A survey on combinatorial optimization in dynamic environments∗
Nicolas Boria; Vangelis T. Paschos
RAIRO - Operations Research (2011)
- Volume: 45, Issue: 3, page 241-294
- ISSN: 0399-0559
Access Full Article
topAbstract
topHow to cite
topBoria, Nicolas, and Paschos, Vangelis T.. "A survey on combinatorial optimization in dynamic environments∗." RAIRO - Operations Research 45.3 (2011): 241-294. <http://eudml.org/doc/276362>.
@article{Boria2011,
abstract = {This survey presents major results and issues related to the study of NPO problems in dynamic environments, that is, in settings where instances are allowed to undergo some modifications over time. In particular, the survey focuses on two complementary frameworks. The first one is the reoptimization framework, where an instance I that is already solved undergoes some local perturbation. The goal is then to make use of the information provided by the initial solution to compute a new solution. The second framework is probabilistic optimization, where the instance to optimize is not fully known at the time when a solution is to be proposed, but results from a determined Bernoulli process. Then, the goal is to compute a solution with optimal expected value.},
author = {Boria, Nicolas, Paschos, Vangelis T.},
journal = {RAIRO - Operations Research},
keywords = {Approximation; reoptimization; hereditary problem; complexity; graph; on-line algorithms; probabilistic optimization; approximation},
language = {eng},
month = {12},
number = {3},
pages = {241-294},
publisher = {EDP Sciences},
title = {A survey on combinatorial optimization in dynamic environments∗},
url = {http://eudml.org/doc/276362},
volume = {45},
year = {2011},
}
TY - JOUR
AU - Boria, Nicolas
AU - Paschos, Vangelis T.
TI - A survey on combinatorial optimization in dynamic environments∗
JO - RAIRO - Operations Research
DA - 2011/12//
PB - EDP Sciences
VL - 45
IS - 3
SP - 241
EP - 294
AB - This survey presents major results and issues related to the study of NPO problems in dynamic environments, that is, in settings where instances are allowed to undergo some modifications over time. In particular, the survey focuses on two complementary frameworks. The first one is the reoptimization framework, where an instance I that is already solved undergoes some local perturbation. The goal is then to make use of the information provided by the initial solution to compute a new solution. The second framework is probabilistic optimization, where the instance to optimize is not fully known at the time when a solution is to be proposed, but results from a determined Bernoulli process. Then, the goal is to compute a solution with optimal expected value.
LA - eng
KW - Approximation; reoptimization; hereditary problem; complexity; graph; on-line algorithms; probabilistic optimization; approximation
UR - http://eudml.org/doc/276362
ER -
References
top- S. Albers, On randomized online scheduling, in Proceedings of the thiry-fourth annual ACM symposium on Theory of computing, ACM (2002) 134–143.
- S. Albers, Online algorithms: a survey. Math. Program.97 (2003) 3–26.
- C. Archetti, L. Bertazzi and M.G. Speranza, Reoptimizing the traveling salesman problem. Networks42 (2003) 154–159.
- C. Archetti, L. Bertazzi and M.G. Speranza, Reoptimizing the 0-1 knapsack problem. Discrete Appl. Math.158 (2010) 1879–1887.
- T. Asano, K. Hori, T. Ono and T. Hirata, A theoretical framework of hybrid approaches to max sat, in ISAAC, Lecture Notes in Computer Science1350, edited by H.W. Leong, H. Imai and S. Jain. Springer (1997) 153–162.
- G. Ausiello, G.F. Italiano, A. Marchetti-Spaccamela and U. Nanni, Incremental algorithms for minimal length paths. J. Algorithms12 (1991) 615–638.
- G. Ausiello, E. Feuerstein, S. Leonardi, L. Stougie and M. Talamo, Algorithms for the on-line traveling salesman problem. Algorithmica29 (2001) 560–581.
- G. Ausiello, B. Escoffier, J. Monnot and V.Th. Paschos, Reoptimization of minimum and maximum traveling salesman’s tours, in SWAT, Lecture Notes in Computer Science4059, edited by L. Arge and R. Freivalds. Springer (2006) 196–207.
- G. Ausiello, B. Escoffier, J. Monnot and V.Th. Paschos, Reoptimization of minimum and maximum traveling salesman’s tours. J. Discrete Algorithms7 (2009) 453–463.
- G. Ausiello, V. Bonifaci and B. Escoffier, Complexity and approximation in reoptimization. Cahier du LAMSADE281. Université Paris-Dauphine (2008).
- I. Averbakh and O. Berman, Probabilistic sales-delivery man and sales-delivery facility location problems on a tree. Transp. Sci.29 (1995) 184.
- I. Averbakh, O. Berman and D. Simchi-Levi, Probabilistic a priori routing-location problems. Nav. Res. Logist.41 (1994) 973–989.
- R. Bar-Yehuda and S. Even, A linear-time approximation algorithm for the weighted vertex cover problem. J. Algorithms2 (1981) 198–203.
- M. Bartusch, R.H. Möhring and F.J. Radermacher, A conceptional outline of a DSS for scheduling problems in the building industry. Decis. Support Syst.5 (1989) 321–344.
- M. Bartusch, R.H. Möhring and F.J. Radermacher, Design aspects of an advanced model-oriented DSS for scheduling problems in civil engineering. Decis. Support Syst.5 (1989) 321–344.
- J. Beardwood, J.H Halton and J.M Hammersley, The shortest path through many points, in Mathematical Proceedings of the Cambridge Philosophical Society55. Cambridge Univ Press (1959) 299–327.
- M. Bellalouna, Problèmes d’optimisation combinatoires probabilistes. Ph.D. thesis, École Nationale des Ponts et Chaussées, Paris, France (1993).
- M. Bellalouna, S. Souissi and B. Ycart, Average-Case Analysis for the Probabilistic Bin Packing Problem, in Mathematics and Computer Science III: Algorithms, Trees, Combinatorics and Probabilities (2004) 149–159.
- M. Bern and P. Plassmann, The Steiner problem with edge lengths 1 and 2. Inf. Proc. Lett.32 (1989) 171–176.
- X. Berenguer, A characterization of linear admissible transformations for the m-travelling salesmen problem. Eur. J. Oper. Res.3 (1979) 232–238.
- D.J. Bertsimas, Probabilistic combinatorial optimization problems. Ph.D. thesis, Massachusetts Institute of Technology (1988).
- D.J. Bertsimas, Traveling salesman facility location problems. Transp. Sci.23 (1989) 184.
- D.J. Bertsimas, The probabilistic minimum spanning tree problem. Networks20 (1990) 245–275.
- D.J. Bertsimas, A vehicle routing problem with stochastic demand. Oper. Res.40 (1992) 574–585.
- D.J. Bertsimas and D. Simchi-Levi, A new generation of vehicle routing research: robust algorithms, addressing uncertainty. Oper. Res.44 (1996) 286–304.
- D.J. Bertsimas, P. Jaillet and A.R. Odoni, A priori optimization. Oper. Res.38 (1990) 1019–1033.
- D.J. Bertsimas, P. Jaillet and A.R. Odoni, A priori optimization. Oper. Res.38 (1990) 1019–1033.
- D. Bilò, H.-J. Böckenhauer, J. Hromkovic, R. Královic, T. Mömke, P. Widmayer and A. Zych. Reoptimization of steiner trees, in SWAT, Lecture Notes in Computer Science5124, edited by J. Gudmundsson. Springer (2008) 258–269.
- D. Bilò, P. Widmayer and A. Zych, Reoptimization of weighted graph and covering problems, in WAOA, Lecture Notes in Computer Science5426, edited by E. Bampis and M. Skutella. Springer (2008) 201–213.
- D. Bilò, H.-J. Böckenhauer, D. Komm, R. Královic, T. Mömke, S. Seibert and A. Zych, Reoptimization of the shortest common superstring problem, in CPM, Lecture Notes Computer Science5577, edited by G. Kucherov and E. Ukkonen. Springer (2009) 78–91.
- M. Blom, S. Krumke, W. De Paepe and L. Stougie, The online-TSP against fair adversaries. Algorithms and Complexity (2000) 137–149.
- H.-J. Böckenhauer and D. Komm, Reoptimization of the metric deadline TSP. J. Discrete Algorithms8 (2010) 87–100.
- H.-J. Böckenhauer, L. Forlizzi, J. Hromkovic, J. Kneis, J. Kupke, G. Proietti and P. Widmayer, Reusing optimal TSP solutions for locally modified input instances, in IFIP TCS IFIP209, edited by G. Navarro, L.E. Bertossi and Y. Kohayakawa. Springer (2006) 251–270.
- H.-J. Böckenhauer, L. Forlizzi, J. Hromkovic, J. Kneis, J. Kupke, G. Proietti and P. Widmayer, On the approximability of TSP on local modifications of optimally solved instances. Algorithmic Operations Research2 (2007) 83–93.
- H.-J. Böckenhauer, J. Hromkovic, T. Mömke and P. Widmayer, On the hardness of reoptimization, in SOFSEM, Lecture Notes in Computer Science4910, edited by V. Geffert, J. Karhumäki, A. Bertoni, B. Preneel, P. Návrat and M. Bieliková. Springer (2008) 50–65.
- H.-J. Böckenhauer, J. Hromkovic, R. Královic, T. Mömke and P. Rossmanith, Reoptimization of steiner trees: Changing the terminal set. Theor. Comput. Sci.410 (2009) 3428–3435.
- H.-J. Böckenhauer, K. Freiermuth, J. Hromkovic, T. Mömke, A. Sprock and B. Steffen, The steiner tree reoptimization problem with sharpened triangle inequality, in CIAC, Lecture Notes in Computer Science6078, edited by T. Calamoneri and J. Díaz. Springer (2010) 180–191.
- N. Boria and V.T. Paschos, Fast reoptimization for the minimum spanning tree problem. J. Discrete Algorithms8 (2010) 296–310.
- N. Boria, C. Murat and V.T. Paschos, On the probabilistic min spanning tree problem, in IMCSIT (2010) 893–900.
- N. Boria, J. Monnot and V. Th. Paschos, Reoptimization of maximum weight induced hereditary subgraph problems. Cahier du LAMSADE 311, LAMSADE, Université Paris-Dauphine (2011).
- N. Boria, J. Monnot and V. Th. Paschos, Reoptimization of the maximum weight Pk-free subgraph under vertex insertion, in Proc. Workshop on Algorithms and Computation, WALCOM’12, Lect. Notes Comput. Sci. Springer-Verlag (2011), to appear.
- N. Boria, C. Murat and V. Th. Paschos, On the probabilistic min spanning tree problem. J. Mathematical Modelling and Algorithms. To appear.
- N. Bourgeois, F. Della Croce, B. Escoffier, C. Murat and V.Th. Paschos, Probabilistic graph-coloring in bipartite and split graphs. J. Combin. Optim.17 (2009) 274–311.
- Z. Bouyahia, M. Bellalouna, P. Jaillet and K. Ghedira, A priori parallel machines scheduling. Comput. Ind. Eng.58 (2010) 488–500.
- K. Chaudhuri, B. Godfrey, S. Rao and K. Talwar, Paths, trees, and minimum latency tours, in FOCS. IEEE Computer Society (2003) 36–45.
- N. Christofides, Worst-case analysis of a new heuristic for the travelling salesman problem. Technical Report 388, Graduate School of Industrial Administration, Carnegie Mellon University (1976).
- M. Demange and V.T. Paschos, On-line vertex-covering. Theor. Comput. Sci.332 (2005) 83–108.
- M. Demange and B. Leroy-Beaulieu, Online coloring of comparability graphs: some results. Report, Chair ROSE-2007-001, École Polytechnique Fédérale de Lausanne (2007).
- M. Demange, X. Paradon and V.Th. Paschos, On-line maximum-order induced hereditary subgraph problems, in SOFSEM 2000 – Theory and Practice of Informatics, Lecture Notes in Computer Science1963, edited by V. Hlavcáˇ, K. G. Jeffery and J. Wiedermann. Springer-Verlag (2000) 326–334.
- M. Demange, X. Paradon and V.Th. Paschos, On-line maximum-order induced hereditary subgraph problems. Int. Trans. Operat. Res.12 (2005) 185–201.
- M. Demange, G. Di Stefano and B. Leroy-Beaulieu, On the online track assignment problem. Discrete Appl. Math. To appear.
- C. Demetrescu and G.F. Italiano, A new approach to dynamic all pairs shortest paths. J. ACM51 (2004) 968–992.
- M.L. Dertouzos and A.K. Mok, Multiprocessor online scheduling of hard-real-time tasks. IEEE Trans. Softw. Eng.15 (2002) 1497–1506.
- D. Eppstein, Z. Galil, G.F. Italiano and A. Nissenzweig, Sparsification – a technique for speeding up dynamic graph algorithms. J. ACM44 (1997) 669–696.
- B. Escoffier, M. Milanic and V.Th. Paschos, Simple and fast reoptimizations for the steiner tree problem. Algorithmic Operations Research4 (2009) 86–94.
- S. Even and H. Gazit, Updating distances in dynamic graphs. Methods Oper. Res.49 (1985) 371–387.
- U. Feige and M. Singh, Improved approximation ratios for traveling salesperson tours and paths in directed graphs, in APPROX-RANDOM, Lecture Notes in Computer Science4627, edited by M. Charikar, K. Jansen, O. Reingold and J.D.P. Rolim. Springer (2007) 104–118.
- G.N. Frederickson, Data structures for on-line updating of minimum spanning trees, with applications. SIAM J. Comput.14 (1985) 781–798.
- G.N. Frederickson, Ambivalent data structures for dynamic 2-edge-connectivity and k smallest spanning trees. SIAM J. Comput.26 (1997) 484–538.
- A.M. Frieze, On the value of a random minimum spanning tree problem. Discrete Appl. Math.10 (1985) 47–56.
- A.M. Frieze, G. Galbiati and F. Maffioli, On the worst-case performance of some algorithms for the asymmetric traveling salesman problem. Networks12 (1982) 23–39.
- D. Frigioni, A. Marchetti-Spaccamela and U. Nanni, Fully dynamic algorithms for maintaining shortest paths trees. J. Algorithms34 (2000) 251–281.
- V. Gabrel, A. Moulet, C. Murat and V.T. Paschos, A new single model and derived algorithms for the satellite shot planning problem using graph theory concepts. A. Oper. Res.69 (1997) 115–134.
- J. Gallant, D. Maier and J.A. Storer, On finding minimal length superstrings. J. Comput. Syst. Sci.20 (1980) 50–58.
- N.G. Hall and M.E. Posner, Sensitivity analysis for scheduling problems. J. Scheduling7 (2004) 49–83.
- M.M. Halldórsson, Online coloring known graphs, in Proceedings of the tenth annual ACM-SIAM symposium on Discrete algorithms, Society for Industrial and Applied Mathematics (1999) 918.
- M.M. Halldórsson and J. Radhakrishnan, Greed is good: Approximating independent sets in sparse and bounded-degree graphs. Algorithmica18 (1997) 145–163.
- M.M. Halldórsson, K. Iwama, S. Miyazaki and S. Taketomi, Online independent sets. Theor. Comput. Sci.289 (2002) 953–962.
- R. Hassin and S. Rubinstein, A 7/8-approximation algorithm for metric Max TSP. Inf. Proc. Lett.81 (2002) 247–251.
- M.R. Henzinger, Improved data structures for fully dynamic biconnectivity. SIAM J. Comput.29 (2000) 1761–1815.
- M.R. Henzinger and V. King, Fully dynamic biconnectivity and transitive closure, in FOCS. IEEE Computer Society (1995) 664–672.
- M.R. Henzinger and V. King, Maintaining minimum spanning trees in dynamic graphs, in ICALP, Lecture Notes in Computer Science1256, edited by P. Degano, R. Gorrieri and A. Marchetti-Spaccamela. Springer (1997) 594–604.
- M.R. Henzinger and V. King, Randomized fully dynamic graph algorithms with polylogarithmic time per operation. J. ACM46 (1999) 502–516.
- M.R. Henzinger and J.A. La Poutré, Certificates and fast algorithms for biconnectivity in fully-dynamic graphs, in ESA, Lecture Notes in Computer Science979, edited by P.G. Spirakis. Springer (1995) 171–184.
- J. Holm, K. de Lichtenberg and M. Thorup, Poly-logarithmic deterministic fully-dynamic algorithms for connectivity, minimum spanning tree, 2-edge, and biconnectivity. J. ACM48 (2001) 723–760.
- L. Horchani and M. Bellalouna, The 2-dimensional probabilistic bin packing problem: an average case analysis of the FBS algorithm, in Proceedings of the American Conference on Applied Mathematics. World Scientific and Engineering Academy and Society (WSEAS) (2008) 449–453.
- O.H. Ibarra and C.E. Kim, Fast approximation algorithms for the knapsack and sum of subset problems. J. ACM22 (1975) 463–468.
- Z. Ivković and E.L. Lloyd, Fully dynamic maintenance of vertex cover, in Graph-Theoretic Concepts in Computer Science. Springer (1994) 99–111.
- Z. Ivković and E.L. Lloyd, Fully dynamic algorithms for bin packing: Being (mostly) myopic helps. SIAM J. Comput.28 (1998) 574–611.
- P. Jaillet, Probabilistic traveling salesman problems. Ph.D. thesis, Massachusetts Institute of Technology (1985).
- P. Jaillet, A priori solution of a traveling salesman problem in which a random subset of the customers are visited. Oper. Res.36 (1988) 929–936.
- P. Jaillet, Shortest path problems with node failures. Networks22 (1992) 589–605.
- P. Jaillet, Analysis of probabilistic combinatorial optimization problems in Euclidean spaces. Math. Oper. Res.18 (1993) 51–70.
- P. Jaillet and A.R. Odoni, The probabilistic vehicle routing problem, in Vehicle routing: Methods and Studies, edited by B.L. Golden and A.A. Assad. North Holland, Amsterdam (1988) 293–318.
- P. Jaillet and M.R. Wagner, Online routing problems: Value of advanced information as improved competitive ratios. Transp. Sci.40(2006) 200–210.
- D.S. Johnson, Near-optimal bin packing algorithms. Ph.D. thesis, Massachusetts Institute of Technology (1973).
- D.S. Johnson, Fast algorithms for bin packing. J. Comput. Syst. Sci.8 (1974) 272–314.
- D.S. Johnson and M.R. Garey, A 71/60 theorem for bin packing. J. Complex.1 (1985) 65–106.
- N. Karmarkar and R.M. Karp, An efficient approximation scheme for the one-dimensional bin-packing problem, in FOCS, Chicago, IEEE Computer Society Illinois (1982) 312–320.
- R.M. Karp, Probabilistic analysis of partitioning algorithms for the traveling-salesman problem in the plane. Math. Oper. Res.2 (1977) 209–224.
- R.M. Karp, A patching algorithm for the nonsymmetric traveling-salesman problem. SIAM J. Comput.8 (1979) 561.
- V. King, Fully dynamic algorithms for maintaining all-pairs shortest paths and transitive closure in digraphs, in FOCS. IEEE Computer Society (1999) 81–91.
- P.N. Klein and S. Subramanian, A fully dynamic approximation scheme for shortest paths in planar graphs. Algorithmica22 (1998) 235–249.
- S.R. Kosaraju, J.K. Park and C. Stein, Long tours and short superstrings (preliminary version), in FOCS. IEEE Computer Society (1994) 166–177.
- J.B. Kruskal, On the shortest spanning subtree of a graph and the traveling salesman problem, in Proceedings of the American Mathematical Society7 (1956).
- P.S. Loubal, A network evaluation procedure. Bay Area Transportation Study Commission (1967).
- C. Lund and M. Yannakakis, The approximation of maximum subgraph problems, in Proc. ICALP’93, Lecture Notes in Computer Science700. edited by A. Lingas, R.G. Karlsson and S. Carlsson. Springer-Verlag (1993) 40–51.
- P.B. Miltersen, S. Subramanian, J.S. Vitter and R. Tamassia, Complexity models for incremental computation. Theor. Comput. Sci.130 (1994) 203–236.
- C. Murat and V.Th. Paschos, The probabilistic longest path problem. Networks33 (1999) 207–219.
- C. Murat and V.Th. Paschos, A priori optimization for the probabilistic maximum independent set problem. Theor. Comput. Sci.270 (2002) 561–590.
- C. Murat and V.Th. Paschos, The probabilistic minimum vertex-covering problem. Int. Trans. Oper. Res.9 (2002) 19–32.
- C. Murat and V. Paschos, The probabilistic minimum coloring problem, in Graph-Theoretic Concepts in Computer Science, Springer (2003) 346–357.
- C. Murat and V.T. Paschos, On the probabilistic minimum coloring and minimum k-coloring. Discrete Appl. Math.154 (2006) 564–586.
- C. Murat and V.T. Paschos, Probabilistic combinatorial optimization on graphs. Wiley Online Library (2006).
- J. Murchland, The effect of increasing or decreasing the length of a single arc on all shortest distances in a graph. London Businness School, Transport Network Theory Unit (1967).
- C.H. Papadimitriou and M. Yannakakis, The traveling salesman problem with distances one and two. Math. Oper. Res.18 (1993) 1–11.
- A. Paz and S. Moran, Non deterministic polynomial optimization problems and their approximations. Theor. Comput. Sci.15 (1981) 251–277.
- K. Pruhs, E. Torng and J. Sgall, Online scheduling, in Handbook of Scheduling: Algorithms, Models, and Performance Analysis, edited by Joseph Y.-T. Leung, Chapter 15. CRC Press (2004) 15-1–15-41.
- M.B. Richey, Improved bounds for harmonic-based bin-packing algorithms. Discrete Appl. Math.3 (1991) 203–227.
- N. Robertson and P.D. Seymour, Graph minors. XX. Wagner’s conjecture. J. Comb. Theory, Ser. B92 (2004) 325–357.
- G. Robins and A. Zelikovsky, Improved steiner tree approximation in graphs, in SODA (2000) 770–779.
- V.V. Rodionov, The parametric problem of shortest distances. USSR Comput. Math. Math. Phys.8 (1968) 336–343.
- H. Rohnert, A dynamization of the all pairs least cost path problem, in STACS, Lecture Notes in Computer Science182, edited by K. Mehlhorn. Springer (1985) 279–286.
- S. Sahni and T.F. Gonzalez, P-complete approximation problems. J. ACM23 (1976) 555–565.
- M.W. Schäffter, Scheduling with forbidden sets. Discrete Appl. Math.72 (1997) 155–166.
- R. Seguin, Problèmes stochastiques de tournées de véhicules: un pas de plus vers le réalisme. Cahiers du Centre d’études de recherche opérationnelle35 (1993) 187–226.
- J. Sgall, On-line scheduling-a survey, in Online Algorithms: The State of the Art, edited by A. Fiat and G.J. Woeginger, Lect. Notes Comput. Sci.1442. Springer (1998) 196–231. (1997).
- R. Sitters, The minimum latency problem is np-hard for weighted trees, in IPCO, Lecture Notes in Computer Science2337, edited by W. Cook and A.S. Schulz. Springer (2002) 230–239.
- D.D. Sleator and R.E. Tarjan, A data structure for dynamic trees. J. Comput. Syst. Sci.26 (1983) 362–391.
- J.M. Steele, Subadditive Euclidean functionals and nonlinear growth in geometric probability. Ann. Probab.9 (1981) 365–376.
- J.M. Steele, On Frieze’s χ(3) limit for lengths of minimal spanning trees. Discrete Appl. Math.18 (1987) 99–103.
- Z. Sweedyk, A 2+1/2-approximation algorithm for shortest superstring. SIAM J. Comput.29 (1999) 954–986.
- A. Van Vliet, An improved lower bound for on-line bin-packing algorithms. Inf. Proc. Lett.43 (1992) 277–284.
- V. Vassilevska, Explicit inapproximability bounds for the shortest superstring problem, in MFCS, Lecture Notes in Computer Science3618, edited by J. Jedrzejowicz and A. Szepietowski. Springer (2005) 793–800.
- A. Wagner, On finite affine line transitive planes. Math. Zeitschr.87 (1965) 1–11.
NotesEmbed ?
topTo embed these notes on your page include the following JavaScript code on your page where you want the notes to appear.