Ranking chain sum orders
Autor: | Franz J. Brandenburg, Andreas Gleißner |
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Rok vydání: | 2016 |
Předmět: |
Discrete mathematics
General Computer Science Rank (linear algebra) 0102 computer and information sciences 02 engineering and technology Disjoint sets 01 natural sciences Distance measures Theoretical Computer Science Combinatorics Ranking 010201 computation theory & mathematics 0202 electrical engineering electronic engineering information engineering Order dimension 020201 artificial intelligence & image processing Pairwise comparison Kendall tau distance Time complexity Mathematics |
Zdroj: | Theoretical Computer Science. 636:66-76 |
ISSN: | 0304-3975 |
DOI: | 10.1016/j.tcs.2016.05.026 |
Popis: | Ranking information is an important topic in information sciences, Internet searching, voting systems, and sports. In the full information approach, a ranking is a total order of the candidates. We compare two rankings by pairwise comparisons under the nearest neighbor Kendall tau distance and study the distance and rank aggregation problems.In many settings, the information is incomplete and a ranking is given by a partial order. A bucket order is obtained if a ranking allows ties and treats tied candidates as equivalent. Then the distance and rank aggregation problems can be solved efficiently in almost linear time. A chain sum order is complementary to a bucket order and consists of a set of disjoint total orders. Its width and height is the number and the maximum size of the total orders, respectively.We show that the distance and rank aggregation problems of a total order and a chain sum order of bounded width or of height at most two can be solved in polynomial time and are NP -complete for a total and a chain sum order of height at least 12. Both problems remain NP -complete for a total and a heap order which is the partial order obtained from a single-elimination tournament (in sports). However, the problems are fixed-parameter tractable with respect to the distance and the Ulam distance, but are fixed-parameter intractable with respect to the order dimension. |
Databáze: | OpenAIRE |
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