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Sep 12, 2018
Optimization and Control
Machine Learning

A Fast Globally Linearly Convergent Algorithm for the Computation of …

In this paper, we consider the problem of computing a Wasserstein barycenter for a set of discrete probability distributions with finite supports, wh…
Jul 01, 2019
Optimization and Control
Machine Learning

Sparse Solutions of a Class of Constrained Optimization Problems

In this paper, we consider a well-known sparse optimization problem that aims to find a sparse solution of a possibly noisy underdetermined system of…
Jul 01, 2019
Optimization and Control
Machine Learning

Sparse Solutions of a Class of Constrained Optimization Problems

In this paper, we consider a well-known sparse optimization problem that aims to find a sparse solution of a possibly noisy underdetermined system of…
Dec 02, 2014

One-Flavor Algorithms for Simulation of Lattice QCD with Domain-Wall …

We compare the performances of the exact one-flavor algorithm (EOFA) and the rational hybrid Monte Carlo algorithm (RHMC), for dynamical simulations …
Jul 01, 2019
Optimization and Control
Machine Learning

The Constrained $L_p$-$L_q$ Basis Pursuit Denoising Problem

In this paper, we consider the constrained $L_p$-$L_q$ basis pursuit denoising problem, which aims to find a minimizer of $\|\bf{x}\|_p^p$ subject to…
Sep 12, 2018
Robotics
Systems and Control

Frequency-Aware Model Predictive Control

Transferring solutions found by trajectory optimization to robotic hardware remains a challenging task. When the optimization fully exploits the prov…
Oct 25, 2018
Machine Learning

Almost Optimal Algorithms for Linear Stochastic Bandits with Heavy-…

In linear stochastic bandits, it is commonly assumed that payoffs are with sub-Gaussian noises. In this paper, under a weaker assumption on noises, w…
Jan 01, 2021
Computer Vision
Image and Video Processing

FGF-GAN: A Lightweight Generative Adversarial Network for Pansharpeni…

Pansharpening is a widely used image enhancement technique for remote sensing. Its principle is to fuse the input high-resolution single-channel panc…
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