Polyhedral Aspects of Feedback Vertex Set and Pseudoforest Deletion Set
We consider the feedback vertex set problem in undirected graphs (FVS). The input to FVS is an undirected graph \(G=(V,E)\) with non-negative vertex costs. The goal is to find a least cost subset of vertices \(S \subseteq V\) such that \(G-S\) is acyclic. FVS is a well-known NP-hard problem with no...
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description | We consider the feedback vertex set problem in undirected graphs (FVS). The input to FVS is an undirected graph \(G=(V,E)\) with non-negative vertex costs. The goal is to find a least cost subset of vertices \(S \subseteq V\) such that \(G-S\) is acyclic. FVS is a well-known NP-hard problem with no \((2-\epsilon)\)-approximation assuming the Unique Games Conjecture and it admits a \(2\)-approximation via combinatorial local-ratio methods (Bafna, Berman and Fujito, Algorithms and Computations '95; Becker and Geiger, Artificial Intelligence '96) which can also be interpreted as LP-based primal-dual algorithms (Chudak, Goemans, Hochbaum and Williamson, Operations Research Letters '98). Despite the existence of these algorithms for several decades, there is no known polynomial-time solvable LP relaxation for FVS with a provable integrality gap of at most \(2\). More recent work (Chekuri and Madan SODA '16) developed a polynomial-sized LP relaxation for a more general problem, namely Subset FVS, and showed that its integrality gap is at most \(13\) for Subset FVS, and hence also for FVS. Motivated by this gap in our knowledge, we undertake a polyhedral study of FVS and related problems. In this work, we formulate new integer linear programs (ILPs) for FVS whose LP-relaxation can be solved in polynomial time, and whose integrality gap is at most \(2\). The new insights in this process also enable us to prove that the formulation in (Chekuri and Madan, SODA '16) has an integrality gap of at most \(2\) for FVS. Our results for FVS are inspired by new formulations and polyhedral results for the closely-related pseudoforest deletion set problem (PFDS). Our formulations for PFDS are in turn inspired by a connection to the densest subgraph problem. We also conjecture an extreme point property for a LP-relaxation for FVS, and give evidence for the conjecture via a corresponding result for PFDS. |
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The input to FVS is an undirected graph \(G=(V,E)\) with non-negative vertex costs. The goal is to find a least cost subset of vertices \(S \subseteq V\) such that \(G-S\) is acyclic. FVS is a well-known NP-hard problem with no \((2-\epsilon)\)-approximation assuming the Unique Games Conjecture and it admits a \(2\)-approximation via combinatorial local-ratio methods (Bafna, Berman and Fujito, Algorithms and Computations '95; Becker and Geiger, Artificial Intelligence '96) which can also be interpreted as LP-based primal-dual algorithms (Chudak, Goemans, Hochbaum and Williamson, Operations Research Letters '98). Despite the existence of these algorithms for several decades, there is no known polynomial-time solvable LP relaxation for FVS with a provable integrality gap of at most \(2\). More recent work (Chekuri and Madan SODA '16) developed a polynomial-sized LP relaxation for a more general problem, namely Subset FVS, and showed that its integrality gap is at most \(13\) for Subset FVS, and hence also for FVS. Motivated by this gap in our knowledge, we undertake a polyhedral study of FVS and related problems. In this work, we formulate new integer linear programs (ILPs) for FVS whose LP-relaxation can be solved in polynomial time, and whose integrality gap is at most \(2\). The new insights in this process also enable us to prove that the formulation in (Chekuri and Madan, SODA '16) has an integrality gap of at most \(2\) for FVS. Our results for FVS are inspired by new formulations and polyhedral results for the closely-related pseudoforest deletion set problem (PFDS). Our formulations for PFDS are in turn inspired by a connection to the densest subgraph problem. We also conjecture an extreme point property for a LP-relaxation for FVS, and give evidence for the conjecture via a corresponding result for PFDS.</description><identifier>EISSN: 2331-8422</identifier><language>eng</language><publisher>Ithaca: Cornell University Library, arXiv.org</publisher><subject>Algorithms ; Apexes ; Approximation ; Artificial intelligence ; Combinatorial analysis ; Deletion ; Feedback ; Graph theory ; Integer programming ; Mathematical analysis ; Operations research ; Polynomials ; Vertex sets</subject><ispartof>arXiv.org, 2023-03</ispartof><rights>2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). 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The goal is to find a least cost subset of vertices \(S \subseteq V\) such that \(G-S\) is acyclic. FVS is a well-known NP-hard problem with no \((2-\epsilon)\)-approximation assuming the Unique Games Conjecture and it admits a \(2\)-approximation via combinatorial local-ratio methods (Bafna, Berman and Fujito, Algorithms and Computations '95; Becker and Geiger, Artificial Intelligence '96) which can also be interpreted as LP-based primal-dual algorithms (Chudak, Goemans, Hochbaum and Williamson, Operations Research Letters '98). Despite the existence of these algorithms for several decades, there is no known polynomial-time solvable LP relaxation for FVS with a provable integrality gap of at most \(2\). More recent work (Chekuri and Madan SODA '16) developed a polynomial-sized LP relaxation for a more general problem, namely Subset FVS, and showed that its integrality gap is at most \(13\) for Subset FVS, and hence also for FVS. Motivated by this gap in our knowledge, we undertake a polyhedral study of FVS and related problems. In this work, we formulate new integer linear programs (ILPs) for FVS whose LP-relaxation can be solved in polynomial time, and whose integrality gap is at most \(2\). The new insights in this process also enable us to prove that the formulation in (Chekuri and Madan, SODA '16) has an integrality gap of at most \(2\) for FVS. Our results for FVS are inspired by new formulations and polyhedral results for the closely-related pseudoforest deletion set problem (PFDS). Our formulations for PFDS are in turn inspired by a connection to the densest subgraph problem. 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The input to FVS is an undirected graph \(G=(V,E)\) with non-negative vertex costs. The goal is to find a least cost subset of vertices \(S \subseteq V\) such that \(G-S\) is acyclic. FVS is a well-known NP-hard problem with no \((2-\epsilon)\)-approximation assuming the Unique Games Conjecture and it admits a \(2\)-approximation via combinatorial local-ratio methods (Bafna, Berman and Fujito, Algorithms and Computations '95; Becker and Geiger, Artificial Intelligence '96) which can also be interpreted as LP-based primal-dual algorithms (Chudak, Goemans, Hochbaum and Williamson, Operations Research Letters '98). Despite the existence of these algorithms for several decades, there is no known polynomial-time solvable LP relaxation for FVS with a provable integrality gap of at most \(2\). More recent work (Chekuri and Madan SODA '16) developed a polynomial-sized LP relaxation for a more general problem, namely Subset FVS, and showed that its integrality gap is at most \(13\) for Subset FVS, and hence also for FVS. Motivated by this gap in our knowledge, we undertake a polyhedral study of FVS and related problems. In this work, we formulate new integer linear programs (ILPs) for FVS whose LP-relaxation can be solved in polynomial time, and whose integrality gap is at most \(2\). The new insights in this process also enable us to prove that the formulation in (Chekuri and Madan, SODA '16) has an integrality gap of at most \(2\) for FVS. Our results for FVS are inspired by new formulations and polyhedral results for the closely-related pseudoforest deletion set problem (PFDS). Our formulations for PFDS are in turn inspired by a connection to the densest subgraph problem. 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subjects | Algorithms Apexes Approximation Artificial intelligence Combinatorial analysis Deletion Feedback Graph theory Integer programming Mathematical analysis Operations research Polynomials Vertex sets |
title | Polyhedral Aspects of Feedback Vertex Set and Pseudoforest Deletion Set |
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