Emergent Mind

Lower bounds for trace reconstruction

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

Abstract

In the trace reconstruction problem, an unknown bit string ${\bf x}\in{0,1 }n$ is sent through a deletion channel where each bit is deleted independently with some probability $q\in(0,1)$, yielding a contracted string $\widetilde{\bf x}$. How many i.i.d.\ samples of $\widetilde{\bf x}$ are needed to reconstruct $\bf x$ with high probability? We prove that there exist ${\bf x},{\bf y} \in{0,1 }n$ such that at least $c\, n{5/4}/\sqrt{\log n}$ traces are required to distinguish between ${\bf x}$ and ${\bf y}$ for some absolute constant $c$, improving the previous lower bound of $c\,n$. Furthermore, our result improves the previously known lower bound for reconstruction of random strings from $c \log2 n$ to $c \log{9/4}n/\sqrt{\log \log n} $.

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