Trending Research
Gromov-Wasserstein Distances between Gaussian Distributions
MaximeVandegar/Papers-in-100-Lines-of-Code
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We also study the problem without restriction on the optimal plan, and provide lower and upper bounds for the value of the Gromov-Wasserstein distance between Gaussian distributions.
Probability
Exploiting Low-Rank Structure in Semidefinite Programming by Approximate Operator Splitting
The main contribution of this work is to achieve a substantial speedup by effectively adjusting the proposed algorithm in order to exploit the low-rank property inherent to several semidefinite programming problems.
Optimization and Control
Design and implementation of a modular interior-point solver for linear optimization
This paper introduces the algorithmic design and implementation of Tulip, an open-source interior-point solver for linear optimization.
Optimization and Control
Universal Average-Case Optimality of Polyak Momentum
d2l-ai/d2l-en
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Polyak momentum (PM), also known as the heavy-ball method, is a widely used optimization method that enjoys an asymptotic optimal worst-case complexity on quadratic objectives.
Optimization and Control
Computing in Operations Research using Julia
The state of numerical computing is currently characterized by a divide between highly efficient yet typically cumbersome low-level languages such as C, C++, and Fortran and highly expressive yet typically slow high-level languages such as Python and MATLAB.
Optimization and Control Numerical Analysis Programming Languages
Meta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning
There is growing interest in estimating and analyzing heterogeneous treatment effects in experimental and observational studies.
Statistics Theory Methodology Statistics Theory
A forward-backward view of some primal-dual optimization methods in image recovery
A wide array of image recovery problems can be abstracted into the problem of minimizing a sum of composite convex functions in a Hilbert space.
Optimization and Control
Total positivity in multivariate extremes
We study positive dependence in multivariate extremes and introduce $\text{EMTP}_2$, an extremal version of $\text{MTP}_2$.
Statistics Theory Methodology Statistics Theory 60G70, 62H22, 15B48
Physics-informed dynamic mode decomposition (piDMD)
In this work, we demonstrate how physical principles -- such as symmetries, invariances, and conservation laws -- can be integrated into the dynamic mode decomposition (DMD).
Dynamical Systems Numerical Analysis Numerical Analysis Optimization and Control Data Analysis, Statistics and Probability Fluid Dynamics
Error analysis of a decoupled finite element method for quad-curl problems
Finite element approximation to a decoupled formulation for the quad--curl problem is studied in this paper.
Numerical Analysis Numerical Analysis 65N30, 65N12, 65N22, 65N50
