Sznajd model
File:SznajdModelSketch.svg, red people (looking to the left) say no, blue people (looking to the right) say yes. The purple people can have either opinion.]]
The Sznajd model or United we stand, divided we fall (USDF) model is a sociophysics model introduced in 2000{{cite journal|last1=Sznajd-Weron|first1=Katarzyna|last2=Sznajd|first2=Jozef|title=Opinion evolution in closed community|journal=International Journal of Modern Physics C|year=2000|volume=11|issue=6|pages=1157–1165|doi=10.1142/S0129183100000936|arxiv=cond-mat/0101130|bibcode=2000IJMPC..11.1157S|s2cid=17307753}} to gain fundamental understanding about opinion dynamics. The Sznajd model implements a phenomenon called social validation and thus extends the Ising spin model. In simple words, the model states:
- Social validation: If two people share the same opinion, their neighbors will start to agree with them.
- Discord destroys: If a block of adjacent persons disagree, their neighbors start to argue with them.
{{Statistical mechanics|cTopic=Models}}
Mathematical formulation
For simplicity, one assumes that each individual has
an opinion Si which might be Boolean ( for no, for yes) in its simplest formulation, which means that each individual either agrees or disagrees to a given question.
In the original 1D-formulation, each individual has exactly two neighbors just like beads on a bracelet. At each time step a pair of individual and is chosen at random to change their nearest neighbors' opinion (or: Ising spins) and according to two dynamical rules:
- If then and . This models social validation, if two people share the same opinion, their neighbors will change their opinion.
- If then and . Intuitively: If the given pair of people disagrees, both adopt the opinion of their other neighbor.
= Findings for the original formulations =
In a closed (1 dimensional) community, two steady states are always reached, namely complete consensus (which is called ferromagnetic state in physics) or stalemate (the antiferromagnetic state).
Furthermore, Monte Carlo simulations showed that these simple rules lead to complicated dynamics, in particular to a power law in the decision time distribution with an exponent of -1.5.{{cite journal|last1=Sznajd-Weron|first1=Katarzyna|title=Sznajd model and its applications|journal=Acta Physica Polonica B|date=2005|volume=36|issue=8|page=2537|arxiv=physics/0503239|bibcode=2005AcPPB..36.2537S}}
= Modifications =
The final (antiferromagnetic) state of alternating all-on and all-off is unrealistic to represent the behavior of a community. It would mean that the complete population uniformly changes their opinion from one time step to the next. For this reason an alternative dynamical rule was proposed. One possibility is that two spins and change their nearest neighbors according to the two following rules:{{cite arXiv|last1=Sanchez|first1=Juan R.|title=A modified one-dimensional Sznajd model|year=2004|eprint=cond-mat/0408518}}
- Social validation remains unchanged: If then and .
- If then and
Relevance
In recent years, statistical physics has been accepted as modeling framework for phenomena outside the traditional physics. Fields as econophysics or sociophysics formed, and many quantitative analysts in finance are physicists. The Ising model in statistical physics has been a very important step in the history of studying collective (critical) phenomena. The Sznajd model is a simple but yet important variation of prototypical Ising system.{{cite journal|last1=Castellano|first1=Claudio|last2=Fortunato|first2=Santo|last3=Loreto|first3=Vittorio|title=Statistical physics of social dynamics|journal=Reviews of Modern Physics|year=2009|arxiv=0710.3256|volume=81|issue=2|pages=591–646|doi=10.1103/RevModPhys.81.591|bibcode=2009RvMP...81..591C|s2cid=118376889}}
In 2007, Katarzyna Sznajd-Weron has been recognized by the Young Scientist Award for Socio- and Econophysics of the Deutsche Physikalische Gesellschaft (German Physical Society) for an outstanding original contribution using physical methods to develop a better understanding of socio-economic problems.{{cite web|title=Young Scientist Award for Socio- and Econophysics|url=http://www.dpg-physik.de/dpg/gliederung/fv/soe/YSA/preistraeger_YSA.html|publisher=Deutsche Physikalische Gesellschaft|accessdate=15 October 2014|location=Bad Honnef, Germany}}
= Applications =
The Sznajd model belongs to the class of binary-state dynamics on a networks also referred to as Boolean networks. This class of systems includes the Ising model, the voter model and the q-voter model, the Bass diffusion model, threshold models and others.{{cite journal|last1=Gleeson|first1=James P.|title=Binary-State Dynamics on Complex Networks: Pair Approximation and Beyond|journal=Physical Review X|year=2013|volume=3|issue=2|page=021004|doi=10.1103/PhysRevX.3.021004|arxiv=1209.2983|bibcode=2013PhRvX...3b1004G|s2cid=54622570}}
The Sznajd model can be applied to various fields:
- The finance interpretation considers the spin-state as a bullish trader placing orders, whereas a would correspond to a trader who is bearish and places sell orders.
References
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External links
- [http://www.if.pwr.wroc.pl/~katarzynaweron/ Katarzyna Sznajd-Weron] currently works at the Wrocław University of Technology performing research on interdisciplinary applications of statistical physics, complex systems, critical phenomena, sociophysics and agent-based modeling.