Unbalanced Multi-marginal Optimal Transport

نویسندگان

چکیده

Entropy regularized optimal transport and its multi-marginal generalization have attracted increasing attention in various applications, particular due to efficient Sinkhorn-like algorithms for computing plans. However, it is often desirable that the marginals of plan do not match given measures exactly, which led introduction so-called unbalanced transport. Since methods were examined setting so far, we address this topic present paper. More precisely, introduce problem dual, show a unique exists under mild assumptions. Further, generalize Sinkhorn algorithm prove convergence. If cost function decouples according tree, iterates can be computed efficiently. At end, discuss three applications our framework, namely two barycenter problems transfer operator approach, where establish relation between with an appropriate tree-structured function.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Curvature of Hypergraphs via Multi-Marginal Optimal Transport

We introduce a novel definition of curvature for hypergraphs, a natural generalization of graphs, by introducing a multimarginal optimal transport problem for a naturally defined random walk on the hypergraph. This curvature, termed coarse scalar curvature, generalizes a recent definition of Ricci curvature for Markov chains on metric spaces by Ollivier [Journal of Functional Analysis 256 (2009...

متن کامل

Decoupling of DeGiorgi-type systems via multi-marginal optimal transport∗

We exhibit a surprising relationship between elliptic gradient systems of PDEs, multi-marginal MongeKantorovich optimal transport problem, and multivariable Hardy-Littlewood inequalities. We show that the notion of an orientable elliptic system, conjectured in [6] to imply that (in low dimensions) solutions with certain monotonicity properties are essentially 1-dimensional, is equivalent to the...

متن کامل

Tomographic Reconstruction from a Few Views: A Multi-Marginal Optimal Transport Approach

In this article, we focus on tomographic reconstruction. The problem is to determine the shape of the interior interface using a tomographic approach while very few X-ray radiographs are performed. We use a multi-marginal optimal transport approach. Preliminary numerical results are presented.

متن کامل

Multi-Robot Marginal-SLAM

This paper has two goals. First, it expands the presentation of the marginal particle filter for SLAM proposed recently in [Martinez-Cantin et al., 2006]. In particular, it presents detailed pseudo-code to enable practitioners to implement the algorithm easily. Second, it proposes an extension to the multirobot setting. In the marginal representation, the robots share a common map and their loc...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Journal of Mathematical Imaging and Vision

سال: 2022

ISSN: ['0924-9907', '1573-7683']

DOI: https://doi.org/10.1007/s10851-022-01126-7