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EVOW
2010
Springer

Top-Down Induction of Phylogenetic Trees

12 years 2 months ago
Top-Down Induction of Phylogenetic Trees
We propose a novel distance based method for phylogenetic tree reconstruction. Our method is based on a conceptual clustering method that extends the well-known decision tree learning approach. It starts from a single cluster and repeatedly splits it into subclusters until all sequences form a different cluster. We assume that a split can be described by referring to particular polymorphic locations, which makes such a divisive method computationally feasible. To define the best split, we use a criterion that is close to Neighbor Joining’s optimization criterion, namely, minimizing total branch length. A thorough experimental evaluation shows that our method yields phylogenetic trees with an accuracy comparable to that of existing methods. Moreover, it has a number of important advantages. First, by listing the polymorphic locations at the internal nodes, it provides an explanation for the resulting tree topology. Second, the top-down tree growing process can be stopped before a co...
Celine Vens, Eduardo Costa, Hendrik Blockeel
Added 18 May 2010
Updated 18 May 2010
Type Conference
Year 2010
Where EVOW
Authors Celine Vens, Eduardo Costa, Hendrik Blockeel
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