Order-Preserving Transformations and Greedy-Like Algorithms

Borodin, Nielsen and Rackoff [5] proposed a framework for abstracting the main properties of greedy-like algorithms with emphasis on scheduling problems, and Davis and Impagliazzo [6] extended it so as to make it applicable to graph optimization problems. In this paper we propose a related model which places certain reasonable restrictions on the power of the greedy-like algorithm. Our goal is to define a model in which it is possible to filter out certain overly powerful algorithms, while still capturing a very rich class of greedy-like algorithms. We argue that this approach better motivates the lower-bound proofs and possibly yields better bounds. To illustrate the techniques involved we apply the model to the well-known problems of (complete) facility location and dominating set.

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

[2]  Russell Impagliazzo,et al.  Models of Greedy Algorithms for Graph Problems , 2004, SODA '04.

[3]  Allan Borodin,et al.  The Power of Priority Algorithms for Facility Location and Set Cover , 2004, Algorithmica.

[4]  Evangelos Markakis,et al.  A Greedy Facility Location Algorithm Analyzed Using Dual Fitting , 2001, RANDOM-APPROX.

[5]  Mohammad Mahdian,et al.  Improved Approximation Algorithms for Metric Facility Location Problems , 2002, APPROX.

[6]  Allan Borodin,et al.  Priority Algorithms for Graph Optimization Problems , 2004, WAOA.

[7]  Amin Saberi,et al.  A new greedy approach for facility location problems , 2002, STOC '02.

[8]  C. Greg Plaxton,et al.  The Online Median Problem , 1999, SIAM J. Comput..

[9]  Vijay V. Vazirani,et al.  Approximation algorithms for metric facility location and k-Median problems using the primal-dual schema and Lagrangian relaxation , 2001, JACM.

[10]  Oded Regev Priority algorithms for makespan minimization in the subset model , 2002, Inf. Process. Lett..

[11]  Klaus Jansen,et al.  Approximation Algorithms for Combinatorial Optimization , 2000 .

[12]  Reuven Bar-Yehuda,et al.  On approximation problems related to the independent set and vertex cover problems , 1984, Discret. Appl. Math..

[13]  Éva Tardos,et al.  Approximation algorithms for facility location problems (extended abstract) , 1997, STOC '97.

[14]  Samir Khuller,et al.  Greedy strikes back: improved facility location algorithms , 1998, SODA '98.

[15]  Aravind Srinivasan,et al.  Improved Approximation Algorithms for the Partial Vertex Cover Problem , 2002, APPROX.

[16]  Allan Borodin,et al.  (Incremental) Priority Algorithms , 2002, SODA '02.