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arxiv: 1504.05289 · v2 · pith:H3LCR6IBnew · submitted 2015-04-21 · 🧮 math.PR · cs.LG· math.ST· q-bio.PE· stat.TH

Distance-based species tree estimation: information-theoretic trade-off between number of loci and sequence length under the coalescent

classification 🧮 math.PR cs.LGmath.STq-bio.PEstat.TH
keywords geneslengthcoalescentconnectiondistributioninformation-theoreticnumberreconstruction
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We consider the reconstruction of a phylogeny from multiple genes under the multispecies coalescent. We establish a connection with the sparse signal detection problem, where one seeks to distinguish between a distribution and a mixture of the distribution and a sparse signal. Using this connection, we derive an information-theoretic trade-off between the number of genes, $m$, needed for an accurate reconstruction and the sequence length, $k$, of the genes. Specifically, we show that to detect a branch of length $f$, one needs $m = \Theta(1/[f^{2} \sqrt{k}])$.

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