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Dimensional improvements of the logarithmic Sobolev, Talagrand and Brascamp-Lieb inequalities
Probability · Submitted 4 Jul 2015
abstract compiled · 2026-09-23 · no language-model review
The authors' main claim They lead to sharpened concentration properties as well as refined contraction bounds, convergence to equilibrium and short time behaviour for the laws of solutions to stochastic differential equations.
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The abstract, sentence by sentence
In this work we consider dimensional improvements of the logarithmic Sobolev, Talagrand and Brascamp-Lieb inequalities. For this we use optimal transport methods and the Borell-Brascamp-Lieb inequality. These refinements can be written as a deficit in the classical inequalities. They have the right scale with respect to the dimension. They lead to sharpened concentration properties as well as refined contraction bounds, convergence to equilibrium and short time behaviour for the laws of solutions to stochastic differential equations.
background contribution method result interpretation main claim
| # | sentence | role | the authors' own work | states the main conclusion | strength |
|---|---|---|---|---|---|
| s0 | In this work we consider dimensional improvements of the logarithmic Sobolev, Talagrand and Brascamp-Lieb inequalities. | contribution 0.90 | 0.65 | 0.13 | asserted 0.67 |
| s1 | For this we use optimal transport methods and the Borell-Brascamp-Lieb inequality. | method 1.00 | 0.77 | 0.04 | asserted 1.00 |
| s2 | These refinements can be written as a deficit in the classical inequalities. | result 0.61 | 0.78 | 0.17 | asserted 0.97 |
| s3 | They have the right scale with respect to the dimension. | result 0.79 | 0.78 | 0.09 | asserted 1.00 |
| s4 | They lead to sharpened concentration properties as well as refined contraction bounds, convergence to equilibrium and short time behaviour for the laws of solutions to stochastic differential equations. | interpretation 0.73 | 0.81 | 0.55 | asserted 1.00 |
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The paper
Original abstract
In this work we consider dimensional improvements of the logarithmic Sobolev, Talagrand and Brascamp-Lieb inequalities. For this we use optimal transport methods and the Borell-Brascamp-Lieb inequality. These refinements can be written as a deficit in the classical inequalities. They have the right scale with respect to the dimension. They lead to sharpened concentration properties as well as refined contraction bounds, convergence to equilibrium and short time behaviour for the laws of solutions to stochastic differential equations.
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