An Invitation to Statistics in Wasserstein Space
- Author
- Victor M. Panaretos, Yoav Zemel
- Publication Year
- 2020
- Publisher
- Springer
- Language
- English
- Document Type
- Book
- Faculty / Subject Heading
- Computer Science
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This book presents the key aspects of statistics in Wasserstein spaces, i.e. statistics in the space of probability measures when endowed with the geometry of optimal transportation.
Keywords: Mathematics and Statistics / Probability Theory and Stochastic Processes / Optimal Transportation / Monge-Kantorovich Problem / Barycenter / Multimarginal Transport / Functional Data Analysis / Point Processes / Random Measures / Manifold Statistics / Geometrical statistics / Wasserstein metric / Fréchet mean / Procrustes analysis / Phase variation / Gradient descent