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Minimum cost flows, MDPs, and ℓ1-regression in nearly linear time for dense instances
In this paper we provide new randomized algorithms with improved runtimes for solving
linear programs with two-sided constraints. In the special case of the minimum cost flow …
linear programs with two-sided constraints. In the special case of the minimum cost flow …
A strongly polynomial algorithm for approximate forster transforms and its application to halfspace learning
The Forster transform is a method of regularizing a dataset by placing it in radial isotropic
position while maintaining some of its essential properties. Forster transforms have played a …
position while maintaining some of its essential properties. Forster transforms have played a …
Minimizing convex functions with integral minimizers
H Jiang - Proceedings of the 2021 ACM-SIAM Symposium on …, 2021 - SIAM
Given a separation oracle SO for a convex function f that has an integral minimizer inside a
box with radius R, we show how to efficiently find a minimizer of f using at most O (n (n+ log …
box with radius R, we show how to efficiently find a minimizer of f using at most O (n (n+ log …
Convex Minimization with Integer Minima in Time
Given a convex function $ f $ on $\mathbb {R}^ n $ with an integer minimizer, we show how
to find an exact minimizer of $ f $ using $ O (n^ 2\log n) $ calls to a separation oracle and …
to find an exact minimizer of $ f $ using $ O (n^ 2\log n) $ calls to a separation oracle and …
Convex Minimization with Integer Minima in Õ(n4) Time
Given a convex function f on ℝ n with an integer minimizer, we show how to find an exact
minimizer of f using O (n 2 log n) calls to a separation oracle and O (n 4 log n) time. The …
minimizer of f using O (n 2 log n) calls to a separation oracle and O (n 4 log n) time. The …
Circuit imbalance measures and linear programming
We study properties and applications of various circuit imbalance measures associated with
linear spaces. These measures describe possible ratios between nonzero entries of support …
linear spaces. These measures describe possible ratios between nonzero entries of support …
Revisiting Tardos's framework for linear programming: faster exact solutions using approximate solvers
In breakthrough work, Tardos (Oper. Res.'86) gave a proximity based framework for solving
linear programming (LP) in time depending only on the constraint matrix in the bit complexity …
linear programming (LP) in time depending only on the constraint matrix in the bit complexity …
What tropical geometry tells us about the complexity of linear programming
Tropical geometry has been recently used to obtain new complexity results in convex
optimization and game theory. In this paper, we present an application of this approach to a …
optimization and game theory. In this paper, we present an application of this approach to a …
No self-concordant barrier interior point method is strongly polynomial
X Allamigeon, S Gaubert, N Vandame - … of the 54th Annual ACM SIGACT …, 2022 - dl.acm.org
It is an open question to determine if the theory of self-concordant barriers can provide an
interior point method with strongly polynomial complexity in linear programming. In the …
interior point method with strongly polynomial complexity in linear programming. In the …
Interior point methods are not worse than Simplex
Whereas interior point methods provide polynomial-time linear programming algorithms, the
running time bounds depend on bit-complexity or condition measures that can be …
running time bounds depend on bit-complexity or condition measures that can be …