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#1 Diversity of Solutions: An Exploration Through the Lens of Fixed-Parameter Tractability Theory [PDF] [Copy] [Kimi] [REL]

Authors: Julien Baste ; Michael R. Fellows ; Lars Jaffke ; Tomáš Masařík ; Mateus de Oliveira Oliveira ; Geevarghese Philip ; Frances A. Rosamond

When modeling an application of practical relevance as an instance of a combinatorial problem X, we are often interested not merely in finding one optimal solution for that instance, but in finding a sufficiently diverse collection of good solutions. In this work we initiate a systematic study of diversity from the point of view of fixed-parameter tractability theory. We consider an intuitive notion of diversity of a collection of solutions which suits a large variety of combinatorial problems of practical interest. Our main contribution is an algorithmic framework which --automatically-- converts a tree-decomposition-based dynamic programming algorithm for a given combinatorial problem X into a dynamic programming algorithm for the diverse version of X. Surprisingly, our algorithm has a polynomial dependence on the diversity parameter.