In this paper we summarize some of the main results of a orthcoming book on this topic, where we examine in detail the theory of curves of maximal slope in a general metric setting, and study in detail the case of the Wasserstein space of probability measures. In the first part we derive new general conditions ensuring convergence of the implicit time discretization scheme to a curve of maximal slope, the uniqueness, and the error estimates. In the second part we study in detail the differentiable structure of the Wasserstein space, to which the metric theory applies, and use this structure to give also an equivalent concept of gradient flow. Our analysis includes measures in infinite-dimensional Hilbert spaces and it does not require any absolute continuity assumption on the measures involved.

Gradient flows with metric and differentiable structures, and applications to the Wasserstein space

SAVARE', GIUSEPPE
2004-01-01

Abstract

In this paper we summarize some of the main results of a orthcoming book on this topic, where we examine in detail the theory of curves of maximal slope in a general metric setting, and study in detail the case of the Wasserstein space of probability measures. In the first part we derive new general conditions ensuring convergence of the implicit time discretization scheme to a curve of maximal slope, the uniqueness, and the error estimates. In the second part we study in detail the differentiable structure of the Wasserstein space, to which the metric theory applies, and use this structure to give also an equivalent concept of gradient flow. Our analysis includes measures in infinite-dimensional Hilbert spaces and it does not require any absolute continuity assumption on the measures involved.
2004
The Mathematics category includes resources dealing with mathematics, applied mathematics, statistics and probability.
no
Sì, ma tipo non specificato
Inglese
Internazionale
STAMPA
15
327
343
The Accademia dei Lincei (Lynx), founded in 1603, is the oldest academy dedicated to the study of humanities as well as physics, mathematics and the natural sciences in the world. Through the centuries, some of the most important scientists of their time have been among their members, including Galileo Galilei, Enrico Fermi and Vito Volterra. After its merger with the Accademia Pontificia dei Nuovi Lincei, the academy began publishing in 1847 with the Atti dell'Accademia Pontificia dei Nuovi Lincei. In 1870 this society was divided into two separate academies, one of which published its transactions as Atti della Reale Accademia dei Lincei and under the name Atti della Reale Accademia dei Lincei, Transunti as of 1876. Continued in 1884 as Atti della Reale Accademia dei Lincei, Rendiconti and under the present name in 1990, the Rendiconti Lincei have been one of the best Italian journals ever since. Papers by the most outstanding Italian mathematicians such as Betti, Bianchi, Caccioppoli, Castelnuovo, Enriques, Levi-Civita, Picone, Tonelli, Volterra and, more recently, Andreotti, Fichera, De Giorgi, Segre, Severi and Stampacchia have been published. The journal is dedicated to the publication of high-quality peer-reviewed surveys, research papers and preliminary announcements of important results from all fields of mathematics and its applications. Rendiconti Lincei - Matematica e Applicazioni is covered in: Mathematical Reviews (MR), Current Mathematical Publications (CMP), MathSciNet, Zentralblatt für Mathematik, Zentralblatt MATH Database, Science Citation Index Expanded (SCIE), CompuMath Citation Index (CMCI), Current Contents/Physical, Chemical & Earth Sciences (CC/PC&ES), ISI Alerting Services, Journal Citation Reports/Science Edition, Web of Science.
Gradient flows; Wasserstein distance; Analysis in metric spaces; Optimal mass transportation; Space of probability measures; Diffusion equations
http://www.lincei.it/pubblicazioni/rendicontiFMN/rol/visabs.php?lang=it&type=mat&fileId=284
3
info:eu-repo/semantics/article
262
Ambrosio, L; Gigli, N; Savare', Giuseppe
1 Contributo su Rivista::1.1 Articolo in rivista
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11571/116468
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