The Sherrington-Kirkpatrick Model (eBook)

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2013 | 2013
XII, 156 Seiten
Springer New York (Verlag)
978-1-4614-6289-7 (ISBN)

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The Sherrington-Kirkpatrick Model - Dmitry Panchenko
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The celebrated Parisi solution of the Sherrington-Kirkpatrick model for spin glasses is one of the most important achievements in the field of disordered systems. Over the last three decades, through the efforts of theoretical physicists and mathematicians, the essential aspects of the Parisi solution were clarified and proved mathematically. The core ideas of the theory that emerged are the subject of this book, including the recent solution of the Parisi ultrametricity conjecture and a conceptually simple proof of the Parisi formula for the free energy. The treatment is self-contained and should be accessible to graduate students with a background in probability theory, with no prior knowledge of spin glasses. The methods involved in the analysis of the Sherrington-Kirkpatrick model also serve as a good illustration of such classical topics in probability as the Gaussian interpolation and concentration of measure, Poisson processes, and representation results for exchangeable arrays.

Dmitry Panchenko is Professor of Mathematics at Texas A&M University.
The celebrated Parisi solution of the Sherrington-Kirkpatrick model for spin glasses is one of the most important achievements in the field of disordered systems. Over the last three decades, through the efforts of theoretical physicists and mathematicians, the essential aspects of the Parisi solution were clarified and proved mathematically. The core ideas of the theory that emerged are the subject of this book, including the recent solution of the Parisi ultrametricity conjecture and a conceptually simple proof of the Parisi formula for the free energy. The treatment is self-contained and should be accessible to graduate students with a background in probability theory, with no prior knowledge of spin glasses. The methods involved in the analysis of the Sherrington-Kirkpatrick model also serve as a good illustration of such classical topics in probability as the Gaussian interpolation and concentration of measure, Poisson processes, and representation results for exchangeable arrays.

Dmitry Panchenko is Professor of Mathematics at Texas A&M University.

Preface.- 1 The Free Energy and Gibbs Measure.- 2 The Ruelle Probability Cascades.- 3 The Parisi Formula.- 4 Toward a Generalized Parisi Ansatz.- A Appendix.- Bibliography.- Notes and Comments.- References.- Index.

Erscheint lt. Verlag 26.2.2013
Reihe/Serie Springer Monographs in Mathematics
Springer Monographs in Mathematics
Zusatzinfo XII, 156 p.
Verlagsort New York
Sprache englisch
Themenwelt Mathematik / Informatik Informatik Theorie / Studium
Mathematik / Informatik Mathematik Statistik
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Naturwissenschaften Physik / Astronomie Thermodynamik
Technik
Schlagworte Aizenman-Sims-Starr scheme • Aldous-Hoover representation • Dovbysh-Sudakov representation • exchangeability • Gaussian processes • Ghirlanda-Guerra identities • Guerra replica symmetry breaking • Parisi ansatz • Parisi formula • Poisson-Dirichlet processes • Poisson Processes • p-spin models • replica symmetry breaking • Ruelle probability cascades • Sherrington-Kirkpatrick model • spin glass models • Talagrand positivity principle • ultrametricity
ISBN-10 1-4614-6289-4 / 1461462894
ISBN-13 978-1-4614-6289-7 / 9781461462897
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