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In this paper, we study the integrality gap of the subtour LP relaxation for the traveling salesman problem in the special case when all edge costs are either 1 or 2. For the general case of symmetric costs that obey triangle inequality, a…

Data Structures and Algorithms · Computer Science 2014-02-26 Jiawei Qian , Frans Schalekamp , David P. Williamson , Anke van Zuylen

Finding the exact integrality gap $\alpha$ for the LP relaxation of the metric Travelling Salesman Problem (TSP) has been an open problem for over thirty years, with little progress made. It is known that $4/3 \leq \alpha \leq 3/2$, and a…

Discrete Mathematics · Computer Science 2018-10-31 Sylvia Boyd , András Sebö

In this paper, we study the approximability of the metric Traveling Salesman Problem (TSP) and prove new explicit inapproximability bounds for that problem. The best up to now known hardness of approximation bounds were 185/184 for the…

Computational Complexity · Computer Science 2013-06-12 Marek Karpinski , Michael Lampis , Richard Schmied

We consider the $s$-$t$-path TSP: given a finite metric space with two elements $s$ and $t$, we look for a path from $s$ to $t$ that contains all the elements and has minimum total distance. We improve the approximation ratio for this…

Discrete Mathematics · Computer Science 2015-11-18 Corinna Gottschalk , Jens Vygen

The (1,2)-TSP is a special case of the TSP where each edge has cost either 1 or 2. In this paper we give a lower bound of $\frac{3}{2}$ for the approximation ratio of the 2-Opt algorithm for the (1,2)-TSP. Moreover, we show that the 3-Opt…

Discrete Mathematics · Computer Science 2021-05-24 Xianghui Zhong

In the rectangle stabbing problem, we are given a set $\cR$ of axis-aligned rectangles in $\RR^2$, and the objective is to find a minimum-cardinality set of horizontal and/or vertical lines such that each rectangle is intersected by one of…

Computational Geometry · Computer Science 2021-06-24 Khaled Elbassioni , Saurabh Ray

For some $\epsilon > 10^{-36}$ we give a randomized $3/2-\epsilon$ approximation algorithm for metric TSP.

Data Structures and Algorithms · Computer Science 2023-10-26 Anna R. Karlin , Nathan Klein , Shayan Oveis Gharan

We study integrality gap (IG) lower bounds on strong LP and SDP relaxations derived by the Sherali-Adams (SA), Lovasz-Schrijver-SDP (LS+), and Sherali-Adams-SDP (SA+) lift-and-project (L&P) systems for the t-Partial-Vertex-Cover (t-PVC)…

Data Structures and Algorithms · Computer Science 2023-11-14 Konstantinos Georgiou , Andy Jiang , Edward Lee , Astrid A. Olave , Ian Seong , Twesh Upadhyaya

We show that there is a polynomial-time algorithm with approximation guarantee $\frac{3}{2}+\epsilon$ for the $s$-$t$-path TSP, for any fixed $\epsilon>0$. It is well known that Wolsey's analysis of Christofides' algorithm also works for…

Discrete Mathematics · Computer Science 2019-07-24 Vera Traub , Jens Vygen

In Part II, we study the unweighted Tree Augmentation Problem (TAP) via the Lasserre (Sum~of~Squares) system. We prove that the integrality ratio of an SDP relaxation (the Lasserre tightening of an LP relaxation) is $\leq…

Data Structures and Algorithms · Computer Science 2015-09-01 Joe Cheriyan , Zhihan Gao

A long-standing conjecture for the traveling salesman problem (TSP) states that the integrality gap of the standard linear programming relaxation of the TSP is at most 4/3. Despite significant efforts, the conjecture remains open. We…

Data Structures and Algorithms · Computer Science 2023-07-11 Billy Jin , Nathan Klein , David P. Williamson

We construct an improved integrality gap instance for the Calinescu-Karloff-Rabani LP relaxation of the Multiway Cut problem. In particular, for $k \geqslant 3$ terminals, our instance has an integrality ratio of $6 / (5 + \frac{1}{k - 1})…

Data Structures and Algorithms · Computer Science 2016-11-18 Haris Angelidakis , Yury Makarychev , Pasin Manurangsi

We show how to round any half-integral solution to the subtour-elimination relaxation for the TSP, while losing a less-than-1.5 factor. Such a rounding algorithm was recently given by Karlin, Klein, and Oveis Gharan based on sampling from…

Data Structures and Algorithms · Computer Science 2025-07-17 Anupam Gupta , Euiwoong Lee , Jason Li , Marcin Mucha , Heather Newman , Sherry Sarkar

Bounds for the optimal tour length for a hypothetical TSP algorithm are derived.

Computational Complexity · Computer Science 2007-05-23 A. G. Yaneff

The subtour relaxation of the traveling salesman problem (TSP) plays a central role in approximation algorithms and polyhedral studies of the TSP. A long-standing conjecture asserts that the integrality gap of the subtour relaxation for the…

Combinatorics · Mathematics 2026-05-01 William Cook , Stefan Hougardy , Moritz Petrich

We present a black-box reduction from the path version of the Traveling Salesman Problem (Path TSP) to the classical tour version (TSP). More precisely, we show that given an $\alpha$-approximation algorithm for TSP, then, for any $\epsilon…

Discrete Mathematics · Computer Science 2019-07-25 Vera Traub , Jens Vygen , Rico Zenklusen

Kitahara and Mizuno (2010) get two upper bounds for the number of different basic feasible solutions generated by Dantzig's simplex method. The size of the bounds highly depends on the ratio between the maximum and minimum values of all the…

Optimization and Control · Mathematics 2015-03-17 Tomonari Kitahara , Shinji Mizuno

The $k$-Opt and Lin-Kernighan algorithm are two of the most important local search approaches for the Metric TSP. Both start with an arbitrary tour and make local improvements in each step to get a shorter tour. We show that for any fixed…

Discrete Mathematics · Computer Science 2024-08-21 Xianghui Zhong

A promising approach for obtaining improved approximation algorithms for Steiner tree is to use the bidirected cut relaxation (BCR). The integrality gap of this relaxation is at least $36/31$, and it has long been conjectured that its true…

Data Structures and Algorithms · Computer Science 2023-09-12 Ali Çivril , Muhammed Mirza Biçer , Berkay Tahsin Tunca , Muhammet Yasin Kangal

The path version of the Traveling Salesman Problem is one of the most well-studied variants of the ubiquitous TSP. Its generalization, the Multi-Path TSP, has recently been used in the best known algorithm for path TSP by Traub and Vygen…

Data Structures and Algorithms · Computer Science 2025-09-03 Morteza Alimi , Niklas Dahlmeier , Tobias Mömke , Philipp Pabst , Laura Vargas Koch