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Lower bounds for trace reconstruction

Published 4 Aug 2018 in math.PR, cs.CC, cs.IT, math.IT, math.ST, and stat.TH | (1808.02336v2)

Abstract: In the trace reconstruction problem, an unknown bit string x∈0,1<sup>n{\bf x}\in{0,1 }<sup>n is sent through a deletion channel where each bit is deleted independently with some probability q∈(0,1)q\in(0,1), yielding a contracted string x~\widetilde{\bf x}. How many i.i.d.\ samples of x~\widetilde{\bf x} are needed to reconstruct x\bf x with high probability? We prove that there exist x,y∈0,1<sup>n{\bf x},{\bf y} \in{0,1 }<sup>n such that at least c n<sup>5/4/log⁡</sup>nc\, n<sup>{5/4}/\sqrt{\log</sup> n} traces are required to distinguish between x{\bf x} and y{\bf y} for some absolute constant cc, improving the previous lower bound of c nc\,n. Furthermore, our result improves the previously known lower bound for reconstruction of random strings from clog⁡<sup>2</sup>nc \log<sup>2</sup> n to clog⁡<sup>9/4n/log⁡</sup>log⁡nc \log<sup>{9/4}n/\sqrt{\log</sup> \log n} .

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