The Binary Identification Problem for weighted trees asks for the minimum cost strategy (decision tree) for identifying a vertex in an edge weighted tree via testing edges. Each edge has assigned a different cost, to be paid for testing it. Testing an edge e reveals in which component of T − e lies the vertex to be identified. We give a complete characterization of the computational complexity of this problem with respect to both tree diameter and degree. In particular, we show that it is strongly NP-hard to compute a minimum cost decision tree for weighted trees of diameter at least 6, and for trees having degree three or more. For trees of diameter five or less, we give a polynomial time algorithm. Moreover, for the degree 2 case, we significantly improve the straightforward O(n3 ) dynamic programming approach, and provide an O(n2 ) time algorithm. Finally, this work contains the first approximate decision tree construction algorithm that breaks the barrier of factor log n.

The Binary Identification Problems for Weighted Trees

Cicalese, Ferdinando;
2012-01-01

Abstract

The Binary Identification Problem for weighted trees asks for the minimum cost strategy (decision tree) for identifying a vertex in an edge weighted tree via testing edges. Each edge has assigned a different cost, to be paid for testing it. Testing an edge e reveals in which component of T − e lies the vertex to be identified. We give a complete characterization of the computational complexity of this problem with respect to both tree diameter and degree. In particular, we show that it is strongly NP-hard to compute a minimum cost decision tree for weighted trees of diameter at least 6, and for trees having degree three or more. For trees of diameter five or less, we give a polynomial time algorithm. Moreover, for the degree 2 case, we significantly improve the straightforward O(n3 ) dynamic programming approach, and provide an O(n2 ) time algorithm. Finally, this work contains the first approximate decision tree construction algorithm that breaks the barrier of factor log n.
2012
Binary Identification Problem, Decision Tree, approximation, NP-hardness
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11562/881256
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