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Tree Diet: Reducing the Treewidth to Unlock FPT Algorithms in RNA Bioinformatics
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Abstract
Hard graph problems are ubiquitous in Bioinformatics, inspiring the design of specialized Fixed-Parameter Tractable algorithms, many of which rely on a combination of tree-decomposition and dynamic programming. The time/space complexities of such approaches hinge critically on low values for the treewidth tw of the input graph. In order to extend their scope of applicability, we introduce the Tree-Diet problem, i.e. the removal of a minimal set of edges such that a given tree-decomposition can be slimmed down to a prescribed treewidth tw. Our rationale is that the time gained thanks to a smaller treewidth in a parameterized algorithm compensates the extra post-processing needed to take deleted edges into account. Our core result is an FPT dynamic programming algorithm for Tree-Diet, using 2^O(tw)n time and space. We complement this result with parameterized complexity lower-bounds for stronger variants (e.g., NP-hardness when tw or tw − tw is constant). We propose a prototype implementation for our approach which we apply on difficult instances of selected RNA-based problems: RNA design, sequence-structure alignment, and search of pseudoknotted RNAs in genomes, revealing very encouraging results. This work paves the way for a wider adoption of tree-decomposition-based algorithms in Bioinformatics.
Title: Tree Diet: Reducing the Treewidth to Unlock FPT Algorithms in RNA Bioinformatics
Description:
Abstract
Hard graph problems are ubiquitous in Bioinformatics, inspiring the design of specialized Fixed-Parameter Tractable algorithms, many of which rely on a combination of tree-decomposition and dynamic programming.
The time/space complexities of such approaches hinge critically on low values for the treewidth tw of the input graph.
In order to extend their scope of applicability, we introduce the Tree-Diet problem, i.
e.
the removal of a minimal set of edges such that a given tree-decomposition can be slimmed down to a prescribed treewidth tw.
Our rationale is that the time gained thanks to a smaller treewidth in a parameterized algorithm compensates the extra post-processing needed to take deleted edges into account.
Our core result is an FPT dynamic programming algorithm for Tree-Diet, using 2^O(tw)n time and space.
We complement this result with parameterized complexity lower-bounds for stronger variants (e.
g.
, NP-hardness when tw or tw − tw is constant).
We propose a prototype implementation for our approach which we apply on difficult instances of selected RNA-based problems: RNA design, sequence-structure alignment, and search of pseudoknotted RNAs in genomes, revealing very encouraging results.
This work paves the way for a wider adoption of tree-decomposition-based algorithms in Bioinformatics.
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