TY - GEN
T1 - On tree-constrained matchings and generalizations
AU - Canzar, Stefan
AU - Elbassioni, Khaled
AU - Klau, Gunnar W.
AU - Mestre, Julián
PY - 2011
Y1 - 2011
N2 - We consider the following Tree-Constrained Bipartite Matching problem: Given two rooted trees T 1 = (V 1,E 1), T 2 = (V 2,E 2) and a weight function w: V 1x V 2 → ℝ+, find a maximum weight matching between nodes of the two trees, such that none of the matched nodes is an ancestor of another matched node in either of the trees. This generalization of the classical bipartite matching problem appears, for example, in the computational analysis of live cell video data. We show that the problem is -hard and thus, unless , disprove a previous claim that it is solvable in polynomial time. Furthermore, we give a 2-approximation algorithm based on a combination of the local ratio technique and a careful use of the structure of basic feasible solutions of a natural LP-relaxation, which we also show to have an integrality gap of 2 - o(1). In the second part of the paper, we consider a natural generalization of the problem, where trees are replaced by partially ordered sets (posets). We show that the local ratio technique gives a 2kρ-approximation for the k-dimensional matching generalization of the problem, in which the maximum number of incomparable elements below (or above) any given element in each poset is bounded by ρ. We finally give an almost matching integrality gap example, and an inapproximability result showing that the dependence on ρ is most likely unavoidable.
AB - We consider the following Tree-Constrained Bipartite Matching problem: Given two rooted trees T 1 = (V 1,E 1), T 2 = (V 2,E 2) and a weight function w: V 1x V 2 → ℝ+, find a maximum weight matching between nodes of the two trees, such that none of the matched nodes is an ancestor of another matched node in either of the trees. This generalization of the classical bipartite matching problem appears, for example, in the computational analysis of live cell video data. We show that the problem is -hard and thus, unless , disprove a previous claim that it is solvable in polynomial time. Furthermore, we give a 2-approximation algorithm based on a combination of the local ratio technique and a careful use of the structure of basic feasible solutions of a natural LP-relaxation, which we also show to have an integrality gap of 2 - o(1). In the second part of the paper, we consider a natural generalization of the problem, where trees are replaced by partially ordered sets (posets). We show that the local ratio technique gives a 2kρ-approximation for the k-dimensional matching generalization of the problem, in which the maximum number of incomparable elements below (or above) any given element in each poset is bounded by ρ. We finally give an almost matching integrality gap example, and an inapproximability result showing that the dependence on ρ is most likely unavoidable.
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U2 - 10.1007/978-3-642-22006-7_9
DO - 10.1007/978-3-642-22006-7_9
M3 - Conference contribution
AN - SCOPUS:79960000698
SN - 9783642220050
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 98
EP - 109
BT - Automata, Languages and Programming - 38th International Colloquium, ICALP 2011, Proceedings
T2 - 38th International Colloquium on Automata, Languages and Programming, ICALP 2011
Y2 - 4 July 2011 through 8 July 2011
ER -