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ML models are typically trained using large datasets of high quality. However, training datasets often contain inconsistent or incomplete data. To tackle this issue, one solution is to develop algorithms that can check whether a prediction…

机器学习 · 计算机科学 2022-01-19 Austen Z. Fan , Paraschos Koutris

Many important stable matching problems are known to be NP-hard, even when strong restrictions are placed on the input. In this paper we seek to identify structural properties of instances of stable matching problems which will allow us to…

计算机科学与博弈论 · 计算机科学 2018-12-14 Kitty Meeks , Baharak Rastegari

Many graph problems were first shown to be fixed-parameter tractable using the results of Robertson and Seymour on graph minors. We show that the combination of finite, computable, obstruction sets and efficient order tests is not just one…

计算复杂性 · 计算机科学 2013-05-15 Michael R. Fellows , Bart M. P. Jansen

This article finds the answer to the question: for any problem from which a non-deterministic algorithm can be derived which verifies whether an answer is correct or not in polynomial time (complexity class NP), is it possible to create an…

计算复杂性 · 计算机科学 2024-01-30 Daniel Cardona Delgado

We consider the NP-hard problem of minimizing a separable concave quadratic function over the integral points in a polyhedron, and we denote by D the largest absolute value of the subdeterminants of the constraint matrix. In this paper we…

最优化与控制 · 数学 2019-08-30 Alberto Del Pia

In this paper we investigate the parameterized complexity of the Maximum-Duo Preservation String Mapping Problem, the complementary of the Minimum Common String Partition Problem. We show that this problem is fixed-parameter tractable when…

数据结构与算法 · 计算机科学 2015-12-11 Stefano Beretta , Mauro Castelli , Riccardo Dondi

The constraint satisfaction problem (CSP) involves deciding, given a set of variables and a set of constraints on the variables, whether or not there is an assignment to the variables satisfying all of the constraints. One formulation of…

计算复杂性 · 计算机科学 2017-01-09 Hubie Chen , Benoit Larose

Reducing the conditions under which a given set satisfies the stipulations of the subset sum proposition to a set of linear relationships, the question of whether a set satisfies subset sum may be answered in a polynomial number of steps by…

数据结构与算法 · 计算机科学 2017-05-16 Aubrey Alston

It is known that problems like Vertex Cover, Feedback Vertex Set and Odd Cycle Transversal are polynomial time solvable in the class of chordal graphs. We consider these problems in a graph that has at most $k$ vertices whose deletion…

数据结构与算法 · 计算机科学 2020-02-25 Ashwin Jacob , Fahad Panolan , Venkatesh Raman , Vibha Sahlot

Bilevel linear programs (BLPs) form a class of hierarchical decision-making problems in which both the upper-level and the lower-level decision-makers, known as the leader and the follower, respectively, solve linear optimization problems.…

计算复杂性 · 计算机科学 2025-11-20 Sergey S. Ketkov , Oleg A. Prokopyev

Machine scheduling problems are a long-time key domain of algorithms and complexity research. A novel approach to machine scheduling problems are fixed-parameter algorithms. To stimulate this thriving research direction, we propose 15 open…

最优化与控制 · 数学 2018-10-02 Matthias Mnich , René van Bevern

The key to reconciling the polynomial-time intractability of many machine learning tasks in the worst case with the surprising solvability of these tasks by heuristic algorithms in practice seems to be exploiting restrictions on real-world…

机器学习 · 计算机科学 2022-05-11 Todd Wareham

Let $G$ be a graph on $n$ vertices and $\mathrm{STAB}_k(G)$ be the convex hull of characteristic vectors of its independent sets of size at most $k$. We study extension complexity of $\mathrm{STAB}_k(G)$ with respect to a fixed parameter…

计算复杂性 · 计算机科学 2017-03-08 Jakub Gajarský , Petr Hliněný , Hans Raj Tiwary

We study the parameterized complexity of scheduling unit-time jobs on parallel, identical machines under generalized precedence constraints for minimization of the makespan and the sum of completion times. In our setting, each job is…

最优化与控制 · 数学 2025-11-18 Christina Büsing , Maurice Draeger , Corinna Mathwieser

Bilevel linear programming (LP) is one of the simplest classes of bilevel optimization problems, yet it is known to be NP-hard in general. Specifically, determining whether the optimal objective value of a bilevel LP is at least as good as…

最优化与控制 · 数学 2026-03-23 Nagisa Sugishita , Margarida Carvalho

A classic result of Lenstra [Math.~Oper.~Res.~1983] says that an integer linear program can be solved in fixed-parameter tractable (FPT) time for the parameter being the number of variables. We extend this result by incorporating…

数据结构与算法 · 计算机科学 2017-11-22 Robert Bredereck , Piotr Faliszewski , Rolf Niedermeier , Piotr Skowron , Nimrod Talmon

We study regular expressions that use variables, or parameters, which are interpreted as alphabet letters. We consider two classes of languages denoted by such expressions: under the possibility semantics, a word belongs to the language if…

形式语言与自动机理论 · 计算机科学 2015-03-19 Pablo Barceló , Leonid Libkin , Juan Reutter

We consider the problem of computing a shortest solid cover of an indeterminate string. An indeterminate string may contain non-solid symbols, each of which specifies a subset of the alphabet that could be present at the corresponding…

数据结构与算法 · 计算机科学 2014-12-12 Maxime Crochemore , Costas S. Iliopoulos , Tomasz Kociumaka , Jakub Radoszewski , Wojciech Rytter , Tomasz Waleń

It is well known that computing a minimum DFA consistent with a given set of positive and negative examples is NP-hard. Previous work has identified conditions on the input sample under which the problem becomes tractable or remains hard.…

形式语言与自动机理论 · 计算机科学 2026-01-21 Radu Cosmin Dumitru , Ryo Yoshinaka , Ayumi Shinohara

Given two graphs $H$ and $G$, the Subgraph Isomorphism problem asks if $H$ is isomorphic to a subgraph of $G$. While NP-hard in general, algorithms exist for various parameterized versions of the problem: for example, the problem can be…

数据结构与算法 · 计算机科学 2013-08-27 Dániel Marx , Michał Pilipczuk