A survey of approximately optimal solutions to some covering and packing problems

We survey approximation algorithms for some well-known and very natural combinatorial optimization problems, the minimum set covering, the minimum vertex covering, the maximum set packing, and maximum independent set problems; we discuss their approximation performance and their complexity. For already known results, any time we have conceived simpler proofs than those already published, we give these proofs, and, for the rest, we cite the simpler published ones. Finally, we discuss how one can relate the approximability behavior (from both a positive and a negative point of view) of vertex covering to the approximability behavior of a restricted class of independent set problems.

[1]  P. Erdös,et al.  Graph Theory and Probability , 1959 .

[2]  Gang Yu,et al.  On locally optimal independent sets and vertex covers , 1996 .

[3]  János Komlós,et al.  On Turán’s theorem for sparse graphs , 1981, Comb..

[4]  Leslie E. Trotter,et al.  Vertex packings: Structural properties and algorithms , 1975, Math. Program..

[5]  Vangelis Th. Paschos,et al.  Approximation Algorithms for Minimum Set Covering Problem: A Survey , 1994 .

[6]  Robert W. Deming,et al.  Independence numbers of graphs-an extension of the Koenig-Egervary theorem , 1979, Discret. Math..

[7]  W. Staton Some Ramsey-type numbers and the independence ratio , 1979 .

[8]  David S. Johnson,et al.  The NP-Completeness Column: An Ongoing Guide , 1982, J. Algorithms.

[9]  Zvi Galil,et al.  A new algorithm for the maximal flow problem , 1978, 19th Annual Symposium on Foundations of Computer Science (sfcs 1978).

[10]  M. Halldórsson Approximations via partitioning , 1995 .

[11]  Jaikumar Radhakrishnan,et al.  Improved Approximations of Independent Sets in Bounded-Degree Graphs via Subgraph Removal , 1994, Nord. J. Comput..

[12]  Avi Wigderson,et al.  Improving the performance guarantee for approximate graph coloring , 1983, JACM.

[13]  Mihalis Yannakakis,et al.  The Traveling Salesman Problem with Distances One and Two , 1993, Math. Oper. Res..

[14]  László Lovász On decomposition of graphs , 1966 .

[15]  Alfred V. Aho,et al.  The Design and Analysis of Computer Algorithms , 1974 .

[16]  Vangelis Th. Paschos,et al.  Average Case Analysis of Greedy Algorithms for Optimisation Problems on Set Systems , 1995, Theor. Comput. Sci..

[17]  Piotr Berman,et al.  Approximating maximum independent set in bounded degree graphs , 1994, SODA '94.

[18]  Mihir Bellare,et al.  Free bits, PCPs and non-approximability-towards tight results , 1995, Proceedings of IEEE 36th Annual Foundations of Computer Science.

[19]  Carla D. Savage,et al.  Depth-First Search and the Vertex Cover Problem , 1982, Inf. Process. Lett..

[20]  P. Orponen,et al.  On Approximation Preserving Reductions: Complete Problems and Robust Measures (Revised Version) , 1987 .

[21]  V. Th. Paschos,et al.  A relation between the approximated versions of minimum set covering, minimum vertex covering and maximum independent set , 1994 .

[22]  James B. Shearer,et al.  A note on the independence number of triangle-free graphs , 1983, Discret. Math..

[23]  A. Hajnal,et al.  On decomposition of graphs , 1967 .

[24]  Vangelis Th. Paschos,et al.  Approximability preserving reductions for NP-complete problems , 1995 .

[25]  Vangelis Th. Paschos A (Delta/2)-Approximation Algorithm for the Maximum Independent Set Problem , 1992, Inf. Process. Lett..

[26]  Mihalis Yannakakis,et al.  Optimization, approximation, and complexity classes , 1991, STOC '88.

[27]  Reuven Bar-Yehuda,et al.  A Local-Ratio Theorem for Approximating the Weighted Vertex Cover Problem , 1983, WG.

[28]  Vasek Chvátal,et al.  A Greedy Heuristic for the Set-Covering Problem , 1979, Math. Oper. Res..

[29]  Martin Grötschel,et al.  The ellipsoid method and its consequences in combinatorial optimization , 1981, Comb..

[30]  David S. Johnson,et al.  Approximation algorithms for combinatorial problems , 1973, STOC.

[31]  Bengt Aspvall,et al.  Khachiyan's Linear Programming Algorithm , 1980, J. Algorithms.

[32]  László Lovász,et al.  On the ratio of optimal integral and fractional covers , 1975, Discret. Math..

[33]  P. Lax Proof of a conjecture of P. Erdös on the derivative of a polynomial , 1944 .

[34]  Brenda S. Baker,et al.  Approximation algorithms for NP-complete problems on planar graphs , 1983, 24th Annual Symposium on Foundations of Computer Science (sfcs 1983).

[35]  Rajeev Motwani,et al.  Lecture notes on approximation algorithms: Volume I , 1993 .

[36]  David S. Johnson,et al.  Computers and Intractability: A Guide to the Theory of NP-Completeness , 1978 .

[37]  Vangelis Th. Paschos,et al.  The Approximability Behaviour of Some Combinatorial Problems with Respect to the Approximability of a Class of Maximum Independent Set Problems , 1997, Comput. Optim. Appl..

[38]  Dorit S. Hochbaum,et al.  Efficient bounds for the stable set, vertex cover and set packing problems , 1983, Discret. Appl. Math..

[39]  Carsten Lund,et al.  Proof verification and the intractability of approximation problems , 1992, FOCS 1992.

[40]  L. Lovász Three short proofs in graph theory , 1975 .

[41]  Ravi B. Boppana,et al.  Approximating maximum independent sets by excluding subgraphs , 1990, BIT.

[42]  Marc Demange,et al.  Improved approximations for maximum independent set via approximation chains , 1997 .

[43]  G. Hopkins,et al.  Girth and Independence Ratio , 1982, Canadian Mathematical Bulletin.

[44]  Wenceslas Fernandez de la Vega Sur la cardinalite maximum des couplages d'hypergraphes aleatoires uniformes , 1982, Discret. Math..

[45]  R. L. Brooks On Colouring the Nodes of a Network , 1941 .

[46]  Hans Ulrich Simon,et al.  On Approximate Solutions for Combinatorial Optimization Problems , 1990, SIAM J. Discret. Math..

[47]  P. Erdös On an extremal problem in graph theory , 1970 .

[48]  Peter L. Hammer,et al.  Node-weighted graphs having the König-Egerváry property , 1984 .

[49]  Magnús M. Halldórsson,et al.  Approximating discrete collections via local improvements , 1995, SODA '95.

[50]  James B. Shearer A note on the independence number of triangle-free graphs, II , 1991, J. Comb. Theory, Ser. B.

[51]  Shimon Even,et al.  Graph Algorithms , 1979 .

[52]  Rachid Saad,et al.  Average Case Analysis of a Greedy Algorithm for the Minimum Hitting Set Problem , 1992, LATIN.

[53]  Rajeev Motwani,et al.  On syntactic versus computational views of approximability , 1994, Proceedings 35th Annual Symposium on Foundations of Computer Science.

[54]  Shlomo Moran,et al.  Non Deterministic Polynomial Optimization Problems and their Approximations , 1977, Theor. Comput. Sci..

[55]  Vangelis Th. Paschos,et al.  Constructive - Non-constructive Approximation and Maximum Independent Set Problem , 1995, Combinatorics and Computer Science.

[56]  Vangelis Th. Paschos,et al.  Valeurs extrémales d'un problème d'optimisation combinatoire et approximation polynomiale , 1996 .

[57]  Magnús M. Halldórsson,et al.  Approximating set cover via local improvements , 1995 .

[58]  Dorit S. Hochbaum,et al.  Approximation Algorithms for the Set Covering and Vertex Cover Problems , 1982, SIAM J. Comput..

[59]  Carsten Lund,et al.  On the hardness of approximating minimization problems , 1993, STOC.

[60]  László Lovász,et al.  On the Shannon capacity of a graph , 1979, IEEE Trans. Inf. Theory.

[61]  Alessandro Panconesi,et al.  Completeness in Approximation Classes , 1989, FCT.

[62]  Claude Berge,et al.  Graphs and Hypergraphs , 2021, Clustering.

[63]  Béla Bollobás,et al.  Random Graphs , 1985 .

[64]  Mihir Bellare,et al.  Improved non-approximability results , 1994, STOC '94.

[65]  Piotr Berman,et al.  On the Complexity of Approximating the Independent Set Problem , 1989, Inf. Comput..

[66]  David S. Johnson,et al.  Computers and In stractability: A Guide to the Theory of NP-Completeness. W. H Freeman, San Fran , 1979 .

[67]  Uriel Feige,et al.  Randomized graph products, chromatic numbers, and Lovasz j-function , 1995, STOC '95.

[68]  Gang Yu,et al.  A Modified Greedy Heuristic for the Set Covering Problem with Improved Worst Case Bound , 1993, Inf. Process. Lett..

[69]  Kenneth Steiglitz,et al.  Combinatorial Optimization: Algorithms and Complexity , 1981 .

[70]  Reuven Bar-Yehuda,et al.  A Linear-Time Approximation Algorithm for the Weighted Vertex Cover Problem , 1981, J. Algorithms.