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Statistical physics and statistical inference
Proceedings of the Genetic and Evolutionary Computation Conference, 2021A major challenge of contemporary statistical inference is the large-scale limit, where one wants to discover the values of many hidden parameters, using large amount of data. In recent years, ideas from statistical physics of disordered systems have helped to develop new algorithms for important inference problems, ranging from community detection to ...
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2023
This book presents an introduction to the main concepts of statistical physics, followed by applications to specific problems and more advanced concepts, selected for their pedagogical or practical interest. Particular attention has been devoted to the presentation of the fundamental aspects, including the foundations of statistical physics, as well as
Sator, Nicolas +2 more
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This book presents an introduction to the main concepts of statistical physics, followed by applications to specific problems and more advanced concepts, selected for their pedagogical or practical interest. Particular attention has been devoted to the presentation of the fundamental aspects, including the foundations of statistical physics, as well as
Sator, Nicolas +2 more
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Statistical physics of DNA hybridization
Physical Review E, 2021Deoxyribonucleic acid (DNA) hybridization is at the heart of countless biological and biotechnological processes. Its theoretical modeling played a crucial role, since it has enabled extracting the relevant thermodynamic parameters from systematic measurements of DNA melting curves.
Carlos A. Plata +5 more
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2010
Statistical physics is based on the idea that the probability or statistical weight of a particular macroscopic state depends upon the number of possible ways the state can be constructed out of its microscopic constituents. The number of distinct ways a macroscopic state can be formed depends in turn upon whether or not the constituents are ...
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Statistical physics is based on the idea that the probability or statistical weight of a particular macroscopic state depends upon the number of possible ways the state can be constructed out of its microscopic constituents. The number of distinct ways a macroscopic state can be formed depends in turn upon whether or not the constituents are ...
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2015
Statistical physics is the theory that relates macroscopic properties of materials to their microscopic constitution. Obviously a detailed study of systems containing on the order of 1023 particles is out of the question, actually even useless, so we must resort to statistical methods. There are many ways to introduce statistical mechanics, of which we
Jan K. G. Dhont, Willem J. Briels
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Statistical physics is the theory that relates macroscopic properties of materials to their microscopic constitution. Obviously a detailed study of systems containing on the order of 1023 particles is out of the question, actually even useless, so we must resort to statistical methods. There are many ways to introduce statistical mechanics, of which we
Jan K. G. Dhont, Willem J. Briels
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Equilibrium Statistical Physics
2011Systems composed of many particles involve a very large number of degrees of freedom, and a detailed description of the microscopic state of the system is not relevant in practice. The aim of statistical physics is rather to restrict the description of the system to a few relevant macroscopic observables, and to predict the average values of these ...
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Statistical Physics Is More than Statistical Mechanics
1998It is a general belief that physics is a science where fundamental laws of nature are established. One expects these laws to have a deterministic character. A student being introduced to physics first encounters the fundamental theories, for instance Newtonian mechanics, electrodynamics, and the theory of relativity, and sees in these the ideals of a ...
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