI''; ) is a Public university, public research university in Leiden, Netherlands. Established in 1575 by William the Silent, William, Prince of Orange as a Protestantism, Protestant institution, it holds the d ...
. In particular, Tinbergen developed the gravity model of international trade that has become the workhorse of
international economics International economics is concerned with the effects upon economic activity from international differences in productive resources and consumer preferences and the international institutions that affect them. It seeks to explain the patterns an ...
. Econophysics was started in the mid-1990s by several physicists working in the subfield of
statistical mechanics In physics, statistical mechanics is a mathematical framework that applies statistical methods and probability theory to large assemblies of microscopic entities. Sometimes called statistical physics or statistical thermodynamics, its applicati ...
. 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 In economic theory and econometrics, the term heterogeneity refers to differences across the units being studied. For example, a macroeconomic model in which consumers are assumed to differ from one another is said to have heterogeneous agents. U ...
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 Kolkata, also known as Calcutta ( its official name until 2001), is the capital and largest city of the Indian state of West Bengal. It lies on the eastern bank of the Hooghly River, west of the border with Bangladesh. It is the primary ...
(erstwhile
Calcutta Kolkata, also known as Calcutta (List of renamed places in India#West Bengal, its official name until 2001), is the capital and largest city of the Indian States and union territories of India, state of West Bengal. It lies on the eastern ba ...
) in 1995 and first appeared in its proceedings publication in ''
Physica A Physica may refer to: * Physics (Aristotle) * ''Physica'', a twelfth-century medical text by Hildegard of Bingen * ''Physica'' (journal), a Dutch scientific journal :* ''Physica A'' :* ''Physica B'' ;* ''Physica C'' :* ''Physica D'' :* ''P ...
'' 1996. The inaugural meeting on econophysics was organised in 1998 in Budapest by
János Kertész János Kertész is a Hungarian physicist known for his contributions to the fields of econophysics, complex networks, and the application of fractal geometry in physical problems. He has played a pioneering role in these areas, expanding the und ...
and Imre Kondor. The first book on econophysics was by R. N. Mantegna & H. E. Stanley in 2000. In the same year, 1998, the Palermo International Workshop on Econophysics and Statistical Finance was held at the University of Palermo. The related "Econophysics Colloquium," now an annual event, was first held in Canberra in 2005. The 2018 Econophysics Colloquium was held in Palermo on the 30th anniversary of the original Palermo Workshop; it was organized by Rosario N. Mantegna and Salvatore Miccichè. The almost regular meeting series on the topic include: Econophys-Kolkata (held in Kolkata & Delhi), Econophysics Colloquium, ESHIA/ WEHIA.


Basic tools

Basic tools of econophysics are
probabilistic Probability is a branch of mathematics and statistics concerning events and numerical descriptions of how likely they are to occur. The probability of an event is a number between 0 and 1; the larger the probability, the more likely an e ...
and
statistical Statistics (from German language, German: ', "description of a State (polity), state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a s ...
methods often taken from statistical physics. Physics models that have been applied in economics include the
kinetic theory of gas The kinetic theory of gases is a simple classical model of the thermodynamic behavior of gases. Its introduction allowed many principal concepts of thermodynamics to be established. It treats a gas as composed of numerous particles, too small t ...
(called the
kinetic exchange models of markets Kinetic exchange models are multi-agent dynamic models inspired by the statistical physics of energy distribution, which try to explain the robust and universal features of income/wealth distributions. Understanding the distributions of incom ...
),
percolation In physics, chemistry, and materials science, percolation () refers to the movement and filtration, filtering of fluids through porous materials. It is described by Darcy's law. Broader applications have since been developed that cover connecti ...
models,
chaotic Chaotic was originally a Danish trading card game. It expanded to an online game in America which then became a television program based on the game. The program aired on 4Kids TV (Fox affiliates, nationwide), Jetix, The CW4Kids, Cartoon Netwo ...
models developed to study cardiac arrest, and models with self-organizing criticality as well as other models developed for
earthquake prediction Earthquake prediction is a branch of the science of geophysics, primarily seismology, concerned with the specification of the time, location, and magnitude of future earthquakes within stated limits, and particularly "the determination of par ...
. Moreover, there have been attempts to use the mathematical theory of
complexity Complexity characterizes the behavior of a system or model whose components interact in multiple ways and follow local rules, leading to non-linearity, randomness, collective dynamics, hierarchy, and emergence. The term is generally used to c ...
and
information theory Information theory is the mathematical study of the quantification (science), quantification, Data storage, storage, and telecommunications, communication of information. The field was established and formalized by Claude Shannon in the 1940s, ...
, as developed by many scientists among whom are
Murray Gell-Mann Murray Gell-Mann (; September 15, 1929 – May 24, 2019) was an American theoretical physicist who played a preeminent role in the development of the theory of elementary particles. Gell-Mann introduced the concept of quarks as the funda ...
and
Claude E. Shannon Claude Elwood Shannon (April 30, 1916 – February 24, 2001) was an American mathematician, electrical engineer, computer scientist, cryptographer and inventor known as the "father of information theory" and the man who laid the foundations of th ...
, respectively. For potential games, it has been shown that an emergence-producing equilibrium based on information via Shannon information entropy produces the same equilibrium measure (
Gibbs measure In physics and mathematics, the Gibbs measure, named after Josiah Willard Gibbs, is a probability measure frequently seen in many problems of probability theory and statistical mechanics. It is a generalization of the canonical ensemble to infinite ...
from statistical mechanics) as a stochastic dynamical equation which represents noisy decisions, both of which are based on
bounded rationality Bounded rationality is the idea that rationality is limited when individuals decision-making, make decisions, and under these limitations, rational individuals will select a decision that is satisficing, satisfactory rather than optimal. Limitat ...
models used by economists. The fluctuation-dissipation theorem connects the two to establish a concrete correspondence of "temperature", "entropy", "free potential/energy", and other physics notions to an economics system. The statistical mechanics model is not constructed a-priori - it is a result of a boundedly rational assumption and modeling on existing neoclassical models. It has been used to prove the "inevitability of collusion" result of
Huw Dixon Huw David Dixon (/hju: devəd dɪksən/; born 1958) is a British economist. He has been a professor at Cardiff Business School since 2006, having previously been Head of Economics at the University of York (2003–2006) after being a professor ...
in a case for which the neoclassical version of the model does not predict collusion. Here the demand is increasing, as with
Veblen good A Veblen good is a type of luxury good, named after American economist Thorstein Veblen, for which the demand increases as the price increases, in apparent contradiction of the law of demand, resulting in an upward-sloping demand curve. The hig ...
s, stock buyers with the "hot hand" fallacy preferring to buy more successful stocks and sell those that are less successful, or among short traders during a
short squeeze In the stock market, a short squeeze is a rapid increase in the price of a stock owing primarily to an excess of short selling of a stock rather than underlying fundamentals. A short squeeze occurs when demand has increased relative to supply beca ...
as occurred with the WallStreetBets group's collusion to drive up GameStop stock price in 2021. Nobel laureate and founder of experimental economics
Vernon L. Smith Vernon Lomax Smith (born January 1, 1927) is an American economist who is currently a professor of economics and law at Chapman University. He was formerly the McLellan/Regent's Professor of Economics at the University of Arizona, a professor of ...
has used econophysics to model sociability via implementation of ideas in Humanomics. There, noisy decision making and interaction parameters that facilitate the social action responses of reward and punishment result in
spin glass In condensed matter physics, a spin glass is a magnetic state characterized by randomness, besides cooperative behavior in freezing of spins at a temperature called the "freezing temperature," ''T''f. In ferromagnetic solids, component atoms' ...
models identical to those in physics. Quantifiers derived from
information theory Information theory is the mathematical study of the quantification (science), quantification, Data storage, storage, and telecommunications, communication of information. The field was established and formalized by Claude Shannon in the 1940s, ...
were used in several papers by econophysicist Aurelio F. Bariviera and coauthors in order to assess the degree in the informational efficiency of stock markets. Zunino et al. use an innovative statistical tool in the financial literature: the complexity-entropy causality plane. This Cartesian representation establish an efficiency ranking of different markets and distinguish different bond market dynamics. It was found that more developed countries have stock markets with higher entropy and lower complexity, while those markets from emerging countries have lower entropy and higher complexity. Moreover, the authors conclude that the classification derived from the complexity-entropy causality plane is consistent with the qualifications assigned by major rating companies to the sovereign instruments. A similar study developed by Bariviera et al. explore the relationship between credit ratings and informational efficiency of a sample of corporate bonds of US oil and energy companies using also the complexity–entropy causality plane. They find that this classification agrees with the credit ratings assigned by Moody's. Another good example is random matrix theory, which can be used to identify the noise in financial correlation matrices. One paper has argued that this technique can improve the performance of portfolios, e.g., in applied in
portfolio optimization Portfolio optimization is the process of selecting an optimal portfolio (asset distribution), out of a set of considered portfolios, according to some objective. The objective typically maximizes factors such as expected return, and minimizes c ...
. The ideology of econophysics is embodied in the probabilistic economic theory and, on its basis, in the unified market theory. There are also analogies between finance theory and
diffusion Diffusion is the net movement of anything (for example, atoms, ions, molecules, energy) generally from a region of higher concentration to a region of lower concentration. Diffusion is driven by a gradient in Gibbs free energy or chemical p ...
theory. For instance, the
Black–Scholes equation In mathematical finance, the Black–Scholes equation, also called the Black–Scholes–Merton equation, is a partial differential equation (PDE) governing the price evolution of derivatives under the Black–Scholes model. Broadly speaking, the ...
for option pricing is a
diffusion Diffusion is the net movement of anything (for example, atoms, ions, molecules, energy) generally from a region of higher concentration to a region of lower concentration. Diffusion is driven by a gradient in Gibbs free energy or chemical p ...
-
advection In the fields of physics, engineering, and earth sciences, advection is the transport of a substance or quantity by bulk motion of a fluid. The properties of that substance are carried with it. Generally the majority of the advected substance is a ...
equation (see however for a critique of the Black–Scholes methodology). The Black–Scholes theory can be extended to provide an analytical theory of main factors in economic activities.


Subfields

Various other tools from physics that have so far been used, such as
fluid dynamics In physics, physical chemistry and engineering, fluid dynamics is a subdiscipline of fluid mechanics that describes the flow of fluids – liquids and gases. It has several subdisciplines, including (the study of air and other gases in motion ...
,
classical mechanics Classical mechanics is a Theoretical physics, physical theory describing the motion of objects such as projectiles, parts of Machine (mechanical), machinery, spacecraft, planets, stars, and galaxies. The development of classical mechanics inv ...
and
quantum mechanics Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
(including so-called classical economy,
quantum economics Econophysics is a non-orthodox (in economics) 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 a ...
and
quantum finance Quantum finance is an interdisciplinary research field, applying theories and methods developed by quantum physicists and economists in order to solve problems in finance. It is a branch of econophysics. Quantum continuous model Most quantu ...
), and the
Feynman–Kac formula The Feynman–Kac formula, named after Richard Feynman and Mark Kac, establishes a link between parabolic partial differential equations and stochastic processes. In 1947, when Kac and Feynman were both faculty members at Cornell University, Kac ...
of statistical mechanics.Oksendal, Bernt. Stochastic differential equations: an introduction with applications. Springer Science & Business Media, 2013.


Statistical mechanics

When mathematician
Mark Kac Mark Kac ( ; Polish: ''Marek Kac''; August 3, 1914 – October 26, 1984) was a Polish-American mathematician. His main interest was probability theory. His question, " Can one hear the shape of a drum?" set off research into spectral theory, th ...
attended a lecture by
Richard Feynman Richard Phillips Feynman (; May 11, 1918 – February 15, 1988) was an American theoretical physicist. He is best known for his work in the path integral formulation of quantum mechanics, the theory of quantum electrodynamics, the physics of t ...
he realized their work overlapped. Together they worked out a new approach to solving stochastic differential equations. Their approach is used to efficiently calculate solutions to the
Black–Scholes equation In mathematical finance, the Black–Scholes equation, also called the Black–Scholes–Merton equation, is a partial differential equation (PDE) governing the price evolution of derivatives under the Black–Scholes model. Broadly speaking, the ...
to price options on stocks.


Quantum finance

Quantum statistical models have been successfully applied to finance by several groups of econophysicists using different approaches, but the origin of their success may not be due to quantum analogies.


Quantum economics

The editorial in the inaugural issue of the journal ''Quantum Economics and Finance'' says: "Quantum economics and finance is the application of probability based on projective geometry—also known as quantum probability—to modelling in economics and finance. It draws on related areas such as quantum cognition, quantum game theory, quantum computing, and quantum physics." In his overview article in the same issue, David Orrell outlines how
neoclassical economics Neoclassical economics is an approach to economics in which the production, consumption, and valuation (pricing) of goods and services are observed as driven by the supply and demand model. According to this line of thought, the value of a go ...
benefited from the concepts of
classical mechanics Classical mechanics is a Theoretical physics, physical theory describing the motion of objects such as projectiles, parts of Machine (mechanical), machinery, spacecraft, planets, stars, and galaxies. The development of classical mechanics inv ...
, and yet concepts of
quantum mechanics Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
"apparently left economics untouched". He reviews different avenues for quantum economics, some of which he notes are contradictory, settling on "quantum economics therefore needs to take a different kind of leaf from the book of quantum physics, by adopting quantum methods, not because they appear natural or elegant or come pre-approved by some higher authority or bear resemblance to something else, but because they capture in a useful way the most basic properties of what is being studied."


Main results

Econophysics is having some impacts on the more applied field of
quantitative finance Mathematical finance, also known as quantitative finance and financial mathematics, is a field of applied mathematics, concerned with mathematical modeling in the financial field. In general, there exist two separate branches of finance that requ ...
, whose scope and aims significantly differ from those of economic theory. Various econophysicists have introduced models for price fluctuations in
physics of financial markets Physics of financial markets is a non-orthodox economics discipline that studies financial markets as physical systems. It seeks to understand the nature of financial processes and phenomena by employing the scientific method and avoiding beliefs, ...
or original points of view on established models. Presently, one of the main results of econophysics comprises the explanation of the "fat tails" in the distribution of many kinds of financial data as a
universal Universal is the adjective for universe. Universal may also refer to: Companies * NBCUniversal, a media and entertainment company that is a subsidiary of Comcast ** Universal Animation Studios, an American Animation studio, and a subsidiary of N ...
self-similar
scaling Scaling may refer to: Science and technology Mathematics and physics * Scaling (geometry), a linear transformation that enlarges or diminishes objects * Scale invariance, a feature of objects or laws that do not change if scales of length, energ ...
property (i.e. scale invariant over many orders of magnitude in the data), 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 In simple terms, risk is the possibility of something bad happening. Risk involves uncertainty about the effects/implications of an activity with respect to something that humans value (such as health, well-being, wealth, property or the environ ...
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 negligible 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 P\propto x^\,, 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". 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.See for example Preis, Mantegna, 2003. As in quantum field theory the "fat tails" can be obtained by complicated "
nonperturbative In mathematics and physics, a non-perturbative function or process is one that cannot be described by perturbation theory. An example is the function : f(x) = e^, which does not equal its own Taylor series in any neighborhood around ''x'' = 0. ...
" methods, mainly by numerical ones, since they contain the deviations from the usual Gaussian approximations, e.g. the Black–Scholes theory. Fat tails can, however, also be due to other phenomena, such as a random number of terms in the central-limit theorem, or any number of other, non-econophysics models. Due to the difficulty in testing such models, they have received less attention in traditional economic analysis.


Criticism

In 2006 economists
Mauro Gallegati Mauro Gallegati (born 8 March 1958) is an Italian New-Keynesian economist, scholar of agent-based economics, and professor at Marche Polytechnic University in Ancona, Italy. Biography After having earned his PhD in economics in 1989 at Marche ...
,
Steve Keen Steve Keen (born 28 March 1953) is an Australian economist and author. He considers himself a post-Keynesian, criticising neoclassical economics as inconsistent, unscientific, and empirically unsupported. Keen was formerly an associate profe ...
, Thomas Lux, and
Paul Ormerod Paul Andrew Ormerod (born 20 March 1950) is a British economist who is a partner at Volterra Partners consultancy. Additionally, he is a visiting professor at UCL Centre for Decision Making Uncertainty. Research Ormerod has researched complexity ...
, published a critique of econophysics. They cite important empirical contributions primarily in the areas of finance and industrial economics, but list four concerns with work in the field: lack of awareness of economics work, resistance to rigor, a misplaced belief in universal empirical regularity, and inappropriate models.


See also

*
Bose–Einstein condensation (network theory) Bose–Einstein may refer to: * Bose–Einstein condensate, a phase of matter in quantum mechanics ** Bose–Einstein condensation (network theory), the application of this model in network theory ** Bose–Einstein condensation of polaritons ** ...
*
Potential game In game theory, a game is said to be a potential game if the incentive of all players to change their strategy can be expressed using a single global function called the potential function. The concept originated in a 1996 paper by Dov Monderer and ...
*
Complexity economics Complexity economics is the application of complex system, complexity science to the problems of economics. It relaxes several common assumptions in economics, including general equilibrium theory. While it does not reject the existence of an equ ...
* Complex network *
Detrended fluctuation analysis In stochastic processes, chaos theory and time series analysis, detrended fluctuation analysis (DFA) is a method for determining the statistical self-affinity of a signal. It is useful for analysing time series that appear to be long-memory proc ...
*
Kinetic exchange models of markets Kinetic exchange models are multi-agent dynamic models inspired by the statistical physics of energy distribution, which try to explain the robust and universal features of income/wealth distributions. Understanding the distributions of incom ...
*
Long-range dependency Long-range dependence (LRD), also called long memory or long-range persistence, is a phenomenon that may arise in the analysis of spatial or time series data. It relates to the rate of decay of statistical dependence of two points with increasing ...
*
Network theory In mathematics, computer science, and network science, network theory is a part of graph theory. It defines networks as Graph (discrete mathematics), graphs where the vertices or edges possess attributes. Network theory analyses these networks ...
*
Network science Network science is an academic field which studies complex networks such as telecommunication networks, computer networks, biological networks, Cognitive network, cognitive and semantic networks, and social networks, considering distinct eleme ...
*
Thermoeconomics Thermoeconomics, also referred to as biophysical economics, is a school of heterodox economics that applies the laws of thermodynamics, laws of statistical mechanics to economic theory. Thermoeconomics can be thought of as the statistical physic ...
*
Quantum finance Quantum finance is an interdisciplinary research field, applying theories and methods developed by quantum physicists and economists in order to solve problems in finance. It is a branch of econophysics. Quantum continuous model Most quantu ...
*
Sznajd model The Sznajd model or United we stand, divided we fall (USDF) model is a sociophysics model introduced in 2000 to gain fundamental understanding about opinion dynamics. The Sznajd model implements a phenomenon called social validation and thus exten ...


References


Further reading

* Emmanual Farjoun and Moshé Machover
''Laws of Chaos: a probabilistic approach to political economy''
Verso (London, 1983) *
Vladimir Pokrovskii Vladimir Nikolajevich Pokrovskii (; born 11 May 1934) is a Russian scientist known for his contributions to polymer physics and economic theory. Education and career Pokrovskii was born on 11 May 1934 into a Russian family in the rural local ...
, ''Econodynamics. The Theory of Social Production'', https://www.springer.com/gp/book/9783319720739 (Springer, 2018) *
Philip Mirowski Philip Mirowski (born 21 August 1951 in Jackson, Michigan) is a historian and philosopher of economic thought at the University of Notre Dame. He received a PhD in Economics from the University of Michigan in 1979. Career In his 1989 book ''More ...
, ''More Heat than Light - Economics as Social Physics, Physics as Nature's Economics''
Cambridge University Press (Cambridge, UK, 1989)

Rosario N. Mantegna
H. Eugene Stanley, ''An Introduction to Econophysics: Correlations and Complexity in Finance''
Cambridge University Press (Cambridge, UK, 1999)
* Bertrand Roehner, ''Patterns of Speculation - A Study in Observational Econophysics''
Cambridge University Press (Cambridge, UK, 2002)
* Joseph McCauley, ''Dynamics of Markets, Econophysics and Finance''
Cambridge University Press (Cambridge, UK, 2004)
* Surya Y., Situngkir, H., Dahlan, R. M., Hariadi, Y., Suroso, R. (2004). ''Aplikasi Fisika dalam Analisis Keuangan (Physics Applications in Financial Analysis''. Bina Sumber Daya MIPA. * Anatoly V. Kondratenko. ''Physical Modeling of Economic Systems. Classical and Quantum Economies.'' Novosibirsk, Nauka (Science) (2005), * Anatoly V. Kondratenko. ''Probabilistic Theory of Stock Exchanges.'' Novosibirsk, Nauka (Science) (2021), * Arnab Chatterjee, Sudhakar Yarlagadda,
Bikas K Chakrabarti Bikas Kanta Chakrabarti (born 14 December 1952 in Kolkata (erstwhile Calcutta) is an Indian physicist. At present he is INSA Scientist (Physics) at the Saha Institute of Nuclear Physics & Visiting Professor (Economics) at the Indian Statist ...
, ''Econophysics of Wealth Distributions''
Springer-Verlag Italia (Milan, 2005)
*Sitabhra Sinha, Arnab Chatterjee, Anirban Chakraborti,
Bikas K Chakrabarti Bikas Kanta Chakrabarti (born 14 December 1952 in Kolkata (erstwhile Calcutta) is an Indian physicist. At present he is INSA Scientist (Physics) at the Saha Institute of Nuclear Physics & Visiting Professor (Economics) at the Indian Statist ...
. ''Econophysics: An Introduction''
Wiley-VCH (2010)
* Ubaldo Garibaldi and Enrico Scalas, ''Finitary Probabilistic Methods in Econophysics''
Cambridge University Press (Cambridge, UK, 2010)
* Mark Buchanan, ''What has econophysics ever done for us?''

* Nature Physics Focus issue: Complex networks in finance March 2013 Volume 9 No 3 pp 119–128 *
Martin Shubik Martin Shubik (1926–2018) was an American mathematical economist who specialized in game theory, defense analysis, and the theory of money. The latter was his main research interest and he referred to it as his "white whale". He also coined th ...
and Eric Smith, ''The Guidance of an Enterprise Economy'', MIT Press
Book Details
MIT Press (2016) * Abergel, F., Aoyama, H., Chakrabarti, B.K., Chakraborti, A., Deo, N., Raina, D., Vodenska, I. (Eds.), ''Econophysics and Sociophysics: Recent Progress and Future Directions''
Econophysics and Sociophysics: Recent Progress and Future Directions
New Economic Windows Series, Springer (2017) * Marcelo Byrro Ribeiro
''Income Distribution Dynamics of Economic Systems: An Econophysical Approach''Cambridge University Press (Cambridge, UK, 2020)
* Max Greenberg and H. Oliver Gao, "Twenty-five years of random asset exchange modelin
Twenty-five years of random asset exchange modeling
European Physical Journal B, vol. 97 art. 69 (2024).


External links


Is Inequality Inevitable?; Scientific American, November 2019

When Physics Became Undisciplined (& Fathers of Econophysics): Cambridge University Thesis (2018)


* ttp://www.econophysics-colloquium.org/ Econophysics Colloquium


Lectures

* Economic Fluctuations and Statistical Physics: Quantifying Extremely Rare and Much Less Rare Events, Eugene Stanley,
Videolectures.net
* Applications of Statistical Physics to Understanding Complex Systems, Eugene Stanley
Videolectures.net
* Financial Bubbles, Real Estate Bubbles, Derivative Bubbles, and the Financial and Economic Crisis,
Didier Sornette Didier Sornette (born 25 June 1957 in Paris) is a French researcher studying subjects including complex systems and risk management. He is Professor on the Chair of Entrepreneurial Risks at the ETH Zurich, Swiss Federal Institute of Technology Zu ...
,
Videolectures.net
* Financial crises and risk management,
Didier Sornette Didier Sornette (born 25 June 1957 in Paris) is a French researcher studying subjects including complex systems and risk management. He is Professor on the Chair of Entrepreneurial Risks at the ETH Zurich, Swiss Federal Institute of Technology Zu ...
,
Videolectures.net
* Bubble trouble: how physics can quantify stock-market crashes,
Tobias Preis Tobias Preis is Professor of Behavioral Science and Finance at Warwick Business School and a fellow of the Alan Turing Institute. He is a computational social scientist focussing on measuring and predicting human behavior with online data. At ...
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Physics World Online Lecture Series
{{Authority control Applied and interdisciplinary physics Mathematical finance Schools of economic thought Statistical mechanics Interdisciplinary subfields of economics