[HTML][HTML] Distributionally robust optimization: A review on theory and applications

F Lin, X Fang, Z Gao - Numerical Algebra, Control and Optimization, 2022 - aimsciences.org
In this paper, we survey the primary research on the theory and applications of
distributionally robust optimization (DRO). We start with reviewing the modeling power and …

[图书][B] Markov chains: Basic definitions

R Douc, E Moulines, P Priouret, P Soulier, R Douc… - 2018 - Springer
Heuristically, a discrete-time stochastic process has the Markov property if the past and
future are independent given the present. In this introductory chapter, we give the formal …

[图书][B] An invitation to optimal transport, Wasserstein distances, and gradient flows

A Figalli, F Glaudo - 2023 - ems.press
In this introductory chapter we first give a brief historical review of optimal transport, then we
recall some basic definitions and facts from measure theory and Riemannian geometry, and …

Learning with a Wasserstein loss

C Frogner, C Zhang, H Mobahi… - Advances in neural …, 2015 - proceedings.neurips.cc
Learning to predict multi-label outputs is challenging, but in many problems there is a
natural metric on the outputs that can be used to improve predictions. In this paper we …

Optimal transport for applied mathematicians

F Santambrogio - Birkäuser, NY, 2015 - Springer
Why a new book on optimal transport? Were the two books by Fields Medalist Cédric Villani
not enough? And what about the Bible of Gradient Flows, the book by Luigi Ambrosio …

[图书][B] Fokker–Planck–Kolmogorov Equations

VI Bogachev, NV Krylov, M Röckner, SV Shaposhnikov - 2022 - books.google.com
This book gives an exposition of the principal concepts and results related to second order
elliptic and parabolic equations for measures, the main examples of which are Fokker …

[图书][B] Representations of algebraic groups

JC Jantzen - 2003 - books.google.com
Now back in print by the AMS, this is a significantly revised edition of a book originally
published in 1987 by Academic Press. This book gives the reader an introduction to the …

Tight uniform continuity bounds for quantum entropies: conditional entropy, relative entropy distance and energy constraints

A Winter - Communications in Mathematical Physics, 2016 - Springer
We present a bouquet of continuity bounds for quantum entropies, falling broadly into two
classes: first, a tight analysis of the Alicki–Fannes continuity bounds for the conditional von …

[HTML][HTML] The stable marriage problem: An interdisciplinary review from the physicist's perspective

EM Fenoaltea, IB Baybusinov, J Zhao, L Zhou… - Physics Reports, 2021 - Elsevier
We present a fascinating model that has lately caught attention among physicists working in
complexity related fields. Though it originated from mathematics and later from economics …

Deep learning for free-hand sketch: A survey

P Xu, TM Hospedales, Q Yin, YZ Song… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Free-hand sketches are highly illustrative, and have been widely used by humans to depict
objects or stories from ancient times to the present. The recent prevalence of touchscreen …