Matroids Hitting Sets and Unsupervised Dependency Grammar Induction

24 May 2017  ·  Nicholas Harvey, Vahab Mirrokni, David Karger, Virginia Savova, Leonid Peshkin ·

This paper formulates a novel problem on graphs: find the minimal subset of edges in a fully connected graph, such that the resulting graph contains all spanning trees for a set of specifed sub-graphs. This formulation is motivated by an un-supervised grammar induction problem from computational linguistics. We present a reduction to some known problems and algorithms from graph theory, provide computational complexity results, and describe an approximation algorithm.

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