Abstract
In Chapter 15 we introduced the TRAVELING SALESMAN PROBLEM (TSP) and showed that it is NP-hard (Theorem 15.43). The TSP is perhaps the best-studied NP-hard combinatorial optimization problem, and there are many techniques which have been applied. We start by discussing approximation algorithms in Sections 21.1 and 21.2. In practice, so-called local search algorithms (discussed in Section 21.3) find better solutions for large instances although they do not have a finite performance ratio.
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References
Applegate, D.L., Bixby, R., Chvátal, V., and Cook, W.J. [2007]: The Traveling Salesman Problem: A Computational Study. Princeton University Press 2007
Cook, W.J., Cunningham, W.H., Pulleyblank, W.R., and Schrijver, A. [1998]: Combinatorial Optimization. Wiley, New York 1998, Chapter 7
Gutin, G., and Punnen, A.P. [2002]: The Traveling Salesman Problem and Its Variations. Kluwer, Dordrecht 2002
Jungnickel, D. [2007]: Graphs, Networks and Algorithms. Third Edition. Springer, Berlin 2007, Chapter 15
Lawler, E.L., Lenstra J.K., Rinnooy Kan, A.H.G., and Shmoys, D.B. [1985]: The Traveling Salesman Problem. Wiley, Chichester 1985
Jünger, M., Reinelt, G., and Rinaldi, G. [1995]: The traveling salesman problem. In: Handbooks in Operations Research and Management Science; Volume 7; Network Models (M.O. Ball, T.L. Magnanti, C.L. Monma, G.L. Nemhauser, eds.), Elsevier, Amsterdam 1995
Papadimitriou, C.H., and Steiglitz, K. [1982]: Combinatorial Optimization; Algorithms and Complexity. Prentice-Hall, Englewood Cliffs 1982, Section 17.2, Chapters 18 and 19
Reinelt, G. [1994]: The Traveling Salesman; Computational Solutions for TSP Applications. Springer, Berlin 1994
Aarts, E., and Lenstra, J.K. [1997]: Local Search in Combinatorial Optimization. Wiley, Chichester 1997
Applegate, D., Bixby, R., Chvátal, V., and Cook, W. [2003]: Implementing the Dantzig-Fulkerson-Johnson algorithm for large traveling salesman problems. Mathematical Programming B 97 (2003), 91–153
Applegate, D., Cook, W., and Rohe, A. [2003]: Chained Lin-Kernighan for large traveling salesman problems. INFORMS Journal on Computing 15 (2003), 82–92
Arora, S. [1998]: Polynomial time approximation schemes for Euclidean traveling salesman and other geometric problems. Journal of the ACM 45 (1998), 753–782
Asadpour, A., Goemans, M.X., Madry, A., Gharan, S.O., and Saberi, A. [2010]: An O(logn ∕ loglogn)-approximation algorithm for the asymmetric traveling salesman problem. Proceedings of the 21st Annual ACM-SIAM Symposium on Discrete Algorithms (2010), 379–389
Berman, P., and Karpinski, M. [2006]: 8/7-approximation algorithm for (1,2)-TSP. Proceedings of the 17th Annual ACM-SIAM Symposium on Discrete Algorithms (2006), 641–648
Boyd, S.C., and Cunningham, W.H. [1991]: Small traveling salesman polytopes. Mathematics of Operations Research 16 (1991), 259–271
Burkard, R.E., Deĭneko, V.G., and Woeginger, G.J. [1998]: The travelling salesman and the PQ-tree. Mathematics of Operations Research 23 (1998), 613–623
Carr, R. [1997]: Separating clique trees and bipartition inequalities having a fixed number of handles and teeth in polynomial time. Mathematics of Operations Research 22 (1997), 257–265
Chalasani, P., Motwani, R., and Rao, A. [1996]: Algorithms for robot grasp and delivery. Proceedings of the 2nd International Workshop on Algorithmic Foundations of Robotics (1996), 347–362
Chandra, B., Karloff, H., and Tovey, C. [1999]: New results on the old k-opt algorithm for the traveling salesman problem. SIAM Journal on Computing 28 (1999), 1998–2029
Christofides, N. [1976]: Worst-case analysis of a new heuristic for the traveling salesman problem. Technical Report 388, Graduate School of Industrial Administration, Carnegie-Mellon University, Pittsburgh 1976
Chvátal, V. [1973]: Edmonds’ polytopes and weakly hamiltonian graphs. Mathematical Programming 5 (1973), 29–40
Crowder, H., and Padberg, M.W. [1980]: Solving large-scale symmetric travelling salesman problems to optimality. Management Science 26 (1980), 495–509
Dantzig, G., Fulkerson, R., and Johnson, S. [1954]: Solution of a large-scale traveling-salesman problem. Operations Research 2 (1954), 393–410
Englert, M., Röglin, H., and Vöcking, B. [2007]: Worst case and probabilistic analysis of the 2-opt algorithm for the TSP. Proceedings of the 18th Annual ACM-SIAM Symposium on Discrete Algorithms (2007), 1295–1304
Feige, U., and Singh, M. [2007]: Improved approximation algorithms for traveling salesperson tours and paths in directed graphs. Proceedings of the 10th International Workshop on Approximation Algorithms for Combinatorial Optimization Problems; LNCS 4627 (M. Charikar, K. Jansen, O. Reingold, J.D.P. Rolim, eds.), Springer, Berlin 2007, pp. 104–118
Fiorini, S., Massar, S., Pokutta, S., Tiwary, H.R., and de Wolf, R. [2011]: Linear vs. semidefinite extended formulations: exponential separation and strong lower bounds. Manuscript, 2011
Frank, A., Triesch, E., Korte, B., and Vygen, J. [1998]: On the bipartite travelling salesman problem. Report No. 98866, Research Institute for Discrete Mathematics, University of Bonn, 1998
Frieze, A.M., Galbiati, G., and Maffioli, F. [1982]: On the worst-case performance of some algorithms for the asymmetric traveling salesman problem. Networks 12 (1982), 23–39
Garey, M.R., Graham, R.L., and Johnson, D.S. [1976]: Some NP-complete geometric problems. Proceedings of the 8th Annual ACM Symposium on the Theory of Computing (1976), 10–22
Grötschel, M., and Padberg, M.W. [1979]: On the symmetric travelling salesman problem. Mathematical Programming 16 (1979), 265–302
Grötschel, M., and Pulleyblank, W.R. [1986]: Clique tree inequalities and the symmetric travelling salesman problem. Mathematics of Operations Research 11 (1986), 537–569
Held, M., and Karp, R.M. [1962]: A dynamic programming approach to sequencing problems. Journal of SIAM 10 (1962), 196–210
Held M., and Karp, R.M. [1970]: The traveling-salesman problem and minimum spanning trees. Operations Research 18 (1970), 1138–1162
Held, M., and Karp, R.M. [1971]: The traveling-salesman problem and minimum spanning trees; part II. Mathematical Programming 1 (1971), 6–25
Helsgaun, K. [2009]: General k-opt submoves for the LinKernighan TSP heuristic. Mathematical Programming Computation 1 (2009), 119–163
Hurkens, C.A.J., and Woeginger, G.J. [2004]: On the nearest neighbour rule for the traveling salesman problem. Operations Research Letters 32 (2004), 1–4
Hwang, R.Z., Chang, R.C., and Lee, R.C.T. [1993]: The searching over separators strategy to solve some NP-hard problems in subexponential time. Algorithmica 9 (1993), 398–423
Johnson, D.S., McGeoch, L.A., and Rothberg, E.E. [1996]: Asymptotic experimental analysis for the Held-Karp traveling salesman bound. Proceedings of the 7th Annual ACM-SIAM Symposium on Discrete Algorithms (1996), 341–350
Johnson, D.S., Papadimitriou, C.H., and Yannakakis, M. [1988]: How easy is local search? Journal of Computer and System Sciences 37 (1988), 79–100
Jünger, M., and Naddef, D. [2001]: Computational Combinatorial Optimization. Springer, Berlin 2001
Karp, R.M. [1977]: Probabilistic analysis of partitioning algorithms for the TSP in the plane. Mathematics of Operations Research 2 (1977), 209–224
Karp, R.M., and Papadimitriou, C.H. [1982]: On linear characterizations of combinatorial optimization problems. SIAM Journal on Computing 11 (1982), 620–632
Klein, P.N. [2008]: A linear-time approximation scheme for TSP in undirected planar graphs with edge-weights. SIAM Journal on Computing 37 (2008), 1926–1952
Krentel, M.W. [1989]: Structure in locally optimal solutions. Proceedings of the 30th Annual IEEE Symposium on Foundations of Computer Science (1989), 216–221
Land, A.H., and Doig, A.G. [1960]: An automatic method of solving discrete programming problems. Econometrica 28 (1960), 497–520
Lin, S., and Kernighan, B.W. [1973]: An effective heuristic algorithm for the traveling-salesman problem. Operations Research 21 (1973), 498–516
Little, J.D.C., Murty, K.G., Sweeny, D.W., and Karel, C. [1963]: An algorithm for the traveling salesman problem. Operations Research 11 (1963), 972–989
Michiels, W., Aarts, E., and Korst, J. [2007]: Theoretical Aspects of Local Search. Springer, Berlin 2007
Mitchell, J. [1999]: Guillotine subdivisions approximate polygonal subdivisions: a simple polynomial-time approximation scheme for geometric TSP, k-MST, and related problems. SIAM Journal on Computing 28 (1999), 1298–1309
Papadimitriou, C.H. [1977]: The Euclidean traveling salesman problem is NP-complete. Theoretical Computer Science 4 (1977), 237–244
Papadimitriou, C.H. [1978]: The adjacency relation on the travelling salesman polytope is NP-complete. Mathematical Programming 14 (1978), 312–324
Papadimitriou, C.H. [1992]: The complexity of the Lin-Kernighan heuristic for the traveling salesman problem. SIAM Journal on Computing 21 (1992), 450–465
Papadimitriou, C.H., and Steiglitz, K. [1977]: On the complexity of local search for the traveling salesman problem. SIAM Journal on Computing 6 (1), 1977, 76–83
Papadimitriou, C.H., and Steiglitz, K. [1978]: Some examples of difficult traveling salesman problems. Operations Research 26 (1978), 434–443
Papadimitriou, C.H., and Vempala, S. [2006]: On the approximability of the traveling salesman problem. Combinatorica 26 (2006), 101–120
Papadimitriou, C.H., and Yannakakis, M. [1993]: The traveling salesman problem with distances one and two. Mathematics of Operations Research 18 (1993), 1–12
Rao, S.B., and Smith, W.D. [1998]: Approximating geometric graphs via “spanners” and “banyans”. Proceedings of the 30th Annual ACM Symposium on Theory of Computing (1998), 540–550
Rosenkrantz, D.J. Stearns, R.E., and Lewis, P.M. [1977]: An analysis of several heuristics for the traveling salesman problem. SIAM Journal on Computing 6 (1977), 563–581
Sahni, S., and Gonzalez, T. [1976]: P-complete approximation problems. Journal of the ACM 23 (1976), 555–565
Shmoys, D.B., and Williamson, D.P. [1990]: Analyzing the Held-Karp TSP bound: a monotonicity property with application. Information Processing Letters 35 (1990), 281–285
Triesch, E., Nolles, W., and Vygen, J. [1994]: Die Einsatzplanung von Zementmischern und ein Traveling Salesman Problem In: Operations Research; Reflexionen aus Theorie und Praxis (B. Werners, R. Gabriel, eds.), Springer, Berlin 1994 [in German]
Woeginger, G.J. [2002]: Exact algorithms for NP-hard problems. OPTIMA 68 (2002), 2–8
Wolsey, L.A. [1980]: Heuristic analysis, linear programming and branch and bound. Mathematical Programming Study 13 (1980), 121–134
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Korte, B., Vygen, J. (2012). The Traveling Salesman Problem. In: Combinatorial Optimization. Algorithms and Combinatorics, vol 21. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-24488-9_21
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