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Monte Carlo Simulation of Stochastic Differential Equation to Study Information Geometry
Information Geometry is a useful tool to study and compare the solutions of a Stochastic Differential Equations (SDEs) for non-equilibrium systems. As an alternative method to solving the Fokker–Planck equation, we propose a new method to calculate time ...
Abhiram Anand Thiruthummal, Eun-jin Kim
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Information-Theoretic Probing with Minimum Description Length [PDF]
To measure how well pretrained representations encode some linguistic property, it is common to use accuracy of a probe, i.e. a classifier trained to predict the property from the representations. Despite widespread adoption of probes, differences in their accuracy fail to adequately reflect differences in representations.
Voita, E., Titov, I.
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Information processing is common in complex systems, and information geometric theory provides a useful tool to elucidate the characteristics of non-equilibrium processes, such as rare, extreme events, from the perspective of geometry.
Eun-jin Kim, Adrian-Josue Guel-Cortez
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Information length in quantum systems [PDF]
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Kim, E., Lewis, P.
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Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems
Information theory provides an interdisciplinary method to understand important phenomena in many research fields ranging from astrophysical and laboratory fluids/plasmas to biological systems.
Eun-jin Kim
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We investigate the effects of different stochastic noises on the dynamics of the edge-localised modes (ELMs) in magnetically confined fusion plasmas by using a time-dependent PDF method, path-dependent information geometry (information rate, information ...
Rainer Hollerbach, Eun-jin Kim
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Information length and localization in one dimension [PDF]
The scaling properties of the wave functions in finite samples of the one dimensional Anderson model are analyzed. The states have been characterized using a new form of the information or entropic length, and compared with analytical results obtained by assuming an exponential envelope function.
Varga, Imre, Pipek, János
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The information theoretic interpretation of the length of a curve [PDF]
In the context of holographic duality with AdS3 asymptotics, the Ryu-Takayanagi formula states that the entanglement entropy of a subregion is given by the length of a certain bulk geodesic. The entanglement entropy can be operationalized as the entanglement cost necessary to transmit the state of the subregion from one party to another while ...
Czech, Bartlomiej +3 more
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Information Geometric Theory in the Prediction of Abrupt Changes in System Dynamics
Detection and measurement of abrupt changes in a process can provide us with important tools for decision making in systems management. In particular, it can be utilised to predict the onset of a sudden event such as a rare, extreme event which causes ...
Adrian-Josue Guel-Cortez, Eun-jin Kim
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Information Length as a Useful Index to Understand Variability in the Global Circulation
With improved measurement and modelling technology, variability has emerged as an essential feature in non-equilibrium processes. While traditionally, mean values and variance have been heavily used, they are not appropriate in describing extreme events ...
Eun-jin Kim, James Heseltine, Hanli Liu
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