TY - JOUR
T1 - Ising type models applied to Geophysics and high frequency market data
AU - Mariani, M. C.
AU - Bezdek, P.
AU - Serpa, L.
AU - Florescu, I.
PY - 2011/11/1
Y1 - 2011/11/1
N2 - The classical Ising model was used to re-create the ferromagnetic phenomenon in statistical mechanics. The model describes the behavior of atoms in a lattice. Each atom may interact only with its neighbors, and has two states called spins. When the atoms polarize their spins, the resulting material exhibits a net magnetization. A similar model has been used before in financial math: the spins correspond to the buy/sell position of a trader and the polarization is equivalent with all the traders in the market wanting to sell. This leads to a market crash. In this work, we present extensions and applications to geophysics and high frequency market data.
AB - The classical Ising model was used to re-create the ferromagnetic phenomenon in statistical mechanics. The model describes the behavior of atoms in a lattice. Each atom may interact only with its neighbors, and has two states called spins. When the atoms polarize their spins, the resulting material exhibits a net magnetization. A similar model has been used before in financial math: the spins correspond to the buy/sell position of a trader and the polarization is equivalent with all the traders in the market wanting to sell. This leads to a market crash. In this work, we present extensions and applications to geophysics and high frequency market data.
KW - Crash analysis
KW - Earthquake modeling
KW - Phase change
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U2 - 10.1016/j.physa.2011.07.011
DO - 10.1016/j.physa.2011.07.011
M3 - Article
AN - SCOPUS:80052575790
SN - 0378-4371
VL - 390
SP - 4396
EP - 4402
JO - Physica A: Statistical Mechanics and its Applications
JF - Physica A: Statistical Mechanics and its Applications
IS - 23-24
ER -